diff --git a/data/sessions/calendar-create-event-2/commands/actuation_commands.json b/data/sessions/calendar-create-event-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..4a17c4ff6a7eaf18d486130c380b5fa9b66d8846
--- /dev/null
+++ b/data/sessions/calendar-create-event-2/commands/actuation_commands.json
@@ -0,0 +1,116 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 314,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T10:00:41.175Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 257,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: osascript make-event.scpt",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T10:00:48.349Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 211,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T10:00:53.275Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 250,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1020,
+    "mouse_y": 409,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1020, Y=409",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T10:01:22.619Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 283,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1022,
+    "mouse_y": 343,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1022, Y=343",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T10:01:59.211Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 446,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T10:02:10.601Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/calendar-create-event-2/commands/cc_commands.json b/data/sessions/calendar-create-event-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..d305b11e015717469c65fb628d0872c8d38ee9de
--- /dev/null
+++ b/data/sessions/calendar-create-event-2/commands/cc_commands.json
@@ -0,0 +1,32 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type osascript make-event.scpt",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "1020 409 left",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "1022 343 left",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 6
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/calendar-create-event-2/commands/converted_input.md b/data/sessions/calendar-create-event-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..4166d41876e16491b74344a36a50a4cb889d145c
--- /dev/null
+++ b/data/sessions/calendar-create-event-2/commands/converted_input.md
@@ -0,0 +1,12 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-23 10:00:41 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-23T10:00:41.175Z | Left-click at (944, 1035) |
+|    2 | 2026-07-23T10:00:48.349Z | Type: osascript make-event.scpt |
+|    3 | 2026-07-23T10:00:53.275Z | Press: Enter |
+|    4 | 2026-07-23T10:01:22.619Z | Left-click at (1020, 409) |
+|    5 | 2026-07-23T10:01:59.211Z | Left-click at (1022, 343) |
+|    6 | 2026-07-23T10:02:10.601Z | Press: Cmd+Q |
diff --git a/data/sessions/calendar-create-event-2/commands/raw_input.md b/data/sessions/calendar-create-event-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..b46fce7f303256b532d96dcab0f57d982c2f5b3e
--- /dev/null
+++ b/data/sessions/calendar-create-event-2/commands/raw_input.md
@@ -0,0 +1,12 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-23 10:00:41 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-23T10:00:41.175Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-23T10:00:48.349Z | Typed: osascript make-event.scpt |
+|    3 | 2026-07-23T10:00:53.275Z | Pressed: Return |
+|    4 | 2026-07-23T10:01:22.619Z | Left-clicked at X=1020, Y=409 |
+|    5 | 2026-07-23T10:01:59.211Z | Left-clicked at X=1022, Y=343 |
+|    6 | 2026-07-23T10:02:10.601Z | Pressed: Cmd+Q |
diff --git a/data/sessions/calendar-create-event-2/memory.md b/data/sessions/calendar-create-event-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..a6ca81d5610e687ca6af3c14006fd2e365cdff75
--- /dev/null
+++ b/data/sessions/calendar-create-event-2/memory.md
@@ -0,0 +1,88 @@
+# Memory: calendar-create-event-2
+
+## Overview
+
+Create a calendar event at a fixed time on the current day, by running a pre-written
+automation script from a shell, and grant the two consent prompts the first run raises.
+Use this as the terminal route to the same end state as the GUI task: the script names the
+target calendar and sets the start time and duration, so no date has to be found by
+clicking. The recorded trace opens a terminal, runs `osascript make-event.scpt` — creating
+`Standup` at 09:00 for one hour in the default calendar — allows the automation prompt and
+then the calendar-data prompt, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a calendar application, reachable either through its own
+  window or through a scripting interface.
+- The event's title, start time and duration decided in advance.
+- The target calendar known. A window-driven route creates the event in whichever
+  calendar is currently selected; a scripted one names the calendar and fails if that
+  name does not exist rather than falling back to a default. Read the name from the
+  application rather than assuming it.
+- A clear intent about the date. Creating an event "today" is repeatable and is wrong
+  whenever a specific date was meant.
+- Authority to grant the permissions a first run requests. A scripted route needs two
+  separate grants — control of the application, and access to its data — and both are
+  required before the event exists.
+- An understanding that those grants persist. A denial is remembered as firmly as an
+  approval and is not asked for again.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to create a calendar event at a fixed time and duration. Calendar is scriptable, so the event can be created from a shell rather than by finding and double-clicking a slot in the week view — move the cursor and left-click the Terminal icon in the Dock to open one.
+
+![Step 1](vision/frames/step_0001_20260723_100041_at.webp)
+
+### Step 2 — Type: osascript make-event.scpt
+
+Type `osascript make-event.scpt` to run a pre-written AppleScript. Calendar has no command-line interface, so AppleScript is the way in from a shell, and the script is a file rather than an inline expression because the actuation console cannot carry the quoting. The script targets the calendar named `Calendar`, which is this machine's default calendar, and sets the event to start at 09:00 today and last an hour — matching the GUI take's artifact.
+
+![Step 2](vision/frames/step_0002_20260723_100048_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Return to run the script. This is also what triggers the permission prompts handled if done for the first time a shell tries to drive Calendar, macOS asks the user to approve it.
+
+![Step 3](vision/frames/step_0003_20260723_100053_at.webp)
+
+### Step 4 — Left-click at (1020, 409)
+
+Move and Left-click Allow on the automation consent dialog, which is asking whether Terminal may control Calendar. Denying here would stop the script with a permission error, so granting it is part of performing the task rather — the first run of any automation like this has to pass through it.
+
+![Step 4](vision/frames/step_0004_20260723_100122_at.webp)
+
+### Step 5 — Left-click at (1022, 343)
+
+Move and Left-click Allow on the second dialog, which asks separately for access to calendar data. macOS splits the two grants: controlling the application and reading or writing its data are different permissions, so both are requested and both must be granted before the event is actually created.
+
+![Step 5](vision/frames/step_0005_20260723_100159_at.webp)
+
+### Step 6 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal once the event exists.
+
+![Step 6](vision/frames/step_0006_20260723_100210_at.webp)
+
+## Notes & Edge Cases
+
+- When working on a task that requires system permissions, it is recommended to consult on the action that needs to be taken by the user because these system permissions affect the user's own system and if any permission being provided can cause system malfunction, unintended behaviour, and so on the situation may become irreversible. Asking the user to handle the consent part is the best choice, but if the user asks to proceed without checking what they are consenting always stop and warn the user about the consequences of taking the action that can be caused by providing the permission to go ahead. This acts as a safety measure that ensures you or the user does not take any destructive action that becomes irreversible.
+- **One command raises two different prompts.** The first asks to control the application;
+  the second, which only appears after the first is allowed, asks for access to the
+  calendar data itself. Allowing one and stopping leaves the task incomplete with no error
+  that says so.
+- **Consent is part of this task, not an obstacle before it.** The prompts are what the
+  command genuinely produces on a machine that has not run it before, so answering them is
+  a step of the work rather than something to arrange away in advance.
+- **A denial is sticky.** Choosing the negative option is remembered and the prompt does
+  not come back on the next run; the command then fails with a permission error instead.
+  Where the outcome is uncertain, stop and ask rather than dismissing the dialog.
+- **The calendar is named literally.** The script targets a calendar by its display name,
+  which is not necessarily the account name or the name shown in a different language. Read
+  it from the application before running, rather than assuming the default.
+- **The event is created relative to the current day.** Running the same script on a
+  different day produces an event on that day. This is what makes it repeatable, and also
+  what makes it wrong if a specific date was intended.
+- **The prompt returning is not confirmation.** The event's presence in the calendar is.
+
diff --git a/data/sessions/calendar-create-event-2/metadata.json b/data/sessions/calendar-create-event-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a602a03a3b4615bfb665c8a63482a309cc8d635
--- /dev/null
+++ b/data/sessions/calendar-create-event-2/metadata.json
@@ -0,0 +1,113 @@
+{
+  "memory_name": "calendar-create-event-2",
+  "memory_description": "",
+  "session_id": "9e4da1fd-d56c-45ce-8b26-9cf656f12954",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-23T09:58:44.407664284Z",
+  "completed_at": "2026-07-23T10:10:20.822385455Z",
+  "total_steps": 6,
+  "annotated_steps": 6,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-23T10:00:41.175Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260723_100041_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260723_100041_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260723_100041_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-23T10:00:48.349Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260723_100048_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260723_100048_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260723_100048_after.webp",
+      "raw_command": "Typed: osascript make-event.scpt",
+      "converted_command": "Type: osascript make-event.scpt"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-23T10:00:53.275Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260723_100053_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260723_100053_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260723_100053_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-23T10:01:22.619Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260723_100122_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260723_100122_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260723_100122_after.webp",
+      "raw_command": "Left-clicked at X=1020, Y=409",
+      "converted_command": "Left-click at (1020, 409)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-23T10:01:59.211Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260723_100159_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260723_100159_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260723_100159_after.webp",
+      "raw_command": "Left-clicked at X=1022, Y=343",
+      "converted_command": "Left-click at (1022, 343)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-23T10:02:10.601Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260723_100210_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260723_100210_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260723_100210_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/calendar-create-event-2/reasoning/reasoning.jsonl b/data/sessions/calendar-create-event-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..58cb2555c065e7baae69a3251ce617d4f79b48ea
--- /dev/null
+++ b/data/sessions/calendar-create-event-2/reasoning/reasoning.jsonl
@@ -0,0 +1,6 @@
+{"step_id": 1, "timestamp_action": "2026-07-23T10:00:41.175Z", "timestamp_annotated": "2026-08-19T11:30:05.704850+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260723_100041_at.webp", "reasoning": "The task is to create a calendar event at a fixed time and duration. Calendar is scriptable, so the event can be created from a shell rather than by finding and double-clicking a slot in the week view — move the cursor and left-click the Terminal icon in the Dock to open one.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-23T10:00:48.349Z", "timestamp_annotated": "2026-08-19T11:30:05.705193+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: osascript make-event.scpt", "converted_command": "Type: osascript make-event.scpt", "image_path": "vision/frames/step_0002_20260723_100048_at.webp", "reasoning": "Type `osascript make-event.scpt` to run a pre-written AppleScript. Calendar has no command-line interface, so AppleScript is the way in from a shell, and the script is a file rather than an inline expression because the actuation console cannot carry the quoting. The script targets the calendar named `Calendar`, which is this machine's default calendar, and sets the event to start at 09:00 today and last an hour — matching the GUI take's artifact.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-23T10:00:53.275Z", "timestamp_annotated": "2026-08-19T11:30:05.705652+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260723_100053_at.webp", "reasoning": "After typing the command Press Return to run the script. This is also what triggers the permission prompts handled if done for the first time a shell tries to drive Calendar, macOS asks the user to approve it.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-23T10:01:22.619Z", "timestamp_annotated": "2026-08-19T11:30:05.706072+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1020, Y=409", "converted_command": "Left-click at (1020, 409)", "image_path": "vision/frames/step_0004_20260723_100122_at.webp", "reasoning": "Move and Left-click Allow on the automation consent dialog, which is asking whether Terminal may control Calendar. Denying here would stop the script with a permission error, so granting it is part of performing the task rather — the first run of any automation like this has to pass through it.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-23T10:01:59.211Z", "timestamp_annotated": "2026-08-19T11:30:05.706475+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1022, Y=343", "converted_command": "Left-click at (1022, 343)", "image_path": "vision/frames/step_0005_20260723_100159_at.webp", "reasoning": "Move and Left-click Allow on the second dialog, which asks separately for access to calendar data. macOS splits the two grants: controlling the application and reading or writing its data are different permissions, so both are requested and both must be granted before the event is actually created.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-23T10:02:10.601Z", "timestamp_annotated": "2026-08-19T11:30:05.706983+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0006_20260723_100210_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal once the event exists.", "skipped": false}
diff --git a/data/sessions/calendar-create-event-2/sync_log.json b/data/sessions/calendar-create-event-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..f2a80235c70b09b693d72126e3e24f85f19845a8
--- /dev/null
+++ b/data/sessions/calendar-create-event-2/sync_log.json
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diff --git a/data/sessions/calendar-create-event-2/vision/frames/step_0006_20260723_100210_before.webp b/data/sessions/calendar-create-event-2/vision/frames/step_0006_20260723_100210_before.webp
new file mode 100644
index 0000000000000000000000000000000000000000..378f29ad1968895146610d01c4d99e3766b41dda
--- /dev/null
+++ b/data/sessions/calendar-create-event-2/vision/frames/step_0006_20260723_100210_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:76203c2a91285450193cab0cd9f76ad71cc324ca383952e59d557e1a1b09d16d
+size 656270
diff --git a/data/sessions/calendar-create-event/commands/actuation_commands.json b/data/sessions/calendar-create-event/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce45765f29b675ffd7d86a72ac44d2755fc70385
--- /dev/null
+++ b/data/sessions/calendar-create-event/commands/actuation_commands.json
@@ -0,0 +1,192 @@
+[
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 414,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Space",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:38:38.672Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 467,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Calendar",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:38:45.191Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 152,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:38:50.774Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 157,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 642,
+    "mouse_y": 46,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=642, Y=46",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:39:01.230Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 179,
+    "is_heartbeat": false,
+    "is_here_command": true,
+    "mouse_x": 642,
+    "mouse_y": 46,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=642, Y=46",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:39:11.304Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 202,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 815,
+    "mouse_y": 230,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=815, Y=230",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:39:23.722Z"
+  },
+  {
+    "action_subtype": "double",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 373,
+    "is_heartbeat": false,
+    "is_here_command": true,
+    "mouse_x": 815,
+    "mouse_y": 230,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Double-clicked at X=815, Y=230",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:39:39.435Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 155,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Standup",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:39:51.566Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 173,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:40:12.884Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 451,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T08:40:26.812Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/calendar-create-event/commands/cc_commands.json b/data/sessions/calendar-create-event/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec4206e8fe543fa767be4570ad4cdc994bb9dc0a
--- /dev/null
+++ b/data/sessions/calendar-create-event/commands/cc_commands.json
@@ -0,0 +1,52 @@
+[
+  {
+    "command": "press {Cmd+Space}",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type Calendar",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "642 46 move",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "642 46 left",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "815 230 move",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "815 230 double",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "type Standup",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 10
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/calendar-create-event/commands/converted_input.md b/data/sessions/calendar-create-event/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..1178806268fa8bb7eb5a3856ed6c6d994d743b2c
--- /dev/null
+++ b/data/sessions/calendar-create-event/commands/converted_input.md
@@ -0,0 +1,16 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-23 08:38:38 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-23T08:38:38.672Z | Press: Cmd+Space |
+|    2 | 2026-07-23T08:38:45.191Z | Type: Calendar |
+|    3 | 2026-07-23T08:38:50.774Z | Press: Enter |
+|    4 | 2026-07-23T08:39:01.230Z | Move-cursor at (642, 46) |
+|    5 | 2026-07-23T08:39:11.304Z | Left-click at (642, 46) |
+|    6 | 2026-07-23T08:39:23.722Z | Move-cursor at (815, 230) |
+|    7 | 2026-07-23T08:39:39.435Z | Double-click at (815, 230) |
+|    8 | 2026-07-23T08:39:51.566Z | Type: Standup |
+|    9 | 2026-07-23T08:40:12.884Z | Press: Enter |
+|   10 | 2026-07-23T08:40:26.812Z | Press: Cmd+Q |
diff --git a/data/sessions/calendar-create-event/commands/raw_input.md b/data/sessions/calendar-create-event/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..352892669c322d9064e23c80e2465a35b3019e60
--- /dev/null
+++ b/data/sessions/calendar-create-event/commands/raw_input.md
@@ -0,0 +1,16 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-23 08:38:38 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-23T08:38:38.672Z | Pressed: Cmd+Space |
+|    2 | 2026-07-23T08:38:45.191Z | Typed: Calendar |
+|    3 | 2026-07-23T08:38:50.774Z | Pressed: Return |
+|    4 | 2026-07-23T08:39:01.230Z | Moved cursor to at X=642, Y=46 |
+|    5 | 2026-07-23T08:39:11.304Z | Left-clicked at X=642, Y=46 |
+|    6 | 2026-07-23T08:39:23.722Z | Moved cursor to at X=815, Y=230 |
+|    7 | 2026-07-23T08:39:39.435Z | Double-clicked at X=815, Y=230 |
+|    8 | 2026-07-23T08:39:51.566Z | Typed: Standup |
+|    9 | 2026-07-23T08:40:12.884Z | Pressed: Return |
+|   10 | 2026-07-23T08:40:26.812Z | Pressed: Cmd+Q |
diff --git a/data/sessions/calendar-create-event/memory.md b/data/sessions/calendar-create-event/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..2975ebe1e00bafcff9eb5b048a330534da7737d8
--- /dev/null
+++ b/data/sessions/calendar-create-event/memory.md
@@ -0,0 +1,100 @@
+# Memory: calendar-create-event
+
+## Overview
+
+Create a timed calendar event by placing it directly on the calendar grid. Use this when
+an event has to be created at a visible position in the week and no shell is available or
+wanted — the time comes from where the click lands rather than from a typed value. The
+route launches the application through the system search field, switches to the week view,
+double-clicks the target hour slot, types the title and commits it with Return. The
+recorded trace produces `Standup` at 09:00–10:00 on the chosen weekday.
+
+## Prerequisites
+
+- A desktop environment with a calendar application, reachable either through its own
+  window or through a scripting interface.
+- The event's title, start time and duration decided in advance.
+- The target calendar known. A window-driven route creates the event in whichever
+  calendar is currently selected; a scripted one names the calendar and fails if that
+  name does not exist rather than falling back to a default. Read the name from the
+  application rather than assuming it.
+- A clear intent about the date. Creating an event "today" is repeatable and is wrong
+  whenever a specific date was meant.
+- Authority to grant the permissions a first run requests. A scripted route needs two
+  separate grants — control of the application, and access to its data — and both are
+  required before the event exists.
+- An understanding that those grants persist. A denial is remembered as firmly as an
+  approval and is not asked for again.
+
+## Steps
+
+### Step 1 — Press: Cmd+Space
+
+The task is to put a 9 AM event called `Standup` on Thursday in the calendar, so Calendar has to be running first. The desktop is bare with no window open; press ⌘Space (Cmd+Space) to open Spotlight, which finds an application by name without needing its Dock position.
+
+![Step 1](vision/frames/step_0001_20260723_083838_at.webp)
+
+### Step 2 — Type: Calendar
+
+Type `Calendar` to search for the application. Spotlight narrows as the characters arrive and promotes its best match to the top of the list, which is what Return will act on.
+
+![Step 2](vision/frames/step_0002_20260723_083845_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `Calendar` Press Return to launch the highlighted top hit.
+
+![Step 3](vision/frames/step_0003_20260723_083850_at.webp)
+
+### Step 4 — Move-cursor at (642, 46)
+
+Calendar opens on **Month** view, which shows whole days as boxes with no hour grid, so a specific 9 AM slot cannot be picked in it — the view has to change first. Move the cursor onto the `Week` tab in the view switcher at the top of the window. Moving to the target and clicking as a separate step is more dependable here than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 4](vision/frames/step_0004_20260723_083901_at.webp)
+
+### Step 5 — Left-click at (642, 46)
+
+Move the cursor and Left-click the `Week` tab to switch views. Week view draws each day as a column against an hour grid, which is what makes a particular time of day clickable. Calendar does not remember this choice between launches — it opens on Month every time — so this is a real step of the task rather than incidental setup.
+
+![Step 5](vision/frames/step_0005_20260723_083911_at.webp)
+
+### Step 6 — Move-cursor at (815, 230)
+
+The week now runs `Sun 19` to `Sat 25` with today, Thu 23, marked in red. Move the cursor into the Thursday column at the 9 AM row — the point just below the `9 AM` line and above `10 AM`. Getting the column right matters as much as the hour: the same height in a neighbouring column would create the event on the wrong day.
+
+![Step 6](vision/frames/step_0006_20260723_083923_at.webp)
+
+### Step 7 — Double-click at (815, 230)
+
+Move the cursor and Double-click the empty 9 AM slot to create an event there. Calendar makes a default one-hour event from the slot that was clicked — `23 Jul 2026 9 AM to 10 AM` — and opens its inspector with the title `New Event` selected and the caret in it. The times come from where the double-click landed, not from anything typed, so the slot is what sets the schedule.
+
+![Step 7](vision/frames/step_0007_20260723_083939_at.webp)
+
+### Step 8 — Type: Standup
+
+Type `Standup` to name the event. The caret is already in the inspector's title field, so the text replaces the placeholder `New Event` without anything having to be clicked first.
+
+![Step 8](vision/frames/step_0008_20260723_083951_at.webp)
+
+### Step 9 — Press: Enter
+
+After typing `Standup` Press Return to commit the title and dismiss the inspector. Until this point the event exists only as an open editor; Return is what writes it to the calendar. The block in the grid changes from `New Event` to `Standup`, which is the confirmation that the name was stored.
+
+![Step 9](vision/frames/step_0009_20260723_084012_at.webp)
+
+### Step 10 — Press: Cmd+Q
+
+The event is committed and Calendar saves as it goes, so nothing else needs saving — press ⌘Q (Cmd+Q) to quit the application. Unlike closing a window, quitting ends the process, which leaves the machine in the state the task started from.
+
+![Step 10](vision/frames/step_0010_20260723_084026_at.webp)
+
+## Notes & Edge Cases
+
+1. The application opens on a view that cannot express the task. Month view shows whole days with no hour grid, so a particular time of day is not clickable until the view changes — switching it is a real step of the work rather than incidental setup.
+2. The view is not remembered between launches. It opens on the same view every time, so the switch has to be repeated on every run and cannot be treated as machine state that persists.
+3. The double-click is what sets the schedule, not anything typed. A default one-hour event is created from the slot that was clicked, so the column decides the day and the height decides the hour — the same height one column over creates the event on the wrong day with everything else looking right.
+4. The title field already holds the caret and a selected placeholder when the inspector opens, so typing replaces it without anything being clicked first. Clicking into the field can deselect the placeholder and leave the typed text joined onto it.
+5. The event exists only as an open editor until the title is committed. The confirming key is what writes it to the calendar, and the block in the grid changing from the placeholder to the typed name is the evidence it was stored.
+6. The event is created relative to what the grid is showing. Running the same steps in a different week produces an event in that week, which is what makes the route repeatable and also what makes it wrong when a specific date was intended — read the dates in the column headers rather than trusting the position.
+7. Quitting ends the process where closing the window would not. The application saves as it goes, so the quit commits nothing; it only returns the machine to the state the task started from.
+8. Move to the target and click as separate actions; a combined move-and-click sometimes reaches the position without the click registering.
diff --git a/data/sessions/calendar-create-event/metadata.json b/data/sessions/calendar-create-event/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..66f300bee33adad55d7381698f148a5de63f2803
--- /dev/null
+++ b/data/sessions/calendar-create-event/metadata.json
@@ -0,0 +1,165 @@
+{
+  "memory_name": "calendar-create-event",
+  "memory_description": "",
+  "session_id": "6649cdd5-c14f-4b88-bda8-3a9de625b3ee",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-23T08:35:48.351152051Z",
+  "completed_at": "2026-07-23T08:40:53.153369879Z",
+  "total_steps": 10,
+  "annotated_steps": 10,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-23T08:38:38.672Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260723_083838_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260723_083838_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260723_083838_after.webp",
+      "raw_command": "Pressed: Cmd+Space",
+      "converted_command": "Press: Cmd+Space"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-23T08:38:45.191Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260723_083845_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260723_083845_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260723_083845_after.webp",
+      "raw_command": "Typed: Calendar",
+      "converted_command": "Type: Calendar"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-23T08:38:50.774Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260723_083850_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260723_083850_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260723_083850_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-23T08:39:01.230Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0004_20260723_083901_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260723_083901_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260723_083901_after.webp",
+      "raw_command": "Moved cursor to at X=642, Y=46",
+      "converted_command": "Move-cursor at (642, 46)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-23T08:39:11.304Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260723_083911_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260723_083911_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260723_083911_after.webp",
+      "raw_command": "Left-clicked at X=642, Y=46",
+      "converted_command": "Left-click at (642, 46)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-23T08:39:23.722Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0006_20260723_083923_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260723_083923_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260723_083923_after.webp",
+      "raw_command": "Moved cursor to at X=815, Y=230",
+      "converted_command": "Move-cursor at (815, 230)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-23T08:39:39.435Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0007_20260723_083939_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260723_083939_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260723_083939_after.webp",
+      "raw_command": "Double-clicked at X=815, Y=230",
+      "converted_command": "Double-click at (815, 230)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-23T08:39:51.566Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0008_20260723_083951_at.webp",
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+      "marked": false,
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+      "after_image_path": "vision/frames/step_0008_20260723_083951_after.webp",
+      "raw_command": "Typed: Standup",
+      "converted_command": "Type: Standup"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-23T08:40:12.884Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
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+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260723_084012_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260723_084012_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-23T08:40:26.812Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
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+      "after_image_path": "vision/frames/step_0010_20260723_084026_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/calendar-create-event/reasoning/reasoning.jsonl b/data/sessions/calendar-create-event/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..10ea87f47c683671984e6cfdc4849561987ca38a
--- /dev/null
+++ b/data/sessions/calendar-create-event/reasoning/reasoning.jsonl
@@ -0,0 +1,10 @@
+{"step_id": 1, "timestamp_action": "2026-07-23T08:38:38.672Z", "timestamp_annotated": "2026-08-19T14:18:25.733026+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Space", "converted_command": "Press: Cmd+Space", "image_path": "vision/frames/step_0001_20260723_083838_at.webp", "reasoning": "The task is to put a 9 AM event called `Standup` on Thursday in the calendar, so Calendar has to be running first. The desktop is bare with no window open; press ⌘Space (Cmd+Space) to open Spotlight, which finds an application by name without needing its Dock position.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-23T08:38:45.191Z", "timestamp_annotated": "2026-08-19T14:18:25.733315+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Calendar", "converted_command": "Type: Calendar", "image_path": "vision/frames/step_0002_20260723_083845_at.webp", "reasoning": "Type `Calendar` to search for the application. Spotlight narrows as the characters arrive and promotes its best match to the top of the list, which is what Return will act on.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-23T08:38:50.774Z", "timestamp_annotated": "2026-08-19T14:18:25.733677+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260723_083850_at.webp", "reasoning": "After typing `Calendar` Press Return to launch the highlighted top hit.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-23T08:39:01.230Z", "timestamp_annotated": "2026-08-19T14:18:25.734042+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=642, Y=46", "converted_command": "Move-cursor at (642, 46)", "image_path": "vision/frames/step_0004_20260723_083901_at.webp", "reasoning": "Calendar opens on **Month** view, which shows whole days as boxes with no hour grid, so a specific 9 AM slot cannot be picked in it — the view has to change first. Move the cursor onto the `Week` tab in the view switcher at the top of the window. Moving to the target and clicking as a separate step is more dependable here than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-23T08:39:11.304Z", "timestamp_annotated": "2026-08-19T14:18:25.734417+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=642, Y=46", "converted_command": "Left-click at (642, 46)", "image_path": "vision/frames/step_0005_20260723_083911_at.webp", "reasoning": "Move the cursor and Left-click the `Week` tab to switch views. Week view draws each day as a column against an hour grid, which is what makes a particular time of day clickable. Calendar does not remember this choice between launches — it opens on Month every time — so this is a real step of the task rather than incidental setup.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-23T08:39:23.722Z", "timestamp_annotated": "2026-08-19T14:18:25.734915+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=815, Y=230", "converted_command": "Move-cursor at (815, 230)", "image_path": "vision/frames/step_0006_20260723_083923_at.webp", "reasoning": "The week now runs `Sun 19` to `Sat 25` with today, Thu 23, marked in red. Move the cursor into the Thursday column at the 9 AM row — the point just below the `9 AM` line and above `10 AM`. Getting the column right matters as much as the hour: the same height in a neighbouring column would create the event on the wrong day.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-23T08:39:39.435Z", "timestamp_annotated": "2026-08-19T14:18:25.735391+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=815, Y=230", "converted_command": "Double-click at (815, 230)", "image_path": "vision/frames/step_0007_20260723_083939_at.webp", "reasoning": "Move the cursor and Double-click the empty 9 AM slot to create an event there. Calendar makes a default one-hour event from the slot that was clicked — `23 Jul 2026 9 AM to 10 AM` — and opens its inspector with the title `New Event` selected and the caret in it. The times come from where the double-click landed, not from anything typed, so the slot is what sets the schedule.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-23T08:39:51.566Z", "timestamp_annotated": "2026-08-19T14:18:25.735939+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Standup", "converted_command": "Type: Standup", "image_path": "vision/frames/step_0008_20260723_083951_at.webp", "reasoning": "Type `Standup` to name the event. The caret is already in the inspector's title field, so the text replaces the placeholder `New Event` without anything having to be clicked first.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-23T08:40:12.884Z", "timestamp_annotated": "2026-08-19T14:18:25.736413+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0009_20260723_084012_at.webp", "reasoning": "After typing `Standup` Press Return to commit the title and dismiss the inspector. Until this point the event exists only as an open editor; Return is what writes it to the calendar. The block in the grid changes from `New Event` to `Standup`, which is the confirmation that the name was stored.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-23T08:40:26.812Z", "timestamp_annotated": "2026-08-19T14:18:25.736962+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0010_20260723_084026_at.webp", "reasoning": "The event is committed and Calendar saves as it goes, so nothing else needs saving — press ⌘Q (Cmd+Q) to quit the application. Unlike closing a window, quitting ends the process, which leaves the machine in the state the task started from.", "skipped": false}
diff --git a/data/sessions/calendar-create-event/sync_log.json b/data/sessions/calendar-create-event/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..d9c1f68af4a4bde5b1cf0f3300cde9d751f97c7a
--- /dev/null
+++ b/data/sessions/calendar-create-event/sync_log.json
@@ -0,0 +1,250 @@
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diff --git a/data/sessions/edge-bookmark-organize/commands/actuation_commands.json b/data/sessions/edge-bookmark-organize/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..19f157309733c3a4d1513cc6b5797f45f17f419d
--- /dev/null
+++ b/data/sessions/edge-bookmark-organize/commands/actuation_commands.json
@@ -0,0 +1,287 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1155,
+    "mouse_y": 569,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1155, Y=569",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:10:44.692Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 34,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1155,
+    "mouse_y": 569,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1155, Y=569",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:10:47.908Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 87,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 400,
+    "mouse_y": 60,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=400, Y=60",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:10:54.315Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 24,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 400,
+    "mouse_y": 60,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=400, Y=60",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:10:57.519Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: en.wikipedia.org",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:00.809Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 2,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:04.290Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+D",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:17.501Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 90,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1431,
+    "mouse_y": 300,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1431, Y=300",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:23.878Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 31,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1431,
+    "mouse_y": 300,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1431, Y=300",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:27.032Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 85,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 795,
+    "mouse_y": 568,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=795, Y=568",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:33.396Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 22,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 795,
+    "mouse_y": 568,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=795, Y=568",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:36.580Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Research",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:41.820Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:45.009Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 93,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1073,
+    "mouse_y": 568,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1073, Y=568",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:49.332Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 34,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1073,
+    "mouse_y": 568,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1073, Y=568",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:11:52.549Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/edge-bookmark-organize/commands/cc_commands.json b/data/sessions/edge-bookmark-organize/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..0eb940b39e79d139f66faf368a463a0ae74e7621
--- /dev/null
+++ b/data/sessions/edge-bookmark-organize/commands/cc_commands.json
@@ -0,0 +1,77 @@
+[
+  {
+    "command": "1155 569 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "1155 569 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "400 60 move",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "400 60 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "type en.wikipedia.org",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Ctrl+D}",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "1431 300 move",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "1431 300 left",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "795 568 move",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "795 568 left",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "type Research",
+    "os": "WINDOWS",
+    "step_id": 12
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 13
+  },
+  {
+    "command": "1073 568 move",
+    "os": "WINDOWS",
+    "step_id": 14
+  },
+  {
+    "command": "1073 568 left",
+    "os": "WINDOWS",
+    "step_id": 15
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/edge-bookmark-organize/commands/converted_input.md b/data/sessions/edge-bookmark-organize/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..cd5f75e378490da9e385153b0c74881dfed7d3df
--- /dev/null
+++ b/data/sessions/edge-bookmark-organize/commands/converted_input.md
@@ -0,0 +1,21 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 14:10:44 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T14:10:44.692Z | Move-cursor at (1155, 569) |
+|    2 | 2026-07-31T14:10:47.908Z | Left-click at (1155, 569) |
+|    3 | 2026-07-31T14:10:54.315Z | Move-cursor at (400, 60) |
+|    4 | 2026-07-31T14:10:57.519Z | Left-click at (400, 60) |
+|    5 | 2026-07-31T14:11:00.809Z | Type: en.wikipedia.org |
+|    6 | 2026-07-31T14:11:04.290Z | Press: Enter |
+|    7 | 2026-07-31T14:11:17.501Z | Press: Ctrl+D |
+|    8 | 2026-07-31T14:11:23.878Z | Move-cursor at (1431, 300) |
+|    9 | 2026-07-31T14:11:27.032Z | Left-click at (1431, 300) |
+|   10 | 2026-07-31T14:11:33.396Z | Move-cursor at (795, 568) |
+|   11 | 2026-07-31T14:11:36.580Z | Left-click at (795, 568) |
+|   12 | 2026-07-31T14:11:41.820Z | Type: Research |
+|   13 | 2026-07-31T14:11:45.009Z | Press: Enter |
+|   14 | 2026-07-31T14:11:49.332Z | Move-cursor at (1073, 568) |
+|   15 | 2026-07-31T14:11:52.549Z | Left-click at (1073, 568) |
diff --git a/data/sessions/edge-bookmark-organize/commands/raw_input.md b/data/sessions/edge-bookmark-organize/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..99389acbf28e15487d864dd26c402fbf298947c1
--- /dev/null
+++ b/data/sessions/edge-bookmark-organize/commands/raw_input.md
@@ -0,0 +1,21 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 14:10:44 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T14:10:44.692Z | Moved cursor to at X=1155, Y=569 |
+|    2 | 2026-07-31T14:10:47.908Z | Left-clicked at X=1155, Y=569 |
+|    3 | 2026-07-31T14:10:54.315Z | Moved cursor to at X=400, Y=60 |
+|    4 | 2026-07-31T14:10:57.519Z | Left-clicked at X=400, Y=60 |
+|    5 | 2026-07-31T14:11:00.809Z | Typed: en.wikipedia.org |
+|    6 | 2026-07-31T14:11:04.290Z | Pressed: Return |
+|    7 | 2026-07-31T14:11:17.501Z | Pressed: Ctrl+D |
+|    8 | 2026-07-31T14:11:23.878Z | Moved cursor to at X=1431, Y=300 |
+|    9 | 2026-07-31T14:11:27.032Z | Left-clicked at X=1431, Y=300 |
+|   10 | 2026-07-31T14:11:33.396Z | Moved cursor to at X=795, Y=568 |
+|   11 | 2026-07-31T14:11:36.580Z | Left-clicked at X=795, Y=568 |
+|   12 | 2026-07-31T14:11:41.820Z | Typed: Research |
+|   13 | 2026-07-31T14:11:45.009Z | Pressed: Return |
+|   14 | 2026-07-31T14:11:49.332Z | Moved cursor to at X=1073, Y=568 |
+|   15 | 2026-07-31T14:11:52.549Z | Left-clicked at X=1073, Y=568 |
diff --git a/data/sessions/edge-bookmark-organize/memory.md b/data/sessions/edge-bookmark-organize/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..723fd8f80e08fe649fbe989ec4307d6fe57d7149
--- /dev/null
+++ b/data/sessions/edge-bookmark-organize/memory.md
@@ -0,0 +1,127 @@
+# Memory: edge-bookmark-organize
+
+## Overview
+
+Bookmark a web page and file it into a new named folder, through the browser's favourites
+interface. Use this when a bookmark has to be organised rather than merely saved. The route
+launches the browser, loads the page from the address bar, saves a favourite, opens the
+folder chooser from the save dialog, creates a folder, names it, and saves the favourite
+into it. The recorded trace files a Wikipedia favourite into a folder named `Research`.
+
+## Prerequisites
+
+- A desktop environment with a web browser, and network access to the page being
+  bookmarked. The bookmark is created from whatever the front tab is showing, so the page
+  has to load first.
+- The page's address, and the folder name to file it under, both decided in advance.
+- An understanding that the browser's bookmark manager is a separate surface from the
+  bookmarks bar. The bar displays bookmarks; creating a folder and moving a bookmark into
+  it is done in the manager.
+- No existing folder of that name, or agreement that an existing one may be reused.
+- An expectation that the browser ships with default bookmarks already present. The folder
+  being created is an addition, not the only entry, so "the list is not empty" is normal
+  and is not a sign the task already ran.
+- Confirmation read from the folder's contents rather than from the drag appearing to
+  land — a bookmark dropped beside a folder rather than into it looks almost identical.
+
+## Steps
+
+### Step 1 — Move-cursor at (1155, 569)
+
+The task is to bookmark the Wikipedia main page in Edge and file that favorite into a new `Research` folder on the favorites bar. Edge is already open on a new tab, but its first-run panel `Use recommended browser settings` sits over the page, so it has to be cleared before the address bar can be used. Move the pointer onto `Set later`, the right-hand button along the bottom of that panel — `Confirm` beside it would set Edge as the default browser, a machine-wide change the task does not ask for.
+
+![Step 1](vision/frames/step_0001_20260731_141044_at.webp)
+
+### Step 2 — Left-click at (1155, 569)
+
+Move the cursor and Left-click `Set later` to dismiss the first-run panel. The next frame shows the ordinary new-tab page with no overlay and the toolbar fully exposed, which is the confirmation the click landed on the button rather than being swallowed by the panel.
+
+![Step 2](vision/frames/step_0002_20260731_141047_at.webp)
+
+### Step 3 — Move-cursor at (400, 60)
+
+Move the pointer to the address bar, the wide field running across the toolbar under the tab strip. The page itself is Edge's new-tab MSN feed and holds nothing the task needs; the Wikipedia URL has to be entered through the address bar, so the pointer is placed there before clicking.
+
+![Step 3](vision/frames/step_0003_20260731_141054_at.webp)
+
+### Step 4 — Left-click at (400, 60)
+
+Move the cursor and Left-click the address bar to put the caret in it. The following frame shows the field empty with a caret and a `TRENDING SEARCHES` suggestion list dropped beneath it, so keyboard input will now reach the address bar and not the page behind it.
+
+![Step 4](vision/frames/step_0004_20260731_141057_at.webp)
+
+### Step 5 — Type: en.wikipedia.org
+
+Type `en.wikipedia.org`. The address bar shows the text with its autocomplete list open below, the first row repeating `en.wikipedia.org` as a URL rather than a search, so the characters are landing in the field and the entry will be treated as an address.
+
+![Step 5](vision/frames/step_0005_20260731_141100_at.webp)
+
+### Step 6 — Press: Enter
+
+After typing `en.wikipedia.org` Press Enter to commit the typed address and load the page. Navigation is confirmed in the next frame by the tab title reading `Wikipedia, the free encyclopedia` and the address bar reading `https://en.wikipedia.org/wiki/Main_Page`. The article content on that page rotates daily and is no part of the task.
+
+![Step 6](vision/frames/step_0006_20260731_141104_at.webp)
+
+### Step 7 — Press: Ctrl+D
+
+Press Ctrl+D to add the loaded page to favorites. Edge answers with a `Favorite added` flyout under the star icon, carrying a `Name` field pre-filled with the page title and a `Folder` selector reading `Favorites bar`. The favorite exists at this point, but at the top level of the bar, not inside a folder.
+
+![Step 7](vision/frames/step_0007_20260731_141117_at.webp)
+
+### Step 8 — Move-cursor at (1431, 300)
+
+Move the pointer to `More`, the left-hand button along the bottom of the `Favorite added` flyout. The flyout's own `Folder` selector can only choose between folders that already exist, so creating `Research` needs the fuller editor that `More` opens.
+
+![Step 8](vision/frames/step_0008_20260731_141123_at.webp)
+
+### Step 9 — Left-click at (1431, 300)
+
+Move the cursor and Left-click `More`. The flyout is replaced by the `Edit favorite` dialog, which adds a `URL` field, a folder tree listing `Favorites bar` and `Other favorites`, and a `New folder` button — the controls the rest of the task depends on.
+
+![Step 9](vision/frames/step_0009_20260731_141127_at.webp)
+
+### Step 10 — Move-cursor at (795, 568)
+
+Move the pointer to `New folder` at the bottom left of the `Edit favorite` dialog. The tree currently offers only `Favorites bar` and `Other favorites`, so `Research` has to be created before the favorite can be filed into it.
+
+![Step 10](vision/frames/step_0010_20260731_141133_at.webp)
+
+### Step 11 — Left-click at (795, 568)
+
+Move the cursor and Left-click `New folder`. A child row appears under `Favorites bar` carrying an inline edit box with the placeholder text `New folder` already selected, so the name can be replaced by typing straight away with no extra click into the field.
+
+![Step 11](vision/frames/step_0011_20260731_141136_at.webp)
+
+### Step 12 — Type: Research
+
+Type `Research`. The placeholder was selected, so the typed text replaces it outright; the next frame shows the edit box reading `Research`, which confirms the keystrokes reached the inline editor rather than the dialog's `Name` field above it.
+
+![Step 12](vision/frames/step_0012_20260731_141141_at.webp)
+
+### Step 13 — Press: Enter
+
+After typing `Research` Press Enter to commit the folder name. The edit box closes and the row settles as a plain `Research` folder nested under `Favorites bar`, drawn as the selected row of the tree — and that selection is what makes it the destination for the favorite.
+
+![Step 13](vision/frames/step_0013_20260731_141145_at.webp)
+
+### Step 14 — Move-cursor at (1073, 568)
+
+Move the pointer to `Save` at the bottom right of the `Edit favorite` dialog. The tree already shows `Research` selected, so saving from this state is what moves the favorite out of the bar's top level and into the new folder.
+
+![Step 14](vision/frames/step_0014_20260731_141149_at.webp)
+
+### Step 15 — Left-click at (1073, 568)
+
+Move the cursor and Left-click `Save` to commit the edit and close the dialog. The after-frame shows the dialog gone with the address-bar star still filled, marking the page as favorited; the stored result is a `Research` folder on the bookmark bar containing the Wikipedia favorite.
+
+![Step 15](vision/frames/step_0015_20260731_141152_at.webp)
+
+## Notes & Edge Cases
+
+1. When organizing or searching for items in browser, for example content in YouTube search history, browser's history, browser's bookmarks and so, it is recommend to use scroll, check visually and take action only if the history is small, in case the the history and the content being searched for is too large and long use the search feature instead of scroll to avoid taking large number of step for a task that can be done within few steps.
+2. There might be users who would want to use VPN when using browsers for more secure environment and browsing, so if the task requires to visit websites that do not allow VPN usage, notify the user and disable VPN with user consent, but if the VPN being used has an option to exclude that specific website navigate through the GUI of the VPN and exclude it, and if there is a CLI option use it.
+3. The bookmark shortcut only creates the bookmark; it does not choose where the bookmark goes. It files into the browser's default location, so a task that names a folder always has two halves — create, then move — and stopping after the shortcut leaves the task half done with no visible sign of it.
+4. A newly created folder appears with its name in an open edit box and the placeholder text already selected, so the new name replaces it without any clearing keystroke. Commit it before doing anything else: clicking away with the field still open can leave the folder called `untitled folder` or `New folder`, and a folder with the wrong name is easy to miss because everything else about the result looks correct.
+5. Browsers ship with default bookmarks already in place, and one of them can carry almost the same name as the page the task just bookmarked. Tell them apart by something that cannot coincide — the full page title, the address, or the position of the newly added entry — rather than by the label alone.
+6. Where the folder is created differs by browser even though the task is identical. One route opens a separate bookmark manager window; another only exposes the folder tree after a `More` button inside the save flyout, because the flyout's own folder selector lists existing folders and cannot make one. Look for the control that creates rather than the control that chooses.
+7. A browser's first-run panel can offer to make it the system default browser. That is a machine-wide change that no bookmarking task asks for, so dismiss the panel with the option that changes nothing (`Set later`, `Not now`) rather than the prominent one, and treat clearing the overlay as its own step — the toolbar underneath is unreachable until it is gone.
diff --git a/data/sessions/edge-bookmark-organize/metadata.json b/data/sessions/edge-bookmark-organize/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ab8e9c8c68d4b4a8e739d4df0bed36c558816cc2
--- /dev/null
+++ b/data/sessions/edge-bookmark-organize/metadata.json
@@ -0,0 +1,233 @@
+{
+  "memory_name": "edge-bookmark-organize",
+  "memory_description": "",
+  "session_id": "942a8cd1-af08-4d79-9d69-c6908fe31af4",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T14:10:35.437761229Z",
+  "completed_at": "2026-07-31T14:11:58.905558415Z",
+  "total_steps": 15,
+  "annotated_steps": 15,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T14:10:44.692Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_141044_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_141044_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_141044_after.webp",
+      "raw_command": "Moved cursor to at X=1155, Y=569",
+      "converted_command": "Move-cursor at (1155, 569)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T14:10:47.908Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_141047_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_141047_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_141047_after.webp",
+      "raw_command": "Left-clicked at X=1155, Y=569",
+      "converted_command": "Left-click at (1155, 569)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T14:10:54.315Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260731_141054_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_141054_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_141054_after.webp",
+      "raw_command": "Moved cursor to at X=400, Y=60",
+      "converted_command": "Move-cursor at (400, 60)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T14:10:57.519Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_141057_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_141057_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_141057_after.webp",
+      "raw_command": "Left-clicked at X=400, Y=60",
+      "converted_command": "Left-click at (400, 60)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T14:11:00.809Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0005_20260731_141100_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_141100_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_141100_after.webp",
+      "raw_command": "Typed: en.wikipedia.org",
+      "converted_command": "Type: en.wikipedia.org"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T14:11:04.290Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260731_141104_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260731_141104_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_141104_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T14:11:17.501Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260731_141117_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260731_141117_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_141117_after.webp",
+      "raw_command": "Pressed: Ctrl+D",
+      "converted_command": "Press: Ctrl+D"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T14:11:23.878Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0008_20260731_141123_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260731_141123_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_141123_after.webp",
+      "raw_command": "Moved cursor to at X=1431, Y=300",
+      "converted_command": "Move-cursor at (1431, 300)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T14:11:27.032Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0009_20260731_141127_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260731_141127_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_141127_after.webp",
+      "raw_command": "Left-clicked at X=1431, Y=300",
+      "converted_command": "Left-click at (1431, 300)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T14:11:33.396Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0010_20260731_141133_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260731_141133_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_141133_after.webp",
+      "raw_command": "Moved cursor to at X=795, Y=568",
+      "converted_command": "Move-cursor at (795, 568)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-31T14:11:36.580Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0011_20260731_141136_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260731_141136_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260731_141136_after.webp",
+      "raw_command": "Left-clicked at X=795, Y=568",
+      "converted_command": "Left-click at (795, 568)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-31T14:11:41.820Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0012_20260731_141141_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260731_141141_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260731_141141_after.webp",
+      "raw_command": "Typed: Research",
+      "converted_command": "Type: Research"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-31T14:11:45.009Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0013_20260731_141145_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260731_141145_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260731_141145_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-31T14:11:49.332Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0014_20260731_141149_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0014_20260731_141149_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260731_141149_after.webp",
+      "raw_command": "Moved cursor to at X=1073, Y=568",
+      "converted_command": "Move-cursor at (1073, 568)"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-31T14:11:52.549Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0015_20260731_141152_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0015_20260731_141152_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260731_141152_after.webp",
+      "raw_command": "Left-clicked at X=1073, Y=568",
+      "converted_command": "Left-click at (1073, 568)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/edge-bookmark-organize/reasoning/reasoning.jsonl b/data/sessions/edge-bookmark-organize/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cb220b1f254e5e9d258c398532616ab8af572e9c
--- /dev/null
+++ b/data/sessions/edge-bookmark-organize/reasoning/reasoning.jsonl
@@ -0,0 +1,15 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T14:10:44.692Z", "timestamp_annotated": "2026-08-19T14:18:26.088834+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1155, Y=569", "converted_command": "Move-cursor at (1155, 569)", "image_path": "vision/frames/step_0001_20260731_141044_at.webp", "reasoning": "The task is to bookmark the Wikipedia main page in Edge and file that favorite into a new `Research` folder on the favorites bar. Edge is already open on a new tab, but its first-run panel `Use recommended browser settings` sits over the page, so it has to be cleared before the address bar can be used. Move the pointer onto `Set later`, the right-hand button along the bottom of that panel — `Confirm` beside it would set Edge as the default browser, a machine-wide change the task does not ask for.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T14:10:47.908Z", "timestamp_annotated": "2026-08-19T14:18:26.089159+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1155, Y=569", "converted_command": "Left-click at (1155, 569)", "image_path": "vision/frames/step_0002_20260731_141047_at.webp", "reasoning": "Move the cursor and Left-click `Set later` to dismiss the first-run panel. The next frame shows the ordinary new-tab page with no overlay and the toolbar fully exposed, which is the confirmation the click landed on the button rather than being swallowed by the panel.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T14:10:54.315Z", "timestamp_annotated": "2026-08-19T14:18:26.089528+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=400, Y=60", "converted_command": "Move-cursor at (400, 60)", "image_path": "vision/frames/step_0003_20260731_141054_at.webp", "reasoning": "Move the pointer to the address bar, the wide field running across the toolbar under the tab strip. The page itself is Edge's new-tab MSN feed and holds nothing the task needs; the Wikipedia URL has to be entered through the address bar, so the pointer is placed there before clicking.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T14:10:57.519Z", "timestamp_annotated": "2026-08-19T14:18:26.089917+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=400, Y=60", "converted_command": "Left-click at (400, 60)", "image_path": "vision/frames/step_0004_20260731_141057_at.webp", "reasoning": "Move the cursor and Left-click the address bar to put the caret in it. The following frame shows the field empty with a caret and a `TRENDING SEARCHES` suggestion list dropped beneath it, so keyboard input will now reach the address bar and not the page behind it.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T14:11:00.809Z", "timestamp_annotated": "2026-08-19T14:18:26.090297+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: en.wikipedia.org", "converted_command": "Type: en.wikipedia.org", "image_path": "vision/frames/step_0005_20260731_141100_at.webp", "reasoning": "Type `en.wikipedia.org`. The address bar shows the text with its autocomplete list open below, the first row repeating `en.wikipedia.org` as a URL rather than a search, so the characters are landing in the field and the entry will be treated as an address.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T14:11:04.290Z", "timestamp_annotated": "2026-08-19T14:18:26.090698+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0006_20260731_141104_at.webp", "reasoning": "After typing `en.wikipedia.org` Press Enter to commit the typed address and load the page. Navigation is confirmed in the next frame by the tab title reading `Wikipedia, the free encyclopedia` and the address bar reading `https://en.wikipedia.org/wiki/Main_Page`. The article content on that page rotates daily and is no part of the task.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T14:11:17.501Z", "timestamp_annotated": "2026-08-19T14:18:26.091112+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+D", "converted_command": "Press: Ctrl+D", "image_path": "vision/frames/step_0007_20260731_141117_at.webp", "reasoning": "Press Ctrl+D to add the loaded page to favorites. Edge answers with a `Favorite added` flyout under the star icon, carrying a `Name` field pre-filled with the page title and a `Folder` selector reading `Favorites bar`. The favorite exists at this point, but at the top level of the bar, not inside a folder.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T14:11:23.878Z", "timestamp_annotated": "2026-08-19T14:18:26.091553+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1431, Y=300", "converted_command": "Move-cursor at (1431, 300)", "image_path": "vision/frames/step_0008_20260731_141123_at.webp", "reasoning": "Move the pointer to `More`, the left-hand button along the bottom of the `Favorite added` flyout. The flyout's own `Folder` selector can only choose between folders that already exist, so creating `Research` needs the fuller editor that `More` opens.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T14:11:27.032Z", "timestamp_annotated": "2026-08-19T14:18:26.092001+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1431, Y=300", "converted_command": "Left-click at (1431, 300)", "image_path": "vision/frames/step_0009_20260731_141127_at.webp", "reasoning": "Move the cursor and Left-click `More`. The flyout is replaced by the `Edit favorite` dialog, which adds a `URL` field, a folder tree listing `Favorites bar` and `Other favorites`, and a `New folder` button — the controls the rest of the task depends on.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T14:11:33.396Z", "timestamp_annotated": "2026-08-19T14:18:26.092463+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=795, Y=568", "converted_command": "Move-cursor at (795, 568)", "image_path": "vision/frames/step_0010_20260731_141133_at.webp", "reasoning": "Move the pointer to `New folder` at the bottom left of the `Edit favorite` dialog. The tree currently offers only `Favorites bar` and `Other favorites`, so `Research` has to be created before the favorite can be filed into it.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-31T14:11:36.580Z", "timestamp_annotated": "2026-08-19T14:18:26.092961+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=795, Y=568", "converted_command": "Left-click at (795, 568)", "image_path": "vision/frames/step_0011_20260731_141136_at.webp", "reasoning": "Move the cursor and Left-click `New folder`. A child row appears under `Favorites bar` carrying an inline edit box with the placeholder text `New folder` already selected, so the name can be replaced by typing straight away with no extra click into the field.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-31T14:11:41.820Z", "timestamp_annotated": "2026-08-19T14:18:26.093398+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Research", "converted_command": "Type: Research", "image_path": "vision/frames/step_0012_20260731_141141_at.webp", "reasoning": "Type `Research`. The placeholder was selected, so the typed text replaces it outright; the next frame shows the edit box reading `Research`, which confirms the keystrokes reached the inline editor rather than the dialog's `Name` field above it.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-31T14:11:45.009Z", "timestamp_annotated": "2026-08-19T14:18:26.093894+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0013_20260731_141145_at.webp", "reasoning": "After typing `Research` Press Enter to commit the folder name. The edit box closes and the row settles as a plain `Research` folder nested under `Favorites bar`, drawn as the selected row of the tree — and that selection is what makes it the destination for the favorite.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-31T14:11:49.332Z", "timestamp_annotated": "2026-08-19T14:18:26.094361+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1073, Y=568", "converted_command": "Move-cursor at (1073, 568)", "image_path": "vision/frames/step_0014_20260731_141149_at.webp", "reasoning": "Move the pointer to `Save` at the bottom right of the `Edit favorite` dialog. The tree already shows `Research` selected, so saving from this state is what moves the favorite out of the bar's top level and into the new folder.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-31T14:11:52.549Z", "timestamp_annotated": "2026-08-19T14:18:26.094891+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1073, Y=568", "converted_command": "Left-click at (1073, 568)", "image_path": "vision/frames/step_0015_20260731_141152_at.webp", "reasoning": "Move the cursor and Left-click `Save` to commit the edit and close the dialog. The after-frame shows the dialog gone with the address-bar star still filled, marking the page as favorited; the stored result is a `Research` folder on the bookmark bar containing the Wikipedia favorite.", "skipped": false}
diff --git a/data/sessions/edge-bookmark-organize/sync_log.json b/data/sessions/edge-bookmark-organize/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..402980f241076b73c02acc72814a1dff5c85a499
--- /dev/null
+++ b/data/sessions/edge-bookmark-organize/sync_log.json
@@ -0,0 +1,355 @@
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diff --git a/data/sessions/edge-clear-history/commands/actuation_commands.json b/data/sessions/edge-clear-history/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..8aa6d7799eee629deedefbee51b9ee110ed250d9
--- /dev/null
+++ b/data/sessions/edge-clear-history/commands/actuation_commands.json
@@ -0,0 +1,230 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 75,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1155,
+    "mouse_y": 569,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1155, Y=569",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:03:28.623Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 26,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1155,
+    "mouse_y": 569,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1155, Y=569",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:03:31.899Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 79,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1801,
+    "mouse_y": 60,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1801, Y=60",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:03:38.329Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 24,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1801,
+    "mouse_y": 60,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1801, Y=60",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:03:41.665Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 35,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1519,
+    "mouse_y": 480,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1519, Y=480",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:03:46.941Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 24,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1519,
+    "mouse_y": 480,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1519, Y=480",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:03:50.227Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 84,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 810,
+    "mouse_y": 442,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=810, Y=442",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:03:58.502Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 35,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 810,
+    "mouse_y": 442,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=810, Y=442",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:04:01.648Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 775,
+    "mouse_y": 484,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=775, Y=484",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:04:07.022Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 23,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 775,
+    "mouse_y": 484,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=775, Y=484",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:04:10.164Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 92,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1110,
+    "mouse_y": 750,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1110, Y=750",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:04:14.520Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 29,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1110,
+    "mouse_y": 750,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1110, Y=750",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:04:17.711Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/edge-clear-history/commands/cc_commands.json b/data/sessions/edge-clear-history/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..1877e34458b87625c421ffa73a435d804c6d82ab
--- /dev/null
+++ b/data/sessions/edge-clear-history/commands/cc_commands.json
@@ -0,0 +1,62 @@
+[
+  {
+    "command": "1155 569 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "1155 569 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "1801 60 move",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "1801 60 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "1519 480 move",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "1519 480 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "810 442 move",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "810 442 left",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "775 484 move",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "775 484 left",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "1110 750 move",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "1110 750 left",
+    "os": "WINDOWS",
+    "step_id": 12
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/edge-clear-history/commands/converted_input.md b/data/sessions/edge-clear-history/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..9fc12eaef8df01f7a73f52298228f851ff18c99b
--- /dev/null
+++ b/data/sessions/edge-clear-history/commands/converted_input.md
@@ -0,0 +1,18 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 15:03:28 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T15:03:28.623Z | Move-cursor at (1155, 569) |
+|    2 | 2026-07-31T15:03:31.899Z | Left-click at (1155, 569) |
+|    3 | 2026-07-31T15:03:38.329Z | Move-cursor at (1801, 60) |
+|    4 | 2026-07-31T15:03:41.665Z | Left-click at (1801, 60) |
+|    5 | 2026-07-31T15:03:46.941Z | Move-cursor at (1519, 480) |
+|    6 | 2026-07-31T15:03:50.227Z | Left-click at (1519, 480) |
+|    7 | 2026-07-31T15:03:58.502Z | Move-cursor at (810, 442) |
+|    8 | 2026-07-31T15:04:01.648Z | Left-click at (810, 442) |
+|    9 | 2026-07-31T15:04:07.022Z | Move-cursor at (775, 484) |
+|   10 | 2026-07-31T15:04:10.164Z | Left-click at (775, 484) |
+|   11 | 2026-07-31T15:04:14.520Z | Move-cursor at (1110, 750) |
+|   12 | 2026-07-31T15:04:17.711Z | Left-click at (1110, 750) |
diff --git a/data/sessions/edge-clear-history/commands/raw_input.md b/data/sessions/edge-clear-history/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..8ad8c6b106732fe7773d2aaf6128c9dc716e9bc0
--- /dev/null
+++ b/data/sessions/edge-clear-history/commands/raw_input.md
@@ -0,0 +1,18 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 15:03:28 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T15:03:28.623Z | Moved cursor to at X=1155, Y=569 |
+|    2 | 2026-07-31T15:03:31.899Z | Left-clicked at X=1155, Y=569 |
+|    3 | 2026-07-31T15:03:38.329Z | Moved cursor to at X=1801, Y=60 |
+|    4 | 2026-07-31T15:03:41.665Z | Left-clicked at X=1801, Y=60 |
+|    5 | 2026-07-31T15:03:46.941Z | Moved cursor to at X=1519, Y=480 |
+|    6 | 2026-07-31T15:03:50.227Z | Left-clicked at X=1519, Y=480 |
+|    7 | 2026-07-31T15:03:58.502Z | Moved cursor to at X=810, Y=442 |
+|    8 | 2026-07-31T15:04:01.648Z | Left-clicked at X=810, Y=442 |
+|    9 | 2026-07-31T15:04:07.022Z | Moved cursor to at X=775, Y=484 |
+|   10 | 2026-07-31T15:04:10.164Z | Left-clicked at X=775, Y=484 |
+|   11 | 2026-07-31T15:04:14.520Z | Moved cursor to at X=1110, Y=750 |
+|   12 | 2026-07-31T15:04:17.711Z | Left-clicked at X=1110, Y=750 |
diff --git a/data/sessions/edge-clear-history/memory.md b/data/sessions/edge-clear-history/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..289c28531d0dcad161a0df9ef404928a2b45067e
--- /dev/null
+++ b/data/sessions/edge-clear-history/memory.md
@@ -0,0 +1,107 @@
+# Memory: edge-clear-history
+
+## Overview
+
+Clear the browser's recent browsing data for a bounded time range, through its settings.
+Use this when recent visits have to be removed without discarding everything. The route
+launches the browser, opens the settings menu, reaches the privacy pane's clear-browsing-
+data control, sets the range, and confirms. The recorded trace clears the last hour,
+leaving older entries in place.
+
+## Prerequisites
+
+- A desktop environment with a web browser holding browsing history to clear.
+- A decision about the time range before starting. Clearing "the last hour" and clearing
+  everything are different tasks with the same button, and the dialog's default is not the
+  same on every browser or every build — read what it says rather than assuming.
+- An understanding that the action is irreversible. There is no undo and no restore.
+- An awareness of what else the dialog removes. Browsers usually clear cookies and site
+  data alongside history, which signs the user out of sites; the dialog says so, and it is
+  easy to accept without reading.
+- Confirmation planned from the history list itself, not from the dialog closing.
+
+## Steps
+
+### Step 1 — Move-cursor at (1155, 569)
+
+The task is to clear Edge's browsing data for the last hour only. Edge is already open on a new tab with the first-run panel `Use recommended browser settings` covering it, so that panel is cleared first. Move the pointer onto `Set later`, the right-hand button of the panel; `Confirm` next to it would set Edge as the default browser, which is outside the task and machine-wide.
+
+![Step 1](vision/frames/step_0001_20260731_150328_at.webp)
+
+### Step 2 — Left-click at (1155, 569)
+
+Move the cursor and Left-click `Set later`. The panel disappears and the next frame shows the plain new-tab page with the whole toolbar reachable, which confirms the click landed on the button rather than on the page beneath the overlay.
+
+![Step 2](vision/frames/step_0002_20260731_150331_at.webp)
+
+### Step 3 — Move-cursor at (1801, 60)
+
+Move the pointer to the `⋯` button at the right end of the toolbar, between the profile avatar and the `Chat` button. Nothing on the new-tab page leads to browsing data; that button opens Edge's `Settings and more` menu, which is the only route from here.
+
+![Step 3](vision/frames/step_0003_20260731_150338_at.webp)
+
+### Step 4 — Left-click at (1801, 60)
+
+Move the cursor and Left-click `⋯`. The menu drops open, and the row that matters is `Delete browsing data`, listed with its Ctrl+Shift+Delete shortcut between `Extensions` and `Print`.
+
+![Step 4](vision/frames/step_0004_20260731_150341_at.webp)
+
+### Step 5 — Move-cursor at (1519, 480)
+
+Move the pointer to `Delete browsing data` in the open menu. The item is named `Delete browsing data` in this build, not the `Settings ▸ Privacy ▸ Choose what to clear` route the task describes — the label has to be read off the running menu rather than assumed.
+
+![Step 5](vision/frames/step_0005_20260731_150346_at.webp)
+
+### Step 6 — Left-click at (1519, 480)
+
+Move the cursor and Left-click `Delete browsing data`. It lands on `edge://settings/clearBrowserData` with the `Delete browsing data` dialog already open, so this single click covers the whole multi-step Settings route the task specifies. The dialog shows `Time range` set to `All time` and four data categories ticked.
+
+![Step 6](vision/frames/step_0006_20260731_150350_at.webp)
+
+### Step 7 — Move-cursor at (810, 442)
+
+Move the pointer to the `Time range` dropdown near the top of the dialog, currently reading `All time`. The ticked categories are already what the task wants cleared; the only value that has to change is the range.
+
+![Step 7](vision/frames/step_0007_20260731_150358_at.webp)
+
+### Step 8 — Left-click at (810, 442)
+
+Move the cursor and Left-click the `Time range` dropdown. It opens listing `Last hour`, `Last 24 hours`, `Last 7 days`, `Last 4 weeks` and `All time`, with the tick against `All time` — confirming both the current value and that `Last hour` is available as a preset.
+
+![Step 8](vision/frames/step_0008_20260731_150401_at.webp)
+
+### Step 9 — Move-cursor at (775, 484)
+
+Move the pointer to `Last hour`, the top row of the open list. It is the range the task names, and it sits directly under the collapsed dropdown so the pointer travel is short.
+
+![Step 9](vision/frames/step_0009_20260731_150407_at.webp)
+
+### Step 10 — Left-click at (775, 484)
+
+Move the cursor and Left-click `Last hour`. The list collapses and the dropdown now reads `Last hour`, and the `Cookies and other site data` caption drops from `From 10 sites` to `From 8 sites` — a self-reporting signal that the range genuinely narrowed rather than the click merely being sent.
+
+![Step 10](vision/frames/step_0010_20260731_150410_at.webp)
+
+### Step 11 — Move-cursor at (1110, 750)
+
+Move the pointer to `Clear now` at the bottom right of the dialog, beside `Cancel`. The range is set and the categories are already ticked, so this button is the only remaining action.
+
+![Step 11](vision/frames/step_0011_20260731_150414_at.webp)
+
+### Step 12 — Left-click at (1110, 750)
+
+Move the cursor and Left-click `Clear now` to perform the deletion. The after-frame still shows the dialog because the UI had not caught up a second later; the closing frame shows it dismissed with the pane resting at `edge://settings/privacy/clearBrowsingData`. The recorded result is `browser.clear_data.time_period` in the Edge profile moving from `4` (All time) to `0` (Last hour).
+
+![Step 12](vision/frames/step_0012_20260731_150417_at.webp)
+
+## Notes & Edge Cases
+
+1. When organizing or searching for items in browser, for example content in YouTube search history, browser's history, browser's bookmarks and so, it is recommend to use scroll, check visually and take action only if the history is small, in case the the history and the content being searched for is too large and long use the search feature instead of scroll to avoid taking large number of step for a task that can be done within few steps.
+2. Clearing history cannot be undone. There is no restore and no trash, so the range has to be right the first time — confirm with the user what is to be cleared before running it, and treat the confirmation button as the point of no return rather than as one more click.
+3. The range the dialog opens on is not the same everywhere, and it is not always the safe one. In the recorded traces Safari opened already set to `Last Hour` — the value the task wanted, needing no change — while Edge opened on `All time`, where the same confirming click would have destroyed the entire history. Read the range out of the dialog every time; the number of steps a task takes is not evidence the default was correct.
+4. Clearing history also clears cookies and other site data, which signs the user out of sites they are logged into. The dialog says so and it is easy to accept without reading. That side effect belongs to the user's decision, so surface it before acting rather than after.
+5. Confirm from the history itself, not from the dialog closing. The dialog closes whether it cleared an hour or everything, and in the recorded trace it was still on screen a second after the click — a screenshot taken at that moment shows neither success nor failure.
+6. Where the ticked categories are shown separately, they are part of the operation and not a summary of it. Everything ticked is cleared, so untick what the task does not name instead of accepting the set the browser happens to remember from last time.
+7. A control that reports its own state is worth more than the click that set it. When the range narrowed from `All time` to `Last hour`, the cookie line changed from `From 10 sites` to `From 8 sites` — that change is evidence the setting genuinely took, where the dropdown text alone only proves a row was picked.
+8. The command lives in a different place in each browser and is not always named what the task calls it. One reaches it from a History menu, another from the `⋯` menu as `Delete browsing data`, and the documented `Settings ▸ Privacy ▸ Choose what to clear` route may not exist by that name in the running build. Read the menu that is open rather than looking for the words in the instruction.
+9. A single well-chosen entry can replace a whole documented path. `Delete browsing data` in the browser menu opens the settings page with the dialog already up, doing in one click what the task described as four. Prefer the shorter route when it lands in the same place, but verify it landed there before continuing.
diff --git a/data/sessions/edge-clear-history/metadata.json b/data/sessions/edge-clear-history/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d979febd558c16733b9a23980eb5c3569284fb2
--- /dev/null
+++ b/data/sessions/edge-clear-history/metadata.json
@@ -0,0 +1,194 @@
+{
+  "memory_name": "edge-clear-history",
+  "memory_description": "",
+  "session_id": "6ee8f7e6-4245-46fd-80a0-d29ce0acb51c",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T15:03:19.436855248Z",
+  "completed_at": "2026-07-31T15:04:27.009132124Z",
+  "total_steps": 12,
+  "annotated_steps": 12,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T15:03:28.623Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_150328_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_150328_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_150328_after.webp",
+      "raw_command": "Moved cursor to at X=1155, Y=569",
+      "converted_command": "Move-cursor at (1155, 569)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T15:03:31.899Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_150331_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_150331_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_150331_after.webp",
+      "raw_command": "Left-clicked at X=1155, Y=569",
+      "converted_command": "Left-click at (1155, 569)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T15:03:38.329Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260731_150338_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_150338_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_150338_after.webp",
+      "raw_command": "Moved cursor to at X=1801, Y=60",
+      "converted_command": "Move-cursor at (1801, 60)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T15:03:41.665Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_150341_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_150341_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_150341_after.webp",
+      "raw_command": "Left-clicked at X=1801, Y=60",
+      "converted_command": "Left-click at (1801, 60)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T15:03:46.941Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0005_20260731_150346_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_150346_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_150346_after.webp",
+      "raw_command": "Moved cursor to at X=1519, Y=480",
+      "converted_command": "Move-cursor at (1519, 480)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T15:03:50.227Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260731_150350_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_150350_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_150350_after.webp",
+      "raw_command": "Left-clicked at X=1519, Y=480",
+      "converted_command": "Left-click at (1519, 480)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T15:03:58.502Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0007_20260731_150358_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260731_150358_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_150358_after.webp",
+      "raw_command": "Moved cursor to at X=810, Y=442",
+      "converted_command": "Move-cursor at (810, 442)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T15:04:01.648Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260731_150401_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260731_150401_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_150401_after.webp",
+      "raw_command": "Left-clicked at X=810, Y=442",
+      "converted_command": "Left-click at (810, 442)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T15:04:07.022Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0009_20260731_150407_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260731_150407_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_150407_after.webp",
+      "raw_command": "Moved cursor to at X=775, Y=484",
+      "converted_command": "Move-cursor at (775, 484)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T15:04:10.164Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260731_150410_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260731_150410_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_150410_after.webp",
+      "raw_command": "Left-clicked at X=775, Y=484",
+      "converted_command": "Left-click at (775, 484)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-31T15:04:14.520Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0011_20260731_150414_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260731_150414_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260731_150414_after.webp",
+      "raw_command": "Moved cursor to at X=1110, Y=750",
+      "converted_command": "Move-cursor at (1110, 750)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-31T15:04:17.711Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0012_20260731_150417_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260731_150417_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260731_150417_after.webp",
+      "raw_command": "Left-clicked at X=1110, Y=750",
+      "converted_command": "Left-click at (1110, 750)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/edge-clear-history/reasoning/reasoning.jsonl b/data/sessions/edge-clear-history/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0a3058b6bf6bf901db55c41864d3e670c2314c34
--- /dev/null
+++ b/data/sessions/edge-clear-history/reasoning/reasoning.jsonl
@@ -0,0 +1,12 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T15:03:28.623Z", "timestamp_annotated": "2026-08-19T14:18:26.099052+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1155, Y=569", "converted_command": "Move-cursor at (1155, 569)", "image_path": "vision/frames/step_0001_20260731_150328_at.webp", "reasoning": "The task is to clear Edge's browsing data for the last hour only. Edge is already open on a new tab with the first-run panel `Use recommended browser settings` covering it, so that panel is cleared first. Move the pointer onto `Set later`, the right-hand button of the panel; `Confirm` next to it would set Edge as the default browser, which is outside the task and machine-wide.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T15:03:31.899Z", "timestamp_annotated": "2026-08-19T14:18:26.099350+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1155, Y=569", "converted_command": "Left-click at (1155, 569)", "image_path": "vision/frames/step_0002_20260731_150331_at.webp", "reasoning": "Move the cursor and Left-click `Set later`. The panel disappears and the next frame shows the plain new-tab page with the whole toolbar reachable, which confirms the click landed on the button rather than on the page beneath the overlay.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T15:03:38.329Z", "timestamp_annotated": "2026-08-19T14:18:26.099701+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1801, Y=60", "converted_command": "Move-cursor at (1801, 60)", "image_path": "vision/frames/step_0003_20260731_150338_at.webp", "reasoning": "Move the pointer to the `⋯` button at the right end of the toolbar, between the profile avatar and the `Chat` button. Nothing on the new-tab page leads to browsing data; that button opens Edge's `Settings and more` menu, which is the only route from here.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T15:03:41.665Z", "timestamp_annotated": "2026-08-19T14:18:26.100041+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1801, Y=60", "converted_command": "Left-click at (1801, 60)", "image_path": "vision/frames/step_0004_20260731_150341_at.webp", "reasoning": "Move the cursor and Left-click `⋯`. The menu drops open, and the row that matters is `Delete browsing data`, listed with its Ctrl+Shift+Delete shortcut between `Extensions` and `Print`.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T15:03:46.941Z", "timestamp_annotated": "2026-08-19T14:18:26.100394+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1519, Y=480", "converted_command": "Move-cursor at (1519, 480)", "image_path": "vision/frames/step_0005_20260731_150346_at.webp", "reasoning": "Move the pointer to `Delete browsing data` in the open menu. The item is named `Delete browsing data` in this build, not the `Settings ▸ Privacy ▸ Choose what to clear` route the task describes — the label has to be read off the running menu rather than assumed.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T15:03:50.227Z", "timestamp_annotated": "2026-08-19T14:18:26.100826+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1519, Y=480", "converted_command": "Left-click at (1519, 480)", "image_path": "vision/frames/step_0006_20260731_150350_at.webp", "reasoning": "Move the cursor and Left-click `Delete browsing data`. It lands on `edge://settings/clearBrowserData` with the `Delete browsing data` dialog already open, so this single click covers the whole multi-step Settings route the task specifies. The dialog shows `Time range` set to `All time` and four data categories ticked.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T15:03:58.502Z", "timestamp_annotated": "2026-08-19T14:18:26.101196+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=810, Y=442", "converted_command": "Move-cursor at (810, 442)", "image_path": "vision/frames/step_0007_20260731_150358_at.webp", "reasoning": "Move the pointer to the `Time range` dropdown near the top of the dialog, currently reading `All time`. The ticked categories are already what the task wants cleared; the only value that has to change is the range.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T15:04:01.648Z", "timestamp_annotated": "2026-08-19T14:18:26.102037+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=810, Y=442", "converted_command": "Left-click at (810, 442)", "image_path": "vision/frames/step_0008_20260731_150401_at.webp", "reasoning": "Move the cursor and Left-click the `Time range` dropdown. It opens listing `Last hour`, `Last 24 hours`, `Last 7 days`, `Last 4 weeks` and `All time`, with the tick against `All time` — confirming both the current value and that `Last hour` is available as a preset.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T15:04:07.022Z", "timestamp_annotated": "2026-08-19T14:18:26.102660+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=775, Y=484", "converted_command": "Move-cursor at (775, 484)", "image_path": "vision/frames/step_0009_20260731_150407_at.webp", "reasoning": "Move the pointer to `Last hour`, the top row of the open list. It is the range the task names, and it sits directly under the collapsed dropdown so the pointer travel is short.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T15:04:10.164Z", "timestamp_annotated": "2026-08-19T14:18:26.103184+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=775, Y=484", "converted_command": "Left-click at (775, 484)", "image_path": "vision/frames/step_0010_20260731_150410_at.webp", "reasoning": "Move the cursor and Left-click `Last hour`. The list collapses and the dropdown now reads `Last hour`, and the `Cookies and other site data` caption drops from `From 10 sites` to `From 8 sites` — a self-reporting signal that the range genuinely narrowed rather than the click merely being sent.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-31T15:04:14.520Z", "timestamp_annotated": "2026-08-19T14:18:26.103705+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1110, Y=750", "converted_command": "Move-cursor at (1110, 750)", "image_path": "vision/frames/step_0011_20260731_150414_at.webp", "reasoning": "Move the pointer to `Clear now` at the bottom right of the dialog, beside `Cancel`. The range is set and the categories are already ticked, so this button is the only remaining action.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-31T15:04:17.711Z", "timestamp_annotated": "2026-08-19T14:18:26.104208+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1110, Y=750", "converted_command": "Left-click at (1110, 750)", "image_path": "vision/frames/step_0012_20260731_150417_at.webp", "reasoning": "Move the cursor and Left-click `Clear now` to perform the deletion. The after-frame still shows the dialog because the UI had not caught up a second later; the closing frame shows it dismissed with the pane resting at `edge://settings/privacy/clearBrowsingData`. The recorded result is `browser.clear_data.time_period` in the Edge profile moving from `4` (All time) to `0` (Last hour).", "skipped": false}
diff --git a/data/sessions/edge-clear-history/sync_log.json b/data/sessions/edge-clear-history/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..4eb71d584f82b1f81454abe9503ea7bfe8fa2099
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+version https://git-lfs.github.com/spec/v1
+oid sha256:fe8870a6080b134cc29b71d2de87fd2089924d47589e272f8782de4ded5b577a
+size 84046
diff --git a/data/sessions/edge-search-engine/commands/actuation_commands.json b/data/sessions/edge-search-engine/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..c5d2f51a5c83120d5d7dd20bb4b1b2cfb10f6037
--- /dev/null
+++ b/data/sessions/edge-search-engine/commands/actuation_commands.json
@@ -0,0 +1,325 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 85,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1155,
+    "mouse_y": 569,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1155, Y=569",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:07.657Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 26,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1155,
+    "mouse_y": 569,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1155, Y=569",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:11.000Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1801,
+    "mouse_y": 60,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1801, Y=60",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:17.418Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 31,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1801,
+    "mouse_y": 60,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1801, Y=60",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:20.864Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 90,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1486,
+    "mouse_y": 720,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1486, Y=720",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:26.312Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 30,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1486,
+    "mouse_y": 720,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1486, Y=720",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:29.640Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 166,
+    "mouse_y": 260,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=166, Y=260",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:38.999Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 36,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 166,
+    "mouse_y": 260,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=166, Y=260",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:42.203Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 80,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 958,
+    "mouse_y": 645,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=958, Y=645",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:48.490Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 23,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 958,
+    "mouse_y": 645,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=958, Y=645",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:51.703Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 81,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 958,
+    "mouse_y": 513,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=958, Y=513",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:19:58.944Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 35,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 958,
+    "mouse_y": 513,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=958, Y=513",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:20:02.188Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 35,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1287,
+    "mouse_y": 261,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1287, Y=261",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:20:09.466Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 35,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1287,
+    "mouse_y": 261,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1287, Y=261",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:20:12.719Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 80,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1259,
+    "mouse_y": 399,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1259, Y=399",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:20:17.992Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 49,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1259,
+    "mouse_y": 399,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1259, Y=399",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:20:21.234Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Alt+F4",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:20:28.419Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/edge-search-engine/commands/cc_commands.json b/data/sessions/edge-search-engine/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..098e99eec8b09be4e1cb0d748478ef27ed9dfc1c
--- /dev/null
+++ b/data/sessions/edge-search-engine/commands/cc_commands.json
@@ -0,0 +1,87 @@
+[
+  {
+    "command": "1155 569 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "1155 569 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "1801 60 move",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "1801 60 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "1486 720 move",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "1486 720 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "166 260 move",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "166 260 left",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "958 645 move",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "958 645 left",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "958 513 move",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "958 513 left",
+    "os": "WINDOWS",
+    "step_id": 12
+  },
+  {
+    "command": "1287 261 move",
+    "os": "WINDOWS",
+    "step_id": 13
+  },
+  {
+    "command": "1287 261 left",
+    "os": "WINDOWS",
+    "step_id": 14
+  },
+  {
+    "command": "1259 399 move",
+    "os": "WINDOWS",
+    "step_id": 15
+  },
+  {
+    "command": "1259 399 left",
+    "os": "WINDOWS",
+    "step_id": 16
+  },
+  {
+    "command": "press {Alt+F4}",
+    "os": "WINDOWS",
+    "step_id": 17
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/edge-search-engine/commands/converted_input.md b/data/sessions/edge-search-engine/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..51278701fd259f96f05c1081f78a0d792e9b937a
--- /dev/null
+++ b/data/sessions/edge-search-engine/commands/converted_input.md
@@ -0,0 +1,23 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 15:19:07 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T15:19:07.657Z | Move-cursor at (1155, 569) |
+|    2 | 2026-07-31T15:19:11.000Z | Left-click at (1155, 569) |
+|    3 | 2026-07-31T15:19:17.418Z | Move-cursor at (1801, 60) |
+|    4 | 2026-07-31T15:19:20.864Z | Left-click at (1801, 60) |
+|    5 | 2026-07-31T15:19:26.312Z | Move-cursor at (1486, 720) |
+|    6 | 2026-07-31T15:19:29.640Z | Left-click at (1486, 720) |
+|    7 | 2026-07-31T15:19:38.999Z | Move-cursor at (166, 260) |
+|    8 | 2026-07-31T15:19:42.203Z | Left-click at (166, 260) |
+|    9 | 2026-07-31T15:19:48.490Z | Move-cursor at (958, 645) |
+|   10 | 2026-07-31T15:19:51.703Z | Left-click at (958, 645) |
+|   11 | 2026-07-31T15:19:58.944Z | Move-cursor at (958, 513) |
+|   12 | 2026-07-31T15:20:02.188Z | Left-click at (958, 513) |
+|   13 | 2026-07-31T15:20:09.466Z | Move-cursor at (1287, 261) |
+|   14 | 2026-07-31T15:20:12.719Z | Left-click at (1287, 261) |
+|   15 | 2026-07-31T15:20:17.992Z | Move-cursor at (1259, 399) |
+|   16 | 2026-07-31T15:20:21.234Z | Left-click at (1259, 399) |
+|   17 | 2026-07-31T15:20:28.419Z | Press: Alt+F4 |
diff --git a/data/sessions/edge-search-engine/commands/raw_input.md b/data/sessions/edge-search-engine/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..bc285ec1131b0eb7193f750e5eb1e151f2aeef71
--- /dev/null
+++ b/data/sessions/edge-search-engine/commands/raw_input.md
@@ -0,0 +1,23 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 15:19:07 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T15:19:07.657Z | Moved cursor to at X=1155, Y=569 |
+|    2 | 2026-07-31T15:19:11.000Z | Left-clicked at X=1155, Y=569 |
+|    3 | 2026-07-31T15:19:17.418Z | Moved cursor to at X=1801, Y=60 |
+|    4 | 2026-07-31T15:19:20.864Z | Left-clicked at X=1801, Y=60 |
+|    5 | 2026-07-31T15:19:26.312Z | Moved cursor to at X=1486, Y=720 |
+|    6 | 2026-07-31T15:19:29.640Z | Left-clicked at X=1486, Y=720 |
+|    7 | 2026-07-31T15:19:38.999Z | Moved cursor to at X=166, Y=260 |
+|    8 | 2026-07-31T15:19:42.203Z | Left-clicked at X=166, Y=260 |
+|    9 | 2026-07-31T15:19:48.490Z | Moved cursor to at X=958, Y=645 |
+|   10 | 2026-07-31T15:19:51.703Z | Left-clicked at X=958, Y=645 |
+|   11 | 2026-07-31T15:19:58.944Z | Moved cursor to at X=958, Y=513 |
+|   12 | 2026-07-31T15:20:02.188Z | Left-clicked at X=958, Y=513 |
+|   13 | 2026-07-31T15:20:09.466Z | Moved cursor to at X=1287, Y=261 |
+|   14 | 2026-07-31T15:20:12.719Z | Left-clicked at X=1287, Y=261 |
+|   15 | 2026-07-31T15:20:17.992Z | Moved cursor to at X=1259, Y=399 |
+|   16 | 2026-07-31T15:20:21.234Z | Left-clicked at X=1259, Y=399 |
+|   17 | 2026-07-31T15:20:28.419Z | Pressed: Alt+F4 |
diff --git a/data/sessions/edge-search-engine/memory.md b/data/sessions/edge-search-engine/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..959500ab9bd8448095670adeeec972e3214271fe
--- /dev/null
+++ b/data/sessions/edge-search-engine/memory.md
@@ -0,0 +1,138 @@
+# Memory: edge-search-engine
+
+## Overview
+
+Change the browser's default address-bar search provider through its settings. Use this
+when searches typed into the address bar should go somewhere other than the shipped
+default. The route launches the browser, opens settings, reaches the address-bar and search
+pane, opens the provider list and selects the new one. The recorded trace switches the
+default provider to DuckDuckGo.
+
+## Prerequisites
+
+- A desktop environment with a web browser whose address-bar search provider is
+  configurable.
+- The provider decided in advance, and present in the browser's list. A provider that is
+  not offered has to be added before it can be selected, which is a different task.
+- An understanding that this changes only the address bar's default. Searches started from
+  a site, or from a separate search box, are unaffected.
+- An expectation that the setting is per profile, so it does not follow the user to
+  another profile or another machine.
+- Confirmation read by performing a search from the address bar afterwards, rather than
+  from the settings pane.
+
+## Steps
+
+### Step 1 — Move-cursor at (1155, 569)
+
+The task is to change Edge's default address-bar search engine to DuckDuckGo. Edge is already open on a new tab with the first-run panel `Use recommended browser settings` over it, and the toolbar is unreachable until that panel goes. Move the pointer onto `Set later`, its right-hand button — `Confirm` beside it would make Edge the default browser, a machine-wide change the task does not call for.
+
+![Step 1](vision/frames/step_0001_20260731_151907_at.webp)
+
+### Step 2 — Left-click at (1155, 569)
+
+Move the cursor and Left-click `Set later`. The panel disappears, leaving the ordinary new-tab page with the full toolbar exposed, which is the confirmation the click reached the button and not the page behind it.
+
+![Step 2](vision/frames/step_0002_20260731_151911_at.webp)
+
+### Step 3 — Move-cursor at (1801, 60)
+
+Move the pointer to the `⋯` button at the right end of the toolbar, between the profile avatar and the `Chat` button. The search-engine preference lives several levels inside Edge's Settings pages, and this button is the only entry to them from a new tab.
+
+![Step 3](vision/frames/step_0003_20260731_151917_at.webp)
+
+### Step 4 — Left-click at (1801, 60)
+
+Move the cursor and Left-click `⋯`. The `Settings and more` menu drops open with `New tab`, `Favorites`, `History`, `Delete browsing data`, `Print`, `More tools` and, in the lower group, `Settings`.
+
+![Step 4](vision/frames/step_0004_20260731_151920_at.webp)
+
+### Step 5 — Move-cursor at (1486, 720)
+
+Move the pointer to `Settings`, in the lower group of the open menu just above `Help and feedback`. Nothing higher in this menu exposes the address-bar engine, so the full Settings surface has to be opened.
+
+![Step 5](vision/frames/step_0005_20260731_151926_at.webp)
+
+### Step 6 — Left-click at (1486, 720)
+
+Move the cursor and Left-click `Settings`. Edge replaces the new tab with `edge://settings/profiles`, the Profiles page, whose left-hand rail lists the settings categories — the navigation surface the next three pairs of steps walk down.
+
+![Step 6](vision/frames/step_0006_20260731_151929_at.webp)
+
+### Step 7 — Move-cursor at (166, 260)
+
+Move the pointer to `Privacy, search, and services` in the left rail, third under `Profiles` and `Passwords and autofill`. Search settings live inside that category in this build; there is no category named for search on its own.
+
+![Step 7](vision/frames/step_0007_20260731_151938_at.webp)
+
+### Step 8 — Left-click at (166, 260)
+
+Move the cursor and Left-click `Privacy, search, and services`. The pane becomes `edge://settings/privacy` and lists `Tracking prevention`, `Clear browsing data`, `Privacy`, `Security`, `Cookies`, `Site permissions` and `Search and connected experiences`.
+
+![Step 8](vision/frames/step_0008_20260731_151942_at.webp)
+
+### Step 9 — Move-cursor at (958, 645)
+
+Move the pointer to `Search and connected experiences`, the last row of that list, captioned `Manage Edge search, connected experiences, and services`. It is the only row of the group that leads towards the address-bar engine.
+
+![Step 9](vision/frames/step_0009_20260731_151948_at.webp)
+
+### Step 10 — Left-click at (958, 645)
+
+Move the cursor and Left-click `Search and connected experiences`. The pane becomes `edge://settings/privacy/services`, a short list of web-service toggles with `Address bar and search` as its final, drill-down row.
+
+![Step 10](vision/frames/step_0010_20260731_151951_at.webp)
+
+### Step 11 — Move-cursor at (958, 513)
+
+Move the pointer to `Address bar and search`, that last row, captioned `Manage search suggestions and search engine used in the address bar`. The caption names the setting the task changes, so this is the correct row to open.
+
+![Step 11](vision/frames/step_0011_20260731_151958_at.webp)
+
+### Step 12 — Left-click at (958, 513)
+
+Move the cursor and Left-click `Address bar and search`. The pane becomes `edge://settings/privacy/services/search` and its first row is `Search engine used in the address bar`, with a dropdown on the right currently reading `Bing (Default)`.
+
+![Step 12](vision/frames/step_0012_20260731_152002_at.webp)
+
+### Step 13 — Move-cursor at (1287, 261)
+
+Move the pointer to that dropdown at the right of the `Search engine used in the address bar` row. It is a closed list rather than a text field, so the value cannot be typed — it has to be opened and picked from.
+
+![Step 13](vision/frames/step_0013_20260731_152009_at.webp)
+
+### Step 14 — Left-click at (1287, 261)
+
+Move the cursor and Left-click the dropdown. It opens listing `Bing (Default)` with a tick beside it, `Yahoo!`, `Google`, `DuckDuckGo` and `Yandex` — confirming both that the current engine is Bing and that DuckDuckGo is a stock entry needing no custom engine to be added.
+
+![Step 14](vision/frames/step_0014_20260731_152012_at.webp)
+
+### Step 15 — Move-cursor at (1259, 399)
+
+Move the pointer to `DuckDuckGo`, the fourth row of the open list, between `Google` and `Yandex`. That is the engine the task names.
+
+![Step 15](vision/frames/step_0015_20260731_152017_at.webp)
+
+### Step 16 — Left-click at (1259, 399)
+
+Move the cursor and Left-click `DuckDuckGo`. The list closes, the row now reads `DuckDuckGo (Default)`, and a further row appears beneath it — `Search on new tabs uses search box or address bar` set to `Search box (Recommended)` — which is only shown for a non-Bing engine. Both are self-reporting evidence that the setting took, not merely that the click was sent.
+
+![Step 16](vision/frames/step_0016_20260731_152021_at.webp)
+
+### Step 17 — Press: Alt+F4
+
+Press Alt+F4 to close the Edge window. The preference is written to the profile as the pick is made, so this ends the take rather than committing anything; the closing frame is the bare desktop. Edge leaves helper processes running for a while after the window goes, so the take deliberately does not assert that Edge is fully gone.
+
+![Step 17](vision/frames/step_0017_20260731_152028_at.webp)
+
+## Notes & Edge Cases
+
+1. When using a browser best known search engine does not matter. Normally when using a browser the default engine is set to google due to it's wide user base, but google's search engine boasts a large number of trackers and ads. So if user requests for a ads free environment when browsing or if search has too many ads consult user if they want to use any other preferred browser like brave browser, and so on if on Windows or Linux, but if the user is on macos then brave and safari are most secure options.
+2. This setting changes only the address bar's default engine. Searches started from a box on a website, or from a separate search field, are unaffected — so a user reporting that "search still uses the old engine" may be describing a different surface rather than a failed change.
+3. The preference is stored per browser profile. It does not follow the user to another profile on the same machine or to another machine, which makes "it did not stick" a plausible report from someone who signed in elsewhere.
+4. The setting is several levels deep and none of the categories on the way is named for search. The recorded route runs `Privacy, search, and services` → `Search and connected experiences` → `Address bar and search`; each step was identified by reading the caption under the row rather than by its title. When a settings tree has no obvious category, the captions are the index.
+5. The route named in a task description may not exist under that name in the running build. Read the menu that is actually open and match on meaning rather than on wording — and when the built-in shortcut lands in the same place in one click, prefer it and then verify where it landed.
+6. The engine is chosen from a closed list, not typed. An engine that is not in the list has to be added as a custom search provider first, which is a different task with a different failure mode — do not treat its absence as the list having failed to load.
+7. A new row appearing after the change is self-reporting evidence that the setting took. Here a further option appeared beneath the engine row, shown only for a non-default engine; that is a stronger confirmation than the dropdown's own label, which changes as soon as a row is picked whether or not anything was saved.
+8. The browser's first-run panel may offer to make it the system default browser. Dismiss it with the option that changes nothing — that is a machine-wide change belonging to the user, not a step in a search-engine task.
+9. The preference is written as the choice is made, so closing the window commits nothing extra. Closing is housekeeping here, and the browser may leave helper processes running for a while afterwards, so the window disappearing is not proof the application has fully exited.
diff --git a/data/sessions/edge-search-engine/metadata.json b/data/sessions/edge-search-engine/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9584a5164312f31f31d84d1b5af04a244d4749ce
--- /dev/null
+++ b/data/sessions/edge-search-engine/metadata.json
@@ -0,0 +1,259 @@
+{
+  "memory_name": "edge-search-engine",
+  "memory_description": "",
+  "session_id": "eb2bed66-b44d-4121-ac62-2c45c18ea304",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T15:18:58.380088291Z",
+  "completed_at": "2026-07-31T15:20:37.971150803Z",
+  "total_steps": 17,
+  "annotated_steps": 17,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T15:19:07.657Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_151907_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_151907_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_151907_after.webp",
+      "raw_command": "Moved cursor to at X=1155, Y=569",
+      "converted_command": "Move-cursor at (1155, 569)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T15:19:11.000Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_151911_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_151911_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_151911_after.webp",
+      "raw_command": "Left-clicked at X=1155, Y=569",
+      "converted_command": "Left-click at (1155, 569)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T15:19:17.418Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260731_151917_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_151917_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_151917_after.webp",
+      "raw_command": "Moved cursor to at X=1801, Y=60",
+      "converted_command": "Move-cursor at (1801, 60)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T15:19:20.864Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_151920_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_151920_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_151920_after.webp",
+      "raw_command": "Left-clicked at X=1801, Y=60",
+      "converted_command": "Left-click at (1801, 60)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T15:19:26.312Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0005_20260731_151926_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_151926_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_151926_after.webp",
+      "raw_command": "Moved cursor to at X=1486, Y=720",
+      "converted_command": "Move-cursor at (1486, 720)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T15:19:29.640Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260731_151929_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_151929_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_151929_after.webp",
+      "raw_command": "Left-clicked at X=1486, Y=720",
+      "converted_command": "Left-click at (1486, 720)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T15:19:38.999Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0007_20260731_151938_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260731_151938_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_151938_after.webp",
+      "raw_command": "Moved cursor to at X=166, Y=260",
+      "converted_command": "Move-cursor at (166, 260)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T15:19:42.203Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260731_151942_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260731_151942_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_151942_after.webp",
+      "raw_command": "Left-clicked at X=166, Y=260",
+      "converted_command": "Left-click at (166, 260)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T15:19:48.490Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0009_20260731_151948_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260731_151948_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_151948_after.webp",
+      "raw_command": "Moved cursor to at X=958, Y=645",
+      "converted_command": "Move-cursor at (958, 645)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T15:19:51.703Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260731_151951_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260731_151951_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_151951_after.webp",
+      "raw_command": "Left-clicked at X=958, Y=645",
+      "converted_command": "Left-click at (958, 645)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-31T15:19:58.944Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0011_20260731_151958_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260731_151958_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260731_151958_after.webp",
+      "raw_command": "Moved cursor to at X=958, Y=513",
+      "converted_command": "Move-cursor at (958, 513)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-31T15:20:02.188Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0012_20260731_152002_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260731_152002_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260731_152002_after.webp",
+      "raw_command": "Left-clicked at X=958, Y=513",
+      "converted_command": "Left-click at (958, 513)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-31T15:20:09.466Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0013_20260731_152009_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0013_20260731_152009_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260731_152009_after.webp",
+      "raw_command": "Moved cursor to at X=1287, Y=261",
+      "converted_command": "Move-cursor at (1287, 261)"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-31T15:20:12.719Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0014_20260731_152012_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0014_20260731_152012_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260731_152012_after.webp",
+      "raw_command": "Left-clicked at X=1287, Y=261",
+      "converted_command": "Left-click at (1287, 261)"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-31T15:20:17.992Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0015_20260731_152017_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0015_20260731_152017_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260731_152017_after.webp",
+      "raw_command": "Moved cursor to at X=1259, Y=399",
+      "converted_command": "Move-cursor at (1259, 399)"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-07-31T15:20:21.234Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0016_20260731_152021_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0016_20260731_152021_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260731_152021_after.webp",
+      "raw_command": "Left-clicked at X=1259, Y=399",
+      "converted_command": "Left-click at (1259, 399)"
+    },
+    {
+      "step_id": 17,
+      "timestamp": "2026-07-31T15:20:28.419Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0017_20260731_152028_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0017_20260731_152028_before.webp",
+      "after_image_path": "vision/frames/step_0017_20260731_152028_after.webp",
+      "raw_command": "Pressed: Alt+F4",
+      "converted_command": "Press: Alt+F4"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/edge-search-engine/reasoning/reasoning.jsonl b/data/sessions/edge-search-engine/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..caeede203d61c654b79cdf1639a40a52b32a680d
--- /dev/null
+++ b/data/sessions/edge-search-engine/reasoning/reasoning.jsonl
@@ -0,0 +1,17 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T15:19:07.657Z", "timestamp_annotated": "2026-08-19T14:18:26.109109+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1155, Y=569", "converted_command": "Move-cursor at (1155, 569)", "image_path": "vision/frames/step_0001_20260731_151907_at.webp", "reasoning": "The task is to change Edge's default address-bar search engine to DuckDuckGo. Edge is already open on a new tab with the first-run panel `Use recommended browser settings` over it, and the toolbar is unreachable until that panel goes. Move the pointer onto `Set later`, its right-hand button — `Confirm` beside it would make Edge the default browser, a machine-wide change the task does not call for.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T15:19:11.000Z", "timestamp_annotated": "2026-08-19T14:18:26.109485+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1155, Y=569", "converted_command": "Left-click at (1155, 569)", "image_path": "vision/frames/step_0002_20260731_151911_at.webp", "reasoning": "Move the cursor and Left-click `Set later`. The panel disappears, leaving the ordinary new-tab page with the full toolbar exposed, which is the confirmation the click reached the button and not the page behind it.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T15:19:17.418Z", "timestamp_annotated": "2026-08-19T14:18:26.109867+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1801, Y=60", "converted_command": "Move-cursor at (1801, 60)", "image_path": "vision/frames/step_0003_20260731_151917_at.webp", "reasoning": "Move the pointer to the `⋯` button at the right end of the toolbar, between the profile avatar and the `Chat` button. The search-engine preference lives several levels inside Edge's Settings pages, and this button is the only entry to them from a new tab.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T15:19:20.864Z", "timestamp_annotated": "2026-08-19T14:18:26.110238+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1801, Y=60", "converted_command": "Left-click at (1801, 60)", "image_path": "vision/frames/step_0004_20260731_151920_at.webp", "reasoning": "Move the cursor and Left-click `⋯`. The `Settings and more` menu drops open with `New tab`, `Favorites`, `History`, `Delete browsing data`, `Print`, `More tools` and, in the lower group, `Settings`.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T15:19:26.312Z", "timestamp_annotated": "2026-08-19T14:18:26.110700+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1486, Y=720", "converted_command": "Move-cursor at (1486, 720)", "image_path": "vision/frames/step_0005_20260731_151926_at.webp", "reasoning": "Move the pointer to `Settings`, in the lower group of the open menu just above `Help and feedback`. Nothing higher in this menu exposes the address-bar engine, so the full Settings surface has to be opened.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T15:19:29.640Z", "timestamp_annotated": "2026-08-19T14:18:26.111062+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1486, Y=720", "converted_command": "Left-click at (1486, 720)", "image_path": "vision/frames/step_0006_20260731_151929_at.webp", "reasoning": "Move the cursor and Left-click `Settings`. Edge replaces the new tab with `edge://settings/profiles`, the Profiles page, whose left-hand rail lists the settings categories — the navigation surface the next three pairs of steps walk down.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T15:19:38.999Z", "timestamp_annotated": "2026-08-19T14:18:26.111437+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=166, Y=260", "converted_command": "Move-cursor at (166, 260)", "image_path": "vision/frames/step_0007_20260731_151938_at.webp", "reasoning": "Move the pointer to `Privacy, search, and services` in the left rail, third under `Profiles` and `Passwords and autofill`. Search settings live inside that category in this build; there is no category named for search on its own.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T15:19:42.203Z", "timestamp_annotated": "2026-08-19T14:18:26.111882+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=166, Y=260", "converted_command": "Left-click at (166, 260)", "image_path": "vision/frames/step_0008_20260731_151942_at.webp", "reasoning": "Move the cursor and Left-click `Privacy, search, and services`. The pane becomes `edge://settings/privacy` and lists `Tracking prevention`, `Clear browsing data`, `Privacy`, `Security`, `Cookies`, `Site permissions` and `Search and connected experiences`.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T15:19:48.490Z", "timestamp_annotated": "2026-08-19T14:18:26.112293+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=958, Y=645", "converted_command": "Move-cursor at (958, 645)", "image_path": "vision/frames/step_0009_20260731_151948_at.webp", "reasoning": "Move the pointer to `Search and connected experiences`, the last row of that list, captioned `Manage Edge search, connected experiences, and services`. It is the only row of the group that leads towards the address-bar engine.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T15:19:51.703Z", "timestamp_annotated": "2026-08-19T14:18:26.112758+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=958, Y=645", "converted_command": "Left-click at (958, 645)", "image_path": "vision/frames/step_0010_20260731_151951_at.webp", "reasoning": "Move the cursor and Left-click `Search and connected experiences`. The pane becomes `edge://settings/privacy/services`, a short list of web-service toggles with `Address bar and search` as its final, drill-down row.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-31T15:19:58.944Z", "timestamp_annotated": "2026-08-19T14:18:26.113253+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=958, Y=513", "converted_command": "Move-cursor at (958, 513)", "image_path": "vision/frames/step_0011_20260731_151958_at.webp", "reasoning": "Move the pointer to `Address bar and search`, that last row, captioned `Manage search suggestions and search engine used in the address bar`. The caption names the setting the task changes, so this is the correct row to open.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-31T15:20:02.188Z", "timestamp_annotated": "2026-08-19T14:18:26.113967+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=958, Y=513", "converted_command": "Left-click at (958, 513)", "image_path": "vision/frames/step_0012_20260731_152002_at.webp", "reasoning": "Move the cursor and Left-click `Address bar and search`. The pane becomes `edge://settings/privacy/services/search` and its first row is `Search engine used in the address bar`, with a dropdown on the right currently reading `Bing (Default)`.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-31T15:20:09.466Z", "timestamp_annotated": "2026-08-19T14:18:26.114703+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1287, Y=261", "converted_command": "Move-cursor at (1287, 261)", "image_path": "vision/frames/step_0013_20260731_152009_at.webp", "reasoning": "Move the pointer to that dropdown at the right of the `Search engine used in the address bar` row. It is a closed list rather than a text field, so the value cannot be typed — it has to be opened and picked from.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-31T15:20:12.719Z", "timestamp_annotated": "2026-08-19T14:18:26.115313+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1287, Y=261", "converted_command": "Left-click at (1287, 261)", "image_path": "vision/frames/step_0014_20260731_152012_at.webp", "reasoning": "Move the cursor and Left-click the dropdown. It opens listing `Bing (Default)` with a tick beside it, `Yahoo!`, `Google`, `DuckDuckGo` and `Yandex` — confirming both that the current engine is Bing and that DuckDuckGo is a stock entry needing no custom engine to be added.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-31T15:20:17.992Z", "timestamp_annotated": "2026-08-19T14:18:26.115897+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1259, Y=399", "converted_command": "Move-cursor at (1259, 399)", "image_path": "vision/frames/step_0015_20260731_152017_at.webp", "reasoning": "Move the pointer to `DuckDuckGo`, the fourth row of the open list, between `Google` and `Yandex`. That is the engine the task names.", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-07-31T15:20:21.234Z", "timestamp_annotated": "2026-08-19T14:18:26.116466+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1259, Y=399", "converted_command": "Left-click at (1259, 399)", "image_path": "vision/frames/step_0016_20260731_152021_at.webp", "reasoning": "Move the cursor and Left-click `DuckDuckGo`. The list closes, the row now reads `DuckDuckGo (Default)`, and a further row appears beneath it — `Search on new tabs uses search box or address bar` set to `Search box (Recommended)` — which is only shown for a non-Bing engine. Both are self-reporting evidence that the setting took, not merely that the click was sent.", "skipped": false}
+{"step_id": 17, "timestamp_action": "2026-07-31T15:20:28.419Z", "timestamp_annotated": "2026-08-19T14:18:26.117077+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+F4", "converted_command": "Press: Alt+F4", "image_path": "vision/frames/step_0017_20260731_152028_at.webp", "reasoning": "Press Alt+F4 to close the Edge window. The preference is written to the profile as the pick is made, so this ends the take rather than committing anything; the closing frame is the bare desktop. Edge leaves helper processes running for a while after the window goes, so the take deliberately does not assert that Edge is fully gone.", "skipped": false}
diff --git a/data/sessions/edge-search-engine/sync_log.json b/data/sessions/edge-search-engine/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..eda7429b4a58c4a27e4586f80b673b79f5517f24
--- /dev/null
+++ b/data/sessions/edge-search-engine/sync_log.json
@@ -0,0 +1,397 @@
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+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+V",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:42:19.162Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-copy-to-folder-2/commands/cc_commands.json b/data/sessions/explorer-copy-to-folder-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd4e1cb9a385a674c3571ffb2c05206cb2c461d3
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-2/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "250 386 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Ctrl+C}",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "212 133 double",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Ctrl+V}",
+    "os": "WINDOWS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-copy-to-folder-2/commands/converted_input.md b/data/sessions/explorer-copy-to-folder-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..a116c170874794bca8ae3dae72f1b1d9497bd173
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-2/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:42:04 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:42:04.622Z | Left-click at (250, 386) |
+|    2 | 2026-07-31T12:42:08.784Z | Press: Ctrl+C |
+|    3 | 2026-07-31T12:42:13.013Z | Double-click at (212, 133) |
+|    4 | 2026-07-31T12:42:19.162Z | Press: Ctrl+V |
diff --git a/data/sessions/explorer-copy-to-folder-2/commands/raw_input.md b/data/sessions/explorer-copy-to-folder-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e4d124ae90eb08829feaef0e8f193433748340ec
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-2/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:42:04 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:42:04.622Z | Left-clicked at X=250, Y=386 |
+|    2 | 2026-07-31T12:42:08.784Z | Pressed: Ctrl+C |
+|    3 | 2026-07-31T12:42:13.013Z | Double-clicked at X=212, Y=133 |
+|    4 | 2026-07-31T12:42:19.162Z | Pressed: Ctrl+V |
diff --git a/data/sessions/explorer-copy-to-folder-2/memory.md b/data/sessions/explorer-copy-to-folder-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..7cb7a5019213ccbb658b3a219ee49dbd13340734
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-2/memory.md
@@ -0,0 +1,57 @@
+# Memory: explorer-copy-to-folder-2
+
+## Overview
+
+Copy a file into a subfolder using the keyboard: select the file, copy, open the
+destination and paste. Use this when a file has to be placed into another folder and a copy
+— not a move — is wanted. The original stays where it is. The recorded trace copies
+`report.pdf` into `dest\`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to copy and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to the destination folder, and read access to the file.
+- Enough free space at the destination for a second copy.
+- Clarity that the result is a copy, not a move. The original must still be in place when
+  the task finishes; a route that leaves the source folder empty has done a different job.
+- No file of the same name already in the destination. Both routes overwrite — the shell
+  without asking, the file manager after a confirmation that is easy to accept
+  reflexively.
+
+## Steps
+
+### Step 1 — Left-click at (250, 386)
+
+The task is to copy a file into a subfolder while leaving the original in place, using the keyboard only, so the file has to be selected first. Move the cursor and Left-click the `report.pdf` row to select the file that is to be copied.
+
+![Step 1](vision/frames/step_0001_20260731_124204_at.webp)
+
+### Step 2 — Press: Ctrl+C
+
+Press Ctrl+C to put the file on the clipboard. This is the copy half of the operation; where it lands is decided by which folder is open when the paste happens.
+
+![Step 2](vision/frames/step_0002_20260731_124208_at.webp)
+
+### Step 3 — Double-click at (212, 133)
+
+Move the cursor and Double-click the `dest` folder, the first row in the list, to open it. A single click would only select the folder, and pasting acts on the folder the window is showing rather than the one that happens to be highlighted — so the window has to move inside `dest` before the file can land there.
+
+![Step 3](vision/frames/step_0003_20260731_124213_at.webp)
+
+### Step 4 — Press: Ctrl+V
+
+Press Ctrl+V to paste the file into `dest`. Because the file was copied rather than cut, the original stays in `corpus-seed` and a second copy now exists here — which is what makes this the copy task rather than the move task.
+
+![Step 4](vision/frames/step_0004_20260731_124219_at.webp)
+
+## Notes & Edge Cases
+
+1. The copy keystroke places a reference on the clipboard; nothing exists at the destination until the paste. The two keystrokes are one operation split in half, and the half-done state has nothing to show for it.
+2. The paste goes into the window that has focus at the time, not into the file that was selected. Opening the destination between the two keystrokes is what puts the copy in the right place — if that step fails, the paste lands back beside the original and looks like success.
+3. The double-click has to land on a folder. On a file it opens the file in an application instead, focus moves to that application, and the paste then goes somewhere entirely unintended.
+4. The clipboard is shared with every other running application. A copy performed in between by anything at all substitutes a different file silently.
+5. Copy and move differ by one keystroke and produce identical destinations. Confirm the original is still in its folder rather than reading the destination alone.
+6. Nothing is reported when this works — no dialog, no progress, no prompt. Confirm from the destination folder's contents.
+7. Shortcuts fire against whatever window has focus. With focus elsewhere the same keys do something else entirely, and nothing indicates the keystroke went astray.
diff --git a/data/sessions/explorer-copy-to-folder-2/metadata.json b/data/sessions/explorer-copy-to-folder-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..89dbf84de90bde9dac4efe044b2d77e208c0ea2e
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-2/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "explorer-copy-to-folder-2",
+  "memory_description": "",
+  "session_id": "2c7592f3-2eca-4163-8d6c-57396e77b4e5",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:41:55.336551776Z",
+  "completed_at": "2026-07-31T12:42:24.239377034Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:42:04.622Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_124204_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_124204_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_124204_after.webp",
+      "raw_command": "Left-clicked at X=250, Y=386",
+      "converted_command": "Left-click at (250, 386)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:42:08.784Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260731_124208_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_124208_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_124208_after.webp",
+      "raw_command": "Pressed: Ctrl+C",
+      "converted_command": "Press: Ctrl+C"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:42:13.013Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0003_20260731_124213_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_124213_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_124213_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=133",
+      "converted_command": "Double-click at (212, 133)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:42:19.162Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260731_124219_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_124219_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_124219_after.webp",
+      "raw_command": "Pressed: Ctrl+V",
+      "converted_command": "Press: Ctrl+V"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-copy-to-folder-2/reasoning/reasoning.jsonl b/data/sessions/explorer-copy-to-folder-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3d66612bc364e4cd8fd1e42327b4d820660ef8ba
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-2/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:42:04.622Z", "timestamp_annotated": "2026-08-19T14:18:26.166023+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=250, Y=386", "converted_command": "Left-click at (250, 386)", "image_path": "vision/frames/step_0001_20260731_124204_at.webp", "reasoning": "The task is to copy a file into a subfolder while leaving the original in place, using the keyboard only, so the file has to be selected first. Move the cursor and Left-click the `report.pdf` row to select the file that is to be copied.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:42:08.784Z", "timestamp_annotated": "2026-08-19T14:18:26.166350+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+C", "converted_command": "Press: Ctrl+C", "image_path": "vision/frames/step_0002_20260731_124208_at.webp", "reasoning": "Press Ctrl+C to put the file on the clipboard. This is the copy half of the operation; where it lands is decided by which folder is open when the paste happens.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:42:13.013Z", "timestamp_annotated": "2026-08-19T14:18:26.166684+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=133", "converted_command": "Double-click at (212, 133)", "image_path": "vision/frames/step_0003_20260731_124213_at.webp", "reasoning": "Move the cursor and Double-click the `dest` folder, the first row in the list, to open it. A single click would only select the folder, and pasting acts on the folder the window is showing rather than the one that happens to be highlighted — so the window has to move inside `dest` before the file can land there.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:42:19.162Z", "timestamp_annotated": "2026-08-19T14:18:26.167017+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+V", "converted_command": "Press: Ctrl+V", "image_path": "vision/frames/step_0004_20260731_124219_at.webp", "reasoning": "Press Ctrl+V to paste the file into `dest`. Because the file was copied rather than cut, the original stays in `corpus-seed` and a second copy now exists here — which is what makes this the copy task rather than the move task.", "skipped": false}
diff --git a/data/sessions/explorer-copy-to-folder-2/sync_log.json b/data/sessions/explorer-copy-to-folder-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b67ff7137e0b549c15075c14d76fbea8b2f19d4
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-2/sync_log.json
@@ -0,0 +1,124 @@
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+      "last_error": null
+    },
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+}
\ No newline at end of file
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/data/sessions/explorer-copy-to-folder-3/commands/actuation_commands.json b/data/sessions/explorer-copy-to-folder-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..4229c48dd9a3b04068a002229bf663eef544af13
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-3/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 92,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:43:10.670Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:43:20.765Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:43:25.120Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:43:31.348Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:43:34.588Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-copy-to-folder-3/commands/cc_commands.json b/data/sessions/explorer-copy-to-folder-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf1c9a3a1d435d835638e842e11510485a8e391d
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-3/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-copy-to-folder-3/commands/converted_input.md b/data/sessions/explorer-copy-to-folder-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..4f93d9a874b43f77f9bbe47fa3a345a1ef657264
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-3/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:43:10 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:43:10.670Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T12:43:20.765Z | Type: Copy-Item $env:USERPROFILE\corpus-seed\report.pdf $env:USERPROFILE\corpus-seed\dest\ |
+|    3 | 2026-07-31T12:43:25.120Z | Press: Enter |
+|    4 | 2026-07-31T12:43:31.348Z | Type: exit |
+|    5 | 2026-07-31T12:43:34.588Z | Press: Enter |
diff --git a/data/sessions/explorer-copy-to-folder-3/commands/raw_input.md b/data/sessions/explorer-copy-to-folder-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..1b4b209e2cb615695f93160799774c65ae6df44a
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-3/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:43:10 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:43:10.670Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T12:43:20.765Z | Typed: Copy-Item $env:USERPROFILE\corpus-seed\report.pdf $env:USERPROFILE\corpus-seed\dest\ |
+|    3 | 2026-07-31T12:43:25.120Z | Pressed: Return |
+|    4 | 2026-07-31T12:43:31.348Z | Typed: exit |
+|    5 | 2026-07-31T12:43:34.588Z | Pressed: Return |
diff --git a/data/sessions/explorer-copy-to-folder-3/memory.md b/data/sessions/explorer-copy-to-folder-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..58cd206401b0dc5aaef97e88196b3220d465ef6d
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-3/memory.md
@@ -0,0 +1,63 @@
+# Memory: explorer-copy-to-folder-3
+
+## Overview
+
+Copy a file into a subfolder from a shell. Use this as the terminal route to the same end
+state as the file-manager copy: one command names the source and the destination folder,
+the original is left in place, and no window or selection is involved. The recorded trace
+opens a shell, copies `report.pdf` into `dest\`, and closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to copy and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to the destination folder, and read access to the file.
+- Enough free space at the destination for a second copy.
+- Clarity that the result is a copy, not a move. The original must still be in place when
+  the task finishes; a route that leaves the source folder empty has done a different job.
+- No file of the same name already in the destination. Both routes overwrite — the shell
+  without asking, the file manager after a confirmation that is easy to accept
+  reflexively.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to copy a file into a subfolder while leaving the original in place, which is a single copy command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_124310_at.webp)
+
+### Step 2 — Type: Copy-Item $env:USERPROFILE\corpus-seed\report.pdf $env:USERPROFILE\corpus-seed\dest\
+
+Type a `Copy-Item` command naming the source file and the destination folder. `Copy-Item` leaves the source in place, which is the whole difference between this task and the move task. The destination ends in a backslash, naming a directory rather than a new filename, so the file keeps its own name inside `dest`.
+
+![Step 2](vision/frames/step_0002_20260731_124320_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to run the copy.
+
+![Step 3](vision/frames/step_0003_20260731_124325_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_124331_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_124334_at.webp)
+
+## Notes & Edge Cases
+
+1. The trailing separator on the destination is the safety feature. With it the command expects a directory; without it, a destination that does not exist is treated as a filename and the file is copied to a file of that name instead of into a folder — a failure that reports nothing and looks nothing like what was asked for.
+2. The copy overwrites a same-named file at the destination without asking. Check first, or use the option that refuses to replace.
+3. The command copies a file, not a directory. Copying a folder needs the recursive option, and the trailing separator then changes what the result ends up nested inside — worth testing on something disposable first.
+4. The original is untouched, which is the whole distinction from a move. The command that moves is one word different and produces an identical-looking destination, so confirm the source still exists.
+5. Absolute paths built from the environment variable keep the command independent of the shell's current directory, which is unknown in a freshly opened window and is exactly where this kind of command gets typed.
+6. The environment variable is expanded by the shell, so the same string handed to something that is not a shell leaves the literal text unresolved.
+7. The prompt returning is not confirmation that the file arrived. Check the destination before treating the task as done.
diff --git a/data/sessions/explorer-copy-to-folder-3/metadata.json b/data/sessions/explorer-copy-to-folder-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..40427109764a1a274d04535826be4b63dae5ee42
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-3/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-copy-to-folder-3",
+  "memory_description": "",
+  "session_id": "45224bfc-ac30-4484-bd10-c8a4d7eae703",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:43:01.460864647Z",
+  "completed_at": "2026-07-31T12:43:39.693086418Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:43:10.670Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_124310_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_124310_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_124310_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:43:20.765Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_124320_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_124320_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_124320_after.webp",
+      "raw_command": "Typed: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\",
+      "converted_command": "Type: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:43:25.120Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_124325_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_124325_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_124325_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:43:31.348Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_124331_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_124331_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_124331_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:43:34.588Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_124334_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_124334_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_124334_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
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diff --git a/data/sessions/explorer-copy-to-folder-3/reasoning/reasoning.jsonl b/data/sessions/explorer-copy-to-folder-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..97493c234f2cc77b6d950ff64dab560746c46b07
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+++ b/data/sessions/explorer-copy-to-folder-3/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:43:10.670Z", "timestamp_annotated": "2026-08-19T14:18:26.170688+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_124310_at.webp", "reasoning": "The task is to copy a file into a subfolder while leaving the original in place, which is a single copy command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:43:20.765Z", "timestamp_annotated": "2026-08-19T14:18:26.171008+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\", "converted_command": "Type: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\", "image_path": "vision/frames/step_0002_20260731_124320_at.webp", "reasoning": "Type a `Copy-Item` command naming the source file and the destination folder. `Copy-Item` leaves the source in place, which is the whole difference between this task and the move task. The destination ends in a backslash, naming a directory rather than a new filename, so the file keeps its own name inside `dest`.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:43:25.120Z", "timestamp_annotated": "2026-08-19T14:18:26.171392+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_124325_at.webp", "reasoning": "After typing the command Press Enter to run the copy.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:43:31.348Z", "timestamp_annotated": "2026-08-19T14:18:26.171785+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_124331_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:43:34.588Z", "timestamp_annotated": "2026-08-19T14:18:26.172119+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_124334_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
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index 0000000000000000000000000000000000000000..a982cd35a00ab9a4d68bc205fe6a87f7962222c1
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder-3/vision/frames/step_0005_20260731_124334_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a766f830fc3dba692d19e500935eebe7c65d892d683e993af1f87e24e4f4de5
+size 531982
diff --git a/data/sessions/explorer-copy-to-folder/commands/actuation_commands.json b/data/sessions/explorer-copy-to-folder/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d94dd607c98bcca9bba7e79826fdee7fc306442
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder/commands/actuation_commands.json
@@ -0,0 +1,135 @@
+[
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 87,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 386,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=250, Y=386",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:40:34.058Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 91,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 298,
+    "mouse_y": 642,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=298, Y=642",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:40:39.745Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 32,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 298,
+    "mouse_y": 642,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=298, Y=642",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:40:43.308Z"
+  },
+  {
+    "action_subtype": "double",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 95,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 212,
+    "mouse_y": 133,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Double-clicked at X=212, Y=133",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:40:47.604Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 900,
+    "mouse_y": 600,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=900, Y=600",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:40:53.856Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 99,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 948,
+    "mouse_y": 739,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=948, Y=739",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:40:59.090Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 36,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 948,
+    "mouse_y": 739,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=948, Y=739",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:41:02.261Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-copy-to-folder/commands/cc_commands.json b/data/sessions/explorer-copy-to-folder/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..e41bdd5d0c8e28ec826870523f91e6bed71d453b
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder/commands/cc_commands.json
@@ -0,0 +1,37 @@
+[
+  {
+    "command": "250 386 right",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "298 642 move",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "298 642 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "212 133 double",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "900 600 right",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "948 739 move",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "948 739 left",
+    "os": "WINDOWS",
+    "step_id": 7
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-copy-to-folder/commands/converted_input.md b/data/sessions/explorer-copy-to-folder/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..54453bad35b35920d4f4420bc55cb151bf17bcbb
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder/commands/converted_input.md
@@ -0,0 +1,13 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:40:34 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:40:34.058Z | Right-click at (250, 386) |
+|    2 | 2026-07-31T12:40:39.745Z | Move-cursor at (298, 642) |
+|    3 | 2026-07-31T12:40:43.308Z | Left-click at (298, 642) |
+|    4 | 2026-07-31T12:40:47.604Z | Double-click at (212, 133) |
+|    5 | 2026-07-31T12:40:53.856Z | Right-click at (900, 600) |
+|    6 | 2026-07-31T12:40:59.090Z | Move-cursor at (948, 739) |
+|    7 | 2026-07-31T12:41:02.261Z | Left-click at (948, 739) |
diff --git a/data/sessions/explorer-copy-to-folder/commands/raw_input.md b/data/sessions/explorer-copy-to-folder/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..11c66f7771b72529b9c45b639541437fa4ad236f
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder/commands/raw_input.md
@@ -0,0 +1,13 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:40:34 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:40:34.058Z | Right-clicked at X=250, Y=386 |
+|    2 | 2026-07-31T12:40:39.745Z | Moved cursor to at X=298, Y=642 |
+|    3 | 2026-07-31T12:40:43.308Z | Left-clicked at X=298, Y=642 |
+|    4 | 2026-07-31T12:40:47.604Z | Double-clicked at X=212, Y=133 |
+|    5 | 2026-07-31T12:40:53.856Z | Right-clicked at X=900, Y=600 |
+|    6 | 2026-07-31T12:40:59.090Z | Moved cursor to at X=948, Y=739 |
+|    7 | 2026-07-31T12:41:02.261Z | Left-clicked at X=948, Y=739 |
diff --git a/data/sessions/explorer-copy-to-folder/memory.md b/data/sessions/explorer-copy-to-folder/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..cdfa38a11e51f501a0233509a62608374b6bd99e
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder/memory.md
@@ -0,0 +1,76 @@
+# Memory: explorer-copy-to-folder
+
+## Overview
+
+Copy a file into a subfolder through the file manager's context menu, leaving the original
+in place. Use this when a file has to be placed into another folder by pointing and a copy
+— not a move — is what is wanted. The route copies the file from its context menu, opens
+the destination folder, and pastes into empty space inside it. The recorded trace leaves
+`report.pdf` in both the destination and the source folder.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to copy and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to the destination folder, and read access to the file.
+- Enough free space at the destination for a second copy.
+- Clarity that the result is a copy, not a move. The original must still be in place when
+  the task finishes; a route that leaves the source folder empty has done a different job.
+- No file of the same name already in the destination. Both routes overwrite — the shell
+  without asking, the file manager after a confirmation that is easy to accept
+  reflexively.
+
+## Steps
+
+### Step 1 — Right-click at (250, 386)
+
+The task is to place a copy of `report.pdf` in another folder while leaving the original where it is. Move the cursor and Right-click **`report.pdf`** in `corpus-seed` to select it and open its context menu.
+
+![Step 1](vision/frames/step_0001_20260731_124034_at.webp)
+
+### Step 2 — Move-cursor at (298, 642)
+
+Move the cursor onto the **`Copy`** row first. Hovering before clicking is what makes the click land reliably here, and it leaves the target visibly highlighted in the next frame.
+
+![Step 2](vision/frames/step_0002_20260731_124039_at.webp)
+
+### Step 3 — Left-click at (298, 642)
+
+Move the cursor and Left-click **`Copy`**. The distinction from `Cut` 21 px above is the whole task: `Copy` leaves the original in `corpus-seed`, which is what "copy into" requires, whereas `Cut` would remove it.
+
+![Step 3](vision/frames/step_0003_20260731_124043_at.webp)
+
+### Step 4 — Double-click at (212, 133)
+
+Move the cursor and Double-click **`dest`** to open the destination folder. It is the top row of the listing — folders sort above files and `dest` is first alphabetically among them.
+
+![Step 4](vision/frames/step_0004_20260731_124047_at.webp)
+
+### Step 5 — Right-click at (900, 600)
+
+`dest\` is empty, so there is nothing to right-click on. Move the cursor and Right-click blank space in the file pane to open the folder's own context menu, which is where `Paste` lives.
+
+![Step 5](vision/frames/step_0005_20260731_124053_at.webp)
+
+### Step 6 — Move-cursor at (948, 739)
+
+Move the cursor onto the **`Paste`** row before clicking.
+
+![Step 6](vision/frames/step_0006_20260731_124059_at.webp)
+
+### Step 7 — Left-click at (948, 739)
+
+Move the cursor and Left-click **`Paste`**. It is black rather than dimmed, confirming the clipboard still holds the file. `report.pdf` now exists in both `corpus-seed` and `corpus-seed\dest\`, which is the end state a copy should leave.
+
+![Step 7](vision/frames/step_0007_20260731_124102_at.webp)
+
+## Notes & Edge Cases
+
+1. Copying a file puts a reference on the clipboard rather than the bytes, so nothing exists at the destination until the paste. An interruption between the two halves leaves nothing behind.
+2. The first right-click is on the file and the second on empty space inside the destination. Each menu holds only half of what the task needs, so what is under the pointer decides whether the wanted entry exists at all.
+3. The paste lands in whatever folder the window is showing, not in whatever is selected. Opening the destination is therefore the step that decides the outcome — if it silently failed, the copy lands beside the original and looks like success.
+4. Verify the original is still in place. Copy and move produce identical-looking destinations, and only the source folder distinguishes them.
+5. A dimmed paste entry means the clipboard is empty and the first half did not land. It is a report, not a rendering quirk.
+6. The clipboard is shared with every other running application, so anything that copies between the two halves substitutes a different file with no error.
+7. Move to the target and click as separate actions, and prefer the keyboard equivalents of both halves when the selection is already correct.
diff --git a/data/sessions/explorer-copy-to-folder/metadata.json b/data/sessions/explorer-copy-to-folder/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f22f75ac6f038d6114b3bf9c05ddc59dd33496a
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder/metadata.json
@@ -0,0 +1,129 @@
+{
+  "memory_name": "explorer-copy-to-folder",
+  "memory_description": "",
+  "session_id": "35309058-6147-47fb-9962-983e121acd8a",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:40:24.913803622Z",
+  "completed_at": "2026-07-31T12:41:06.418710771Z",
+  "total_steps": 7,
+  "annotated_steps": 7,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:40:34.058Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260731_124034_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_124034_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_124034_after.webp",
+      "raw_command": "Right-clicked at X=250, Y=386",
+      "converted_command": "Right-click at (250, 386)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:40:39.745Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0002_20260731_124039_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_124039_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_124039_after.webp",
+      "raw_command": "Moved cursor to at X=298, Y=642",
+      "converted_command": "Move-cursor at (298, 642)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:40:43.308Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_124043_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_124043_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_124043_after.webp",
+      "raw_command": "Left-clicked at X=298, Y=642",
+      "converted_command": "Left-click at (298, 642)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:40:47.604Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0004_20260731_124047_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_124047_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_124047_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=133",
+      "converted_command": "Double-click at (212, 133)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:40:53.856Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0005_20260731_124053_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_124053_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_124053_after.webp",
+      "raw_command": "Right-clicked at X=900, Y=600",
+      "converted_command": "Right-click at (900, 600)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T12:40:59.090Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0006_20260731_124059_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_124059_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_124059_after.webp",
+      "raw_command": "Moved cursor to at X=948, Y=739",
+      "converted_command": "Move-cursor at (948, 739)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T12:41:02.261Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260731_124102_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260731_124102_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_124102_after.webp",
+      "raw_command": "Left-clicked at X=948, Y=739",
+      "converted_command": "Left-click at (948, 739)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-copy-to-folder/reasoning/reasoning.jsonl b/data/sessions/explorer-copy-to-folder/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..65bf345f503e5daefb4d6f360b7a871d36c36672
--- /dev/null
+++ b/data/sessions/explorer-copy-to-folder/reasoning/reasoning.jsonl
@@ -0,0 +1,7 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:40:34.058Z", "timestamp_annotated": "2026-08-19T14:18:25.974504+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=250, Y=386", "converted_command": "Right-click at (250, 386)", "image_path": "vision/frames/step_0001_20260731_124034_at.webp", "reasoning": "The task is to place a copy of `report.pdf` in another folder while leaving the original where it is. Move the cursor and Right-click **`report.pdf`** in `corpus-seed` to select it and open its context menu.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:40:39.745Z", "timestamp_annotated": "2026-08-19T14:18:25.974832+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=298, Y=642", "converted_command": "Move-cursor at (298, 642)", "image_path": "vision/frames/step_0002_20260731_124039_at.webp", "reasoning": "Move the cursor onto the **`Copy`** row first. Hovering before clicking is what makes the click land reliably here, and it leaves the target visibly highlighted in the next frame.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:40:43.308Z", "timestamp_annotated": "2026-08-19T14:18:25.975183+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=298, Y=642", "converted_command": "Left-click at (298, 642)", "image_path": "vision/frames/step_0003_20260731_124043_at.webp", "reasoning": "Move the cursor and Left-click **`Copy`**. The distinction from `Cut` 21 px above is the whole task: `Copy` leaves the original in `corpus-seed`, which is what \"copy into\" requires, whereas `Cut` would remove it.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:40:47.604Z", "timestamp_annotated": "2026-08-19T14:18:25.975602+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=133", "converted_command": "Double-click at (212, 133)", "image_path": "vision/frames/step_0004_20260731_124047_at.webp", "reasoning": "Move the cursor and Double-click **`dest`** to open the destination folder. It is the top row of the listing — folders sort above files and `dest` is first alphabetically among them.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:40:53.856Z", "timestamp_annotated": "2026-08-19T14:18:25.975986+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=900, Y=600", "converted_command": "Right-click at (900, 600)", "image_path": "vision/frames/step_0005_20260731_124053_at.webp", "reasoning": "`dest\\` is empty, so there is nothing to right-click on. Move the cursor and Right-click blank space in the file pane to open the folder's own context menu, which is where `Paste` lives.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T12:40:59.090Z", "timestamp_annotated": "2026-08-19T14:18:25.976380+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=948, Y=739", "converted_command": "Move-cursor at (948, 739)", "image_path": "vision/frames/step_0006_20260731_124059_at.webp", "reasoning": "Move the cursor onto the **`Paste`** row before clicking.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T12:41:02.261Z", "timestamp_annotated": "2026-08-19T14:18:25.976857+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=948, Y=739", "converted_command": "Left-click at (948, 739)", "image_path": "vision/frames/step_0007_20260731_124102_at.webp", "reasoning": "Move the cursor and Left-click **`Paste`**. It is black rather than dimmed, confirming the clipboard still holds the file. `report.pdf` now exists in both `corpus-seed` and `corpus-seed\\dest\\`, which is the end state a copy should leave.", "skipped": false}
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@@ -0,0 +1,3 @@
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diff --git a/data/sessions/explorer-create-textfile-2/commands/actuation_commands.json b/data/sessions/explorer-create-textfile-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..6b3158cd50dd1488cac1de2a66b6c922bbb616fd
--- /dev/null
+++ b/data/sessions/explorer-create-textfile-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 94,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:21:02.266Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: New-Item -ItemType File $env:USERPROFILE\\corpus-seed\\note.txt",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:21:12.469Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:21:16.664Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:21:22.886Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:21:26.202Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-create-textfile-2/commands/cc_commands.json b/data/sessions/explorer-create-textfile-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..77150dce3fde596c0cc5ace1d4781222702a2c4a
--- /dev/null
+++ b/data/sessions/explorer-create-textfile-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type New-Item -ItemType File $env:USERPROFILE\\corpus-seed\\note.txt",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-create-textfile-2/commands/converted_input.md b/data/sessions/explorer-create-textfile-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..49464d7deaeef78700637b5689470f58d153bab6
--- /dev/null
+++ b/data/sessions/explorer-create-textfile-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:21:02 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:21:02.266Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T13:21:12.469Z | Type: New-Item -ItemType File $env:USERPROFILE\corpus-seed\note.txt |
+|    3 | 2026-07-31T13:21:16.664Z | Press: Enter |
+|    4 | 2026-07-31T13:21:22.886Z | Type: exit |
+|    5 | 2026-07-31T13:21:26.202Z | Press: Enter |
diff --git a/data/sessions/explorer-create-textfile-2/commands/raw_input.md b/data/sessions/explorer-create-textfile-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..6562492bb2a303fa4336a17924299f37f77ed397
--- /dev/null
+++ b/data/sessions/explorer-create-textfile-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:21:02 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:21:02.266Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T13:21:12.469Z | Typed: New-Item -ItemType File $env:USERPROFILE\corpus-seed\note.txt |
+|    3 | 2026-07-31T13:21:16.664Z | Pressed: Return |
+|    4 | 2026-07-31T13:21:22.886Z | Typed: exit |
+|    5 | 2026-07-31T13:21:26.202Z | Pressed: Return |
diff --git a/data/sessions/explorer-create-textfile-2/memory.md b/data/sessions/explorer-create-textfile-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..3131b51aef0365f763993854fca966200a168f9c
--- /dev/null
+++ b/data/sessions/explorer-create-textfile-2/memory.md
@@ -0,0 +1,62 @@
+# Memory: explorer-create-textfile-2
+
+## Overview
+
+Create an empty text file in a folder from a shell. Use this as the terminal route to the
+same end state as the file manager's New submenu: one command names the file and its type,
+with the extension written out rather than supplied by the menu. The recorded trace opens a
+shell, creates an empty `note.txt`, and closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can create a new empty file of a given
+  type, or a shell.
+- A destination folder that exists and is writable, and that is the active target when the
+  file is created.
+- The file's name decided in advance, including its extension. The file-manager route
+  creates the file with a default name already in rename mode and keeps the extension for
+  you; a shell route names the whole thing, extension included.
+- No existing file of that name at the destination.
+- Clarity that the file is meant to be empty. Both routes produce a zero-length file, and
+  nothing later in the task puts anything in it.
+- An expectation that the file type must be offered by the environment. The file-manager
+  route creates only the types listed in its New menu, which varies by machine.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to create an empty text file with a given name, which is a single file-creation command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_132102_at.webp)
+
+### Step 2 — Type: New-Item -ItemType File $env:USERPROFILE\corpus-seed\note.txt
+
+Type a `New-Item` command with `-ItemType File` to create an empty file. The same command creates folders when told `Directory`, so the item type is what decides which is made — and the file is created with no content, matching the mouse trace, where Explorer's New ▸ Text Document also produces an empty file rather than opening an editor.
+
+![Step 2](vision/frames/step_0002_20260731_132112_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to create the file.
+
+![Step 3](vision/frames/step_0003_20260731_132116_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_132122_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_132126_at.webp)
+
+## Notes & Edge Cases
+
+1. Both routes make a genuinely empty file. Nothing opens for editing and there is nothing to save, so a zero-length file is the finished artifact and not a sign the task stopped halfway.
+2. On the shell route the item type is what decides what gets made — the same command creates a folder when told `Directory` and a file when told `File`. Getting that argument wrong produces a folder with a `.txt` name, which looks close enough in a listing to be missed.
+3. Creating a file that already exists is an error, not an overwrite, and the flag that forces it through truncates the existing file to nothing. Prefer the failure: check whether the name is taken and ask, rather than silently emptying a file the user still wanted.
+4. The prompt returning is not confirmation. A command that failed and a command that succeeded both give the prompt back, so verify the file exists at the path intended before treating the task as done.
diff --git a/data/sessions/explorer-create-textfile-2/metadata.json b/data/sessions/explorer-create-textfile-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..cfa2d93c1574dbb7f292ac732978a040f102b510
--- /dev/null
+++ b/data/sessions/explorer-create-textfile-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-create-textfile-2",
+  "memory_description": "",
+  "session_id": "a9326e01-06e7-430d-81ba-cb24a9b5ef25",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:20:53.059315023Z",
+  "completed_at": "2026-07-31T13:21:31.441533312Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:21:02.266Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_132102_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_132102_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_132102_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:21:12.469Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_132112_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_132112_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_132112_after.webp",
+      "raw_command": "Typed: New-Item -ItemType File $env:USERPROFILE\\corpus-seed\\note.txt",
+      "converted_command": "Type: New-Item -ItemType File $env:USERPROFILE\\corpus-seed\\note.txt"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:21:16.664Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_132116_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_132116_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_132116_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:21:22.886Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_132122_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_132122_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_132122_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:21:26.202Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_132126_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_132126_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_132126_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-create-textfile-2/reasoning/reasoning.jsonl b/data/sessions/explorer-create-textfile-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d40d1d69536cb7d30d59669542defaa7eef2331c
--- /dev/null
+++ b/data/sessions/explorer-create-textfile-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
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+{"step_id": 2, "timestamp_action": "2026-07-31T13:21:12.469Z", "timestamp_annotated": "2026-08-19T14:18:26.206682+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: New-Item -ItemType File $env:USERPROFILE\\corpus-seed\\note.txt", "converted_command": "Type: New-Item -ItemType File $env:USERPROFILE\\corpus-seed\\note.txt", "image_path": "vision/frames/step_0002_20260731_132112_at.webp", "reasoning": "Type a `New-Item` command with `-ItemType File` to create an empty file. The same command creates folders when told `Directory`, so the item type is what decides which is made — and the file is created with no content, matching the mouse trace, where Explorer's New ▸ Text Document also produces an empty file rather than opening an editor.", "skipped": false}
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+{"step_id": 4, "timestamp_action": "2026-07-31T13:21:22.886Z", "timestamp_annotated": "2026-08-19T14:18:26.207432+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_132122_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:21:26.202Z", "timestamp_annotated": "2026-08-19T14:18:26.207837+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_132126_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
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+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 900,
+    "mouse_y": 600,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=900, Y=600",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:19:47.330Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 96,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 946,
+    "mouse_y": 929,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=946, Y=929",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:19:51.626Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 35,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 946,
+    "mouse_y": 929,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=946, Y=929",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:19:54.782Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 102,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1264,
+    "mouse_y": 906,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1264, Y=906",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:19:59.094Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 33,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1264,
+    "mouse_y": 906,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1264, Y=906",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:20:02.235Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: note",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:20:07.387Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:20:10.584Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-create-textfile/commands/cc_commands.json b/data/sessions/explorer-create-textfile/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3634e67523e988570c7ebd22e0a09ffdfc8fe71
--- /dev/null
+++ b/data/sessions/explorer-create-textfile/commands/cc_commands.json
@@ -0,0 +1,37 @@
+[
+  {
+    "command": "900 600 right",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "946 929 move",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "946 929 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "1264 906 move",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "1264 906 left",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "type note",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 7
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-create-textfile/commands/converted_input.md b/data/sessions/explorer-create-textfile/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..15713a9bc608199bb0d6596e00ee961f4a47e26c
--- /dev/null
+++ b/data/sessions/explorer-create-textfile/commands/converted_input.md
@@ -0,0 +1,13 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:19:47 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:19:47.330Z | Right-click at (900, 600) |
+|    2 | 2026-07-31T13:19:51.626Z | Move-cursor at (946, 929) |
+|    3 | 2026-07-31T13:19:54.782Z | Left-click at (946, 929) |
+|    4 | 2026-07-31T13:19:59.094Z | Move-cursor at (1264, 906) |
+|    5 | 2026-07-31T13:20:02.235Z | Left-click at (1264, 906) |
+|    6 | 2026-07-31T13:20:07.387Z | Type: note |
+|    7 | 2026-07-31T13:20:10.584Z | Press: Enter |
diff --git a/data/sessions/explorer-create-textfile/commands/raw_input.md b/data/sessions/explorer-create-textfile/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..36ec4061d235b510abaa16bdbd017fbe3d9297d2
--- /dev/null
+++ b/data/sessions/explorer-create-textfile/commands/raw_input.md
@@ -0,0 +1,13 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:19:47 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:19:47.330Z | Right-clicked at X=900, Y=600 |
+|    2 | 2026-07-31T13:19:51.626Z | Moved cursor to at X=946, Y=929 |
+|    3 | 2026-07-31T13:19:54.782Z | Left-clicked at X=946, Y=929 |
+|    4 | 2026-07-31T13:19:59.094Z | Moved cursor to at X=1264, Y=906 |
+|    5 | 2026-07-31T13:20:02.235Z | Left-clicked at X=1264, Y=906 |
+|    6 | 2026-07-31T13:20:07.387Z | Typed: note |
+|    7 | 2026-07-31T13:20:10.584Z | Pressed: Return |
diff --git a/data/sessions/explorer-create-textfile/memory.md b/data/sessions/explorer-create-textfile/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..b72e1a21168669713f80fcce9fda2af6d74a6a23
--- /dev/null
+++ b/data/sessions/explorer-create-textfile/memory.md
@@ -0,0 +1,77 @@
+# Memory: explorer-create-textfile
+
+## Overview
+
+Create an empty text file in a folder through the file manager's New submenu. Use this
+when a placeholder file is needed and nothing has to be written into it. The route
+right-clicks empty space in the folder, follows New to Text Document, and types the name
+over the default one the file manager has already put into rename mode. The recorded trace
+leaves an empty `note.txt` in the working folder.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can create a new empty file of a given
+  type, or a shell.
+- A destination folder that exists and is writable, and that is the active target when the
+  file is created.
+- The file's name decided in advance, including its extension. The file-manager route
+  creates the file with a default name already in rename mode and keeps the extension for
+  you; a shell route names the whole thing, extension included.
+- No existing file of that name at the destination.
+- Clarity that the file is meant to be empty. Both routes produce a zero-length file, and
+  nothing later in the task puts anything in it.
+- An expectation that the file type must be offered by the environment. The file-manager
+  route creates only the types listed in its New menu, which varies by machine.
+
+## Steps
+
+### Step 1 — Right-click at (900, 600)
+
+The task is to create a new, empty text file in this folder. Move the cursor and Right-click blank space below the file list to open the folder's own context menu — the file-creation command lives there, not on any item's menu.
+
+![Step 1](vision/frames/step_0001_20260731_131947_at.webp)
+
+### Step 2 — Move-cursor at (946, 929)
+
+Move the cursor onto the **`New ›`** row so the submenu opens on hover and the target is visible in the frame before anything is committed. Note that `New` sits lower here than in the desktop menu, because a folder's menu additionally carries `Group by ›` and `Customize this folder…` above it.
+
+![Step 2](vision/frames/step_0002_20260731_131951_at.webp)
+
+### Step 3 — Left-click at (946, 929)
+
+Move the cursor and Left-click **`New ›`** to hold the submenu open. Worth noticing in passing: `Paste` and `Paste shortcut` further up this menu are greyed out, confirming the clipboard is empty — nothing from an earlier take is carrying over.
+
+![Step 3](vision/frames/step_0003_20260731_131954_at.webp)
+
+### Step 4 — Move-cursor at (1264, 906)
+
+Move the cursor across into the submenu and onto **`Text Document`**. `Rich Text Document` sits directly above it and would produce a `.rtf` file with formatting markup inside, not the plain text file the task specifies.
+
+![Step 4](vision/frames/step_0004_20260731_131959_at.webp)
+
+### Step 5 — Left-click at (1264, 906)
+
+Move the cursor and Left-click **`Text Document`**. Explorer creates an empty `New Text Document.txt` in the folder and immediately opens an inline edit box on its name, so it is ready to rename with no further action.
+
+![Step 5](vision/frames/step_0005_20260731_132002_at.webp)
+
+### Step 6 — Type: note
+
+Type `note`. Only the stem `New Text Document` is selected in the edit box — `.txt` sits outside the selection — so the typed text replaces the stem and the extension is kept. Typing `note.txt` here would have produced `note.txt.txt`.
+
+![Step 6](vision/frames/step_0006_20260731_132007_at.webp)
+
+### Step 7 — Press: Enter
+
+After typing `note` Press Enter to commit the name, leaving `note.txt` in `corpus-seed`. The file is empty, which is what the task asks for; until Enter is pressed it would still be called `New Text Document.txt` on disk.
+
+![Step 7](vision/frames/step_0007_20260731_132010_at.webp)
+
+## Notes & Edge Cases
+
+1. Only the name stem is selected when the file manager drops the new file into rename mode — the extension sits outside the selection and is kept for you. Typing the full `note.txt` there produces `note.txt.txt`. Type the stem alone on this route, and the whole name including the extension on a shell route.
+2. If the system is configured to hide known file extensions, the name shown in the window is not the name on disk. A file displayed as `note` may already be `note.txt`, and typing `note.txt` into that box gives the doubled extension without anything on screen showing it. Check how the environment displays extensions before judging a name to be wrong.
+3. The New submenu offers only the file types the machine has registered, so the list differs between computers and the wanted type may not be there at all. `Rich Text Document` usually sits directly next to `Text Document` and produces a formatted `.rtf` file whose contents are not plain text — close in the menu, not close in the result.
+4. Right-click empty space, not a file. The menu that opens depends on what is under the pointer: empty space gives the folder's own menu where file creation lives, while a file gives that file's menu instead. If the wrong menu appears, dismiss it and re-aim rather than hunting for the item inside it.
+5. Both routes make a genuinely empty file. Nothing opens for editing and there is nothing to save, so a zero-length file is the finished artifact and not a sign the task stopped halfway.
+6. The name is not committed until Return is pressed. Until then the file exists on disk under the default name the system gave it, so a take that stops after typing leaves a differently named file behind rather than no file at all.
diff --git a/data/sessions/explorer-create-textfile/metadata.json b/data/sessions/explorer-create-textfile/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f5351f8f7f797ec63ec9900f9c259ee8b597cc5
--- /dev/null
+++ b/data/sessions/explorer-create-textfile/metadata.json
@@ -0,0 +1,129 @@
+{
+  "memory_name": "explorer-create-textfile",
+  "memory_description": "",
+  "session_id": "14e3cdd9-1da8-4341-aed0-bd636e4a7e7a",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:19:38.095035173Z",
+  "completed_at": "2026-07-31T13:20:15.822387177Z",
+  "total_steps": 7,
+  "annotated_steps": 7,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:19:47.330Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260731_131947_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_131947_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_131947_after.webp",
+      "raw_command": "Right-clicked at X=900, Y=600",
+      "converted_command": "Right-click at (900, 600)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:19:51.626Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0002_20260731_131951_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_131951_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_131951_after.webp",
+      "raw_command": "Moved cursor to at X=946, Y=929",
+      "converted_command": "Move-cursor at (946, 929)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:19:54.782Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_131954_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_131954_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_131954_after.webp",
+      "raw_command": "Left-clicked at X=946, Y=929",
+      "converted_command": "Left-click at (946, 929)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:19:59.094Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0004_20260731_131959_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_131959_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_131959_after.webp",
+      "raw_command": "Moved cursor to at X=1264, Y=906",
+      "converted_command": "Move-cursor at (1264, 906)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:20:02.235Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260731_132002_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_132002_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_132002_after.webp",
+      "raw_command": "Left-clicked at X=1264, Y=906",
+      "converted_command": "Left-click at (1264, 906)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T13:20:07.387Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0006_20260731_132007_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260731_132007_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_132007_after.webp",
+      "raw_command": "Typed: note",
+      "converted_command": "Type: note"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T13:20:10.584Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260731_132010_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260731_132010_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_132010_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-create-textfile/reasoning/reasoning.jsonl b/data/sessions/explorer-create-textfile/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8da6bca10f6a88544589296c10265706c4aef86d
--- /dev/null
+++ b/data/sessions/explorer-create-textfile/reasoning/reasoning.jsonl
@@ -0,0 +1,7 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:19:47.330Z", "timestamp_annotated": "2026-08-19T14:18:26.003145+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=900, Y=600", "converted_command": "Right-click at (900, 600)", "image_path": "vision/frames/step_0001_20260731_131947_at.webp", "reasoning": "The task is to create a new, empty text file in this folder. Move the cursor and Right-click blank space below the file list to open the folder's own context menu — the file-creation command lives there, not on any item's menu.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:19:51.626Z", "timestamp_annotated": "2026-08-19T14:18:26.003684+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=946, Y=929", "converted_command": "Move-cursor at (946, 929)", "image_path": "vision/frames/step_0002_20260731_131951_at.webp", "reasoning": "Move the cursor onto the **`New ›`** row so the submenu opens on hover and the target is visible in the frame before anything is committed. Note that `New` sits lower here than in the desktop menu, because a folder's menu additionally carries `Group by ›` and `Customize this folder…` above it.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:19:54.782Z", "timestamp_annotated": "2026-08-19T14:18:26.004294+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=946, Y=929", "converted_command": "Left-click at (946, 929)", "image_path": "vision/frames/step_0003_20260731_131954_at.webp", "reasoning": "Move the cursor and Left-click **`New ›`** to hold the submenu open. Worth noticing in passing: `Paste` and `Paste shortcut` further up this menu are greyed out, confirming the clipboard is empty — nothing from an earlier take is carrying over.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:19:59.094Z", "timestamp_annotated": "2026-08-19T14:18:26.004846+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1264, Y=906", "converted_command": "Move-cursor at (1264, 906)", "image_path": "vision/frames/step_0004_20260731_131959_at.webp", "reasoning": "Move the cursor across into the submenu and onto **`Text Document`**. `Rich Text Document` sits directly above it and would produce a `.rtf` file with formatting markup inside, not the plain text file the task specifies.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:20:02.235Z", "timestamp_annotated": "2026-08-19T14:18:26.005372+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1264, Y=906", "converted_command": "Left-click at (1264, 906)", "image_path": "vision/frames/step_0005_20260731_132002_at.webp", "reasoning": "Move the cursor and Left-click **`Text Document`**. Explorer creates an empty `New Text Document.txt` in the folder and immediately opens an inline edit box on its name, so it is ready to rename with no further action.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T13:20:07.387Z", "timestamp_annotated": "2026-08-19T14:18:26.005834+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: note", "converted_command": "Type: note", "image_path": "vision/frames/step_0006_20260731_132007_at.webp", "reasoning": "Type `note`. Only the stem `New Text Document` is selected in the edit box — `.txt` sits outside the selection — so the typed text replaces the stem and the extension is kept. Typing `note.txt` here would have produced `note.txt.txt`.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T13:20:10.584Z", "timestamp_annotated": "2026-08-19T14:18:26.006331+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0007_20260731_132010_at.webp", "reasoning": "After typing `note` Press Enter to commit the name, leaving `note.txt` in `corpus-seed`. The file is empty, which is what the task asks for; until Enter is pressed it would still be called `New Text Document.txt` on disk.", "skipped": false}
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diff --git a/data/sessions/explorer-delete-file-2/commands/actuation_commands.json b/data/sessions/explorer-delete-file-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..26091b6a1dce1514083a6622a0bff36967ad6a1c
--- /dev/null
+++ b/data/sessions/explorer-delete-file-2/commands/actuation_commands.json
@@ -0,0 +1,59 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 85,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 386,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=250, Y=386",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:56:57.795Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 35,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 386,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=250, Y=386",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:57:00.857Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Fwd Delete",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:57:04.926Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-delete-file-2/commands/cc_commands.json b/data/sessions/explorer-delete-file-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..31f333d99d56bb7b7af5add6316f4ce03f229be1
--- /dev/null
+++ b/data/sessions/explorer-delete-file-2/commands/cc_commands.json
@@ -0,0 +1,17 @@
+[
+  {
+    "command": "250 386 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "250 386 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Fwd Delete}",
+    "os": "WINDOWS",
+    "step_id": 3
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-delete-file-2/commands/converted_input.md b/data/sessions/explorer-delete-file-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..74db8a325d5fab7ecde3530c0219f10f155561dd
--- /dev/null
+++ b/data/sessions/explorer-delete-file-2/commands/converted_input.md
@@ -0,0 +1,9 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:56:57 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:56:57.795Z | Move-cursor at (250, 386) |
+|    2 | 2026-07-31T12:57:00.857Z | Left-click at (250, 386) |
+|    3 | 2026-07-31T12:57:04.926Z | Press: Fwd Delete |
diff --git a/data/sessions/explorer-delete-file-2/commands/raw_input.md b/data/sessions/explorer-delete-file-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..f0f3b6452d733192a91dc693d8ceee6052c30aeb
--- /dev/null
+++ b/data/sessions/explorer-delete-file-2/commands/raw_input.md
@@ -0,0 +1,9 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:56:57 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:56:57.795Z | Moved cursor to at X=250, Y=386 |
+|    2 | 2026-07-31T12:57:00.857Z | Left-clicked at X=250, Y=386 |
+|    3 | 2026-07-31T12:57:04.926Z | Pressed: Fwd Delete |
diff --git a/data/sessions/explorer-delete-file-2/memory.md b/data/sessions/explorer-delete-file-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..16ce298a155c573cd8b34a50a736c36cb1387ec1
--- /dev/null
+++ b/data/sessions/explorer-delete-file-2/memory.md
@@ -0,0 +1,52 @@
+# Memory: explorer-delete-file-2
+
+## Overview
+
+Delete a file using the keyboard: select it and press the delete key. Use this when a file
+has to be removed and a recoverable deletion is wanted — the file goes to the recycle area
+and stays restorable until that is emptied. The recorded trace removes `report.pdf` from
+the working folder.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and can be identified at run time by name.
+- Write access to the folder holding it. Deletion changes the folder, not the file, so the
+  folder's permissions are what govern.
+- Certainty that the file is the right one and is genuinely no longer wanted. Neither route
+  asks for confirmation.
+- An understanding of which of the two end states is wanted. The file-manager route moves
+  the file to a recoverable holding area; the shell route unlinks it immediately with
+  nothing to restore from. The folder ends up in the same state either way, but only one
+  of them is reversible.
+- A backup, if the contents matter. Nothing in this task creates one.
+
+## Steps
+
+### Step 1 — Move-cursor at (250, 386)
+
+The task is to send a file to the Recycle Bin using the keyboard only, so the file has to be selected first. Move the cursor onto the `report.pdf` row ahead of the click, so the click that follows lands reliably.
+
+![Step 1](vision/frames/step_0001_20260731_125657_at.webp)
+
+### Step 2 — Left-click at (250, 386)
+
+Move the cursor and Left-click to select `report.pdf`. Deleting acts on whatever is selected, so getting the selection right is the whole of the preparation.
+
+![Step 2](vision/frames/step_0002_20260731_125700_at.webp)
+
+### Step 3 — Press: Fwd Delete
+
+Press Delete to remove the selected file. Windows sends it to the Recycle Bin rather than erasing it, so the action is recoverable — which is the difference between this route and the terminal twin, where the equivalent command deletes outright.
+
+![Step 3](vision/frames/step_0003_20260731_125704_at.webp)
+
+## Notes & Edge Cases
+
+1. The click is the whole of the selection and the key acts on it at once, with no prompt. Read what is highlighted before pressing, because this is the step where a wrong selection becomes destructive rather than merely wrong.
+2. The plain key is recoverable — the file goes to the recycle bin. The modified form is permanent and gives no different feedback, so the two are told apart only by what was held down.
+3. The key acts on the selection in whatever window has focus. With focus elsewhere the same key does something else entirely, and nothing indicates the keystroke went astray.
+4. The recycle bin can be turned off per drive, in which case this same key deletes permanently with nothing on screen looking any different. Do not assume recoverability from the route alone.
+5. Emptying the recycle bin is a separate task and is not part of this one.
+6. Verify the file's contents, not just its name, before deleting it.
+7. Nothing is reported when this works. Confirm from the folder's contents rather than from the keystroke having been accepted.
diff --git a/data/sessions/explorer-delete-file-2/metadata.json b/data/sessions/explorer-delete-file-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4694ace7b52a53b3bd85799a041f0941b9e0317e
--- /dev/null
+++ b/data/sessions/explorer-delete-file-2/metadata.json
@@ -0,0 +1,77 @@
+{
+  "memory_name": "explorer-delete-file-2",
+  "memory_description": "",
+  "session_id": "c4e4a211-76d8-4e48-9651-bdc702504afb",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:56:48.648689453Z",
+  "completed_at": "2026-07-31T12:57:11.025920017Z",
+  "total_steps": 3,
+  "annotated_steps": 3,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:56:57.795Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_125657_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_125657_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_125657_after.webp",
+      "raw_command": "Moved cursor to at X=250, Y=386",
+      "converted_command": "Move-cursor at (250, 386)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:57:00.857Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_125700_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_125700_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_125700_after.webp",
+      "raw_command": "Left-clicked at X=250, Y=386",
+      "converted_command": "Left-click at (250, 386)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:57:04.926Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_125704_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_125704_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_125704_after.webp",
+      "raw_command": "Pressed: Fwd Delete",
+      "converted_command": "Press: Fwd Delete"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-delete-file-2/reasoning/reasoning.jsonl b/data/sessions/explorer-delete-file-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2d6934d36acfce38c9ccd49655062f1a49960e14
--- /dev/null
+++ b/data/sessions/explorer-delete-file-2/reasoning/reasoning.jsonl
@@ -0,0 +1,3 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:56:57.795Z", "timestamp_annotated": "2026-08-19T14:18:26.186805+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=250, Y=386", "converted_command": "Move-cursor at (250, 386)", "image_path": "vision/frames/step_0001_20260731_125657_at.webp", "reasoning": "The task is to send a file to the Recycle Bin using the keyboard only, so the file has to be selected first. Move the cursor onto the `report.pdf` row ahead of the click, so the click that follows lands reliably.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:57:00.857Z", "timestamp_annotated": "2026-08-19T14:18:26.187107+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=250, Y=386", "converted_command": "Left-click at (250, 386)", "image_path": "vision/frames/step_0002_20260731_125700_at.webp", "reasoning": "Move the cursor and Left-click to select `report.pdf`. Deleting acts on whatever is selected, so getting the selection right is the whole of the preparation.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:57:04.926Z", "timestamp_annotated": "2026-08-19T14:18:26.187599+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Fwd Delete", "converted_command": "Press: Fwd Delete", "image_path": "vision/frames/step_0003_20260731_125704_at.webp", "reasoning": "Press Delete to remove the selected file. Windows sends it to the Recycle Bin rather than erasing it, so the action is recoverable — which is the difference between this route and the terminal twin, where the equivalent command deletes outright.", "skipped": false}
diff --git a/data/sessions/explorer-delete-file-2/sync_log.json b/data/sessions/explorer-delete-file-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..fe8e5c5a7db7053917aa26bab6c89b5a11a4b90c
--- /dev/null
+++ b/data/sessions/explorer-delete-file-2/sync_log.json
@@ -0,0 +1,103 @@
+{
+  "session_id": "c4e4a211-76d8-4e48-9651-bdc702504afb",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-delete-file-2/commands/raw_input.md",
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-delete-file-2/commands/converted_input.md",
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+      "failed_permanent": false,
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+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-delete-file-2/commands/actuation_commands.json",
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diff --git a/data/sessions/explorer-delete-file-3/commands/actuation_commands.json b/data/sessions/explorer-delete-file-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..aef2fb0f0132bd8a4c54427467f089d0bddea4d1
--- /dev/null
+++ b/data/sessions/explorer-delete-file-3/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 33,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:57:57.342Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Remove-Item $env:USERPROFILE\\corpus-seed\\report.pdf",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:58:07.633Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:58:11.919Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:58:18.169Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:58:21.449Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-delete-file-3/commands/cc_commands.json b/data/sessions/explorer-delete-file-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8793b95d34e798417e8047a6442520445b86c19
--- /dev/null
+++ b/data/sessions/explorer-delete-file-3/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Remove-Item $env:USERPROFILE\\corpus-seed\\report.pdf",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-delete-file-3/commands/converted_input.md b/data/sessions/explorer-delete-file-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e1d53dea86e32e5f6cce4eaadc8fdb36dd0485d6
--- /dev/null
+++ b/data/sessions/explorer-delete-file-3/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:57:57 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:57:57.342Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T12:58:07.633Z | Type: Remove-Item $env:USERPROFILE\corpus-seed\report.pdf |
+|    3 | 2026-07-31T12:58:11.919Z | Press: Enter |
+|    4 | 2026-07-31T12:58:18.169Z | Type: exit |
+|    5 | 2026-07-31T12:58:21.449Z | Press: Enter |
diff --git a/data/sessions/explorer-delete-file-3/commands/raw_input.md b/data/sessions/explorer-delete-file-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..10112ce99e8090b9a3ba83ee158f6fa2323017c4
--- /dev/null
+++ b/data/sessions/explorer-delete-file-3/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:57:57 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:57:57.342Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T12:58:07.633Z | Typed: Remove-Item $env:USERPROFILE\corpus-seed\report.pdf |
+|    3 | 2026-07-31T12:58:11.919Z | Pressed: Return |
+|    4 | 2026-07-31T12:58:18.169Z | Typed: exit |
+|    5 | 2026-07-31T12:58:21.449Z | Pressed: Return |
diff --git a/data/sessions/explorer-delete-file-3/memory.md b/data/sessions/explorer-delete-file-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..176e4e6d06c03d0601222a56ed73cf2450b5fb76
--- /dev/null
+++ b/data/sessions/explorer-delete-file-3/memory.md
@@ -0,0 +1,64 @@
+# Memory: explorer-delete-file-3
+
+## Overview
+
+Delete a file from a shell. Use this as the terminal route to the same folder end state as
+the file-manager delete, with one important difference: the remove command deletes outright
+rather than moving the file to a recoverable area. The recorded trace opens a shell,
+removes `report.pdf`, and closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and can be identified at run time by name.
+- Write access to the folder holding it. Deletion changes the folder, not the file, so the
+  folder's permissions are what govern.
+- Certainty that the file is the right one and is genuinely no longer wanted. Neither route
+  asks for confirmation.
+- An understanding of which of the two end states is wanted. The file-manager route moves
+  the file to a recoverable holding area; the shell route unlinks it immediately with
+  nothing to restore from. The folder ends up in the same state either way, but only one
+  of them is reversible.
+- A backup, if the contents matter. Nothing in this task creates one.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to delete a file outright, which is a single removal command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_125757_at.webp)
+
+### Step 2 — Type: Remove-Item $env:USERPROFILE\corpus-seed\report.pdf
+
+Type a `Remove-Item` command naming the file to delete. This differs from the Explorer route in a way worth knowing: `Remove-Item` deletes the file outright rather than sending it to the Recycle Bin, so there is nothing to restore afterwards. The end state matches the mouse trace — the file is gone from the folder — but the mechanism is not reversible.
+
+![Step 2](vision/frames/step_0002_20260731_125807_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to run the deletion. It reports nothing on success; the prompt simply returns, which is the shell's way of saying the file is gone.
+
+![Step 3](vision/frames/step_0003_20260731_125811_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_125818_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_125821_at.webp)
+
+## Notes & Edge Cases
+
+1. This is not the recycle bin. It removes the file straight away, with no holding area and nothing to restore from. The folder ends in the same state as the file-manager route, but the two are not interchangeable — where reversibility matters, move the file to a holding location instead.
+2. There is no confirmation. The command acts silently on exactly what it is given, which makes the accuracy of the path the entire safety mechanism.
+3. Read the path back before confirming. A wrong character produces an error; a wrong but valid path produces a successful deletion of the wrong file. Only one of those announces itself.
+4. Never widen the command to make it work. A recursive or forced option added because the plain command refused is the point at which a small mistake becomes a large one — if it refuses, find out why.
+5. Wildcards are expanded before the command sees them. By the time it runs, the pattern is already a list of real files, and the command cannot tell that more of them matched than were intended.
+6. The command succeeds quietly and reports nothing. Confirm from the folder rather than from the prompt returning.
+7. The environment variable in the path is expanded by the shell, so the same string handed to something that is not a shell leaves the literal text unresolved.
diff --git a/data/sessions/explorer-delete-file-3/metadata.json b/data/sessions/explorer-delete-file-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..10446ab40ec17138451fea30906b7c995fe05720
--- /dev/null
+++ b/data/sessions/explorer-delete-file-3/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-delete-file-3",
+  "memory_description": "",
+  "session_id": "16f17108-7392-4e71-9092-09746c1d625b",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:57:48.244183929Z",
+  "completed_at": "2026-07-31T12:58:26.620523838Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:57:57.342Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_125757_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_125757_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_125757_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:58:07.633Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_125807_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_125807_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_125807_after.webp",
+      "raw_command": "Typed: Remove-Item $env:USERPROFILE\\corpus-seed\\report.pdf",
+      "converted_command": "Type: Remove-Item $env:USERPROFILE\\corpus-seed\\report.pdf"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:58:11.919Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_125811_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_125811_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_125811_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:58:18.169Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_125818_at.webp",
+      "image_fetched": true,
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+      "before_image_path": "vision/frames/step_0004_20260731_125818_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_125818_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:58:21.449Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_125821_at.webp",
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+      "before_image_path": "vision/frames/step_0005_20260731_125821_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_125821_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-delete-file-3/reasoning/reasoning.jsonl b/data/sessions/explorer-delete-file-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b9966e7709e4391c116f7196774a1511d2cab203
--- /dev/null
+++ b/data/sessions/explorer-delete-file-3/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:57:57.342Z", "timestamp_annotated": "2026-08-19T14:18:26.191480+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_125757_at.webp", "reasoning": "The task is to delete a file outright, which is a single removal command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:58:07.633Z", "timestamp_annotated": "2026-08-19T14:18:26.191804+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Remove-Item $env:USERPROFILE\\corpus-seed\\report.pdf", "converted_command": "Type: Remove-Item $env:USERPROFILE\\corpus-seed\\report.pdf", "image_path": "vision/frames/step_0002_20260731_125807_at.webp", "reasoning": "Type a `Remove-Item` command naming the file to delete. This differs from the Explorer route in a way worth knowing: `Remove-Item` deletes the file outright rather than sending it to the Recycle Bin, so there is nothing to restore afterwards. The end state matches the mouse trace — the file is gone from the folder — but the mechanism is not reversible.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:58:11.919Z", "timestamp_annotated": "2026-08-19T14:18:26.192188+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_125811_at.webp", "reasoning": "After typing the command Press Enter to run the deletion. It reports nothing on success; the prompt simply returns, which is the shell's way of saying the file is gone.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:58:18.169Z", "timestamp_annotated": "2026-08-19T14:18:26.192650+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_125818_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:58:21.449Z", "timestamp_annotated": "2026-08-19T14:18:26.193072+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_125821_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
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new file mode 100644
index 0000000000000000000000000000000000000000..35491c6ebf2288157826585ffc39515793fc7adf
--- /dev/null
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+++ b/data/sessions/explorer-delete-file-3/vision/frames/step_0005_20260731_125821_after.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:136fd14a6724f8e8b6d14a647331d5d0557418f16090be2a3ba7af7047d72b9c
+size 656192
diff --git a/data/sessions/explorer-delete-file-3/vision/frames/step_0005_20260731_125821_at.webp b/data/sessions/explorer-delete-file-3/vision/frames/step_0005_20260731_125821_at.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:795becad697f77199660394515c17a61512548e8f8c01a91ab0df7e3a10268c2
+size 528566
diff --git a/data/sessions/explorer-delete-file-3/vision/frames/step_0005_20260731_125821_before.webp b/data/sessions/explorer-delete-file-3/vision/frames/step_0005_20260731_125821_before.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:795becad697f77199660394515c17a61512548e8f8c01a91ab0df7e3a10268c2
+size 528566
diff --git a/data/sessions/explorer-delete-file/commands/actuation_commands.json b/data/sessions/explorer-delete-file/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..403bdd16d74c27f5e4c45e55883a4efb15f189e9
--- /dev/null
+++ b/data/sessions/explorer-delete-file/commands/actuation_commands.json
@@ -0,0 +1,59 @@
+[
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 34,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 386,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=250, Y=386",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:48:19.483Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 85,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 301,
+    "mouse_y": 693,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=301, Y=693",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:48:24.764Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 27,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 301,
+    "mouse_y": 693,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=301, Y=693",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:48:27.952Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-delete-file/commands/cc_commands.json b/data/sessions/explorer-delete-file/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..514200055168623b17f17bf758db135d863cc61b
--- /dev/null
+++ b/data/sessions/explorer-delete-file/commands/cc_commands.json
@@ -0,0 +1,17 @@
+[
+  {
+    "command": "250 386 right",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "301 693 move",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "301 693 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-delete-file/commands/converted_input.md b/data/sessions/explorer-delete-file/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..5de1d585f94e84d6f027fe4dbd152a1ddaee579f
--- /dev/null
+++ b/data/sessions/explorer-delete-file/commands/converted_input.md
@@ -0,0 +1,9 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:48:19 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:48:19.483Z | Right-click at (250, 386) |
+|    2 | 2026-07-31T12:48:24.764Z | Move-cursor at (301, 693) |
+|    3 | 2026-07-31T12:48:27.952Z | Left-click at (301, 693) |
diff --git a/data/sessions/explorer-delete-file/commands/raw_input.md b/data/sessions/explorer-delete-file/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..45fdb802640efa7b2343ad81e3678bda8d7ee88d
--- /dev/null
+++ b/data/sessions/explorer-delete-file/commands/raw_input.md
@@ -0,0 +1,9 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:48:19 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:48:19.483Z | Right-clicked at X=250, Y=386 |
+|    2 | 2026-07-31T12:48:24.764Z | Moved cursor to at X=301, Y=693 |
+|    3 | 2026-07-31T12:48:27.952Z | Left-clicked at X=301, Y=693 |
diff --git a/data/sessions/explorer-delete-file/memory.md b/data/sessions/explorer-delete-file/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..4e643d62bc23521e4d3925724111bf6c2a3eae19
--- /dev/null
+++ b/data/sessions/explorer-delete-file/memory.md
@@ -0,0 +1,53 @@
+# Memory: explorer-delete-file
+
+## Overview
+
+Delete a file through the file manager's context menu. Use this when a file has to be
+removed by pointing and a recoverable deletion is wanted — the file goes to the recycle
+area and stays restorable until that is emptied. The route right-clicks the file, which
+selects it and opens its menu in one action, and chooses Delete. The recorded trace removes
+`report.pdf` from the working folder.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and can be identified at run time by name.
+- Write access to the folder holding it. Deletion changes the folder, not the file, so the
+  folder's permissions are what govern.
+- Certainty that the file is the right one and is genuinely no longer wanted. Neither route
+  asks for confirmation.
+- An understanding of which of the two end states is wanted. The file-manager route moves
+  the file to a recoverable holding area; the shell route unlinks it immediately with
+  nothing to restore from. The folder ends up in the same state either way, but only one
+  of them is reversible.
+- A backup, if the contents matter. Nothing in this task creates one.
+
+## Steps
+
+### Step 1 — Right-click at (250, 386)
+
+The task is to remove `report.pdf` from the folder. Move the cursor and Right-click it in `corpus-seed`; right-clicking selects the file and opens its context menu in one action, so no separate selecting click is needed.
+
+![Step 1](vision/frames/step_0001_20260731_124819_at.webp)
+
+### Step 2 — Move-cursor at (301, 693)
+
+Move the cursor onto the **`Delete`** row without clicking. Hovering first is what makes the click land reliably here, and it matters more than usual on this menu: `Rename` sits 22 px below `Delete` and `Create shortcut` 22 px above, so a click that lands one row off does something entirely different and equally silent.
+
+![Step 2](vision/frames/step_0002_20260731_124824_at.webp)
+
+### Step 3 — Left-click at (301, 693)
+
+Move the cursor and Left-click **`Delete`** — the hover band confirms the row. Windows sends the file to the Recycle Bin with no confirmation prompt, which is the default behaviour, so the only visible signal is the row disappearing from the listing.
+
+![Step 3](vision/frames/step_0003_20260731_124827_at.webp)
+
+## Notes & Edge Cases
+
+1. This route is recoverable and the shell equivalent is not. The file goes to the recycle bin and can be restored, where the shell command removes it immediately. The folder looks identical after either.
+2. Right-click the file itself rather than empty space; the delete command belongs to the file's menu and the folder's menu does not carry it.
+3. There is no confirmation for a recoverable delete on this system by default. The file leaves the folder as soon as the entry is clicked, so the highlight is the last chance to check.
+4. Holding the bypass modifier turns the same entry into a permanent delete. That variant is not advertised anywhere on screen and there is no feedback afterwards saying which of the two happened.
+5. Emptying the recycle bin is a separate task. The end state here is that the file is out of the folder, deliberately the reversible half.
+6. Verify the file's contents, not just its name, before deleting it. A file of the right name can hold nothing at all.
+7. Move to the target and click as separate actions, and prefer the keyboard equivalent when the selection is already correct.
diff --git a/data/sessions/explorer-delete-file/metadata.json b/data/sessions/explorer-delete-file/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e0fee6507cee0dae258c5a06246facf015a04b1
--- /dev/null
+++ b/data/sessions/explorer-delete-file/metadata.json
@@ -0,0 +1,77 @@
+{
+  "memory_name": "explorer-delete-file",
+  "memory_description": "",
+  "session_id": "b4b56f49-f618-44e5-86a6-88d08317dc11",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:48:10.252565732Z",
+  "completed_at": "2026-07-31T12:48:32.146919193Z",
+  "total_steps": 3,
+  "annotated_steps": 3,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:48:19.483Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260731_124819_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_124819_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_124819_after.webp",
+      "raw_command": "Right-clicked at X=250, Y=386",
+      "converted_command": "Right-click at (250, 386)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:48:24.764Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0002_20260731_124824_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_124824_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_124824_after.webp",
+      "raw_command": "Moved cursor to at X=301, Y=693",
+      "converted_command": "Move-cursor at (301, 693)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:48:27.952Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_124827_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_124827_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_124827_after.webp",
+      "raw_command": "Left-clicked at X=301, Y=693",
+      "converted_command": "Left-click at (301, 693)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-delete-file/reasoning/reasoning.jsonl b/data/sessions/explorer-delete-file/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6adb2383bef21b7982a7c062a7b6380fa1d8b83c
--- /dev/null
+++ b/data/sessions/explorer-delete-file/reasoning/reasoning.jsonl
@@ -0,0 +1,3 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:48:19.483Z", "timestamp_annotated": "2026-08-19T14:18:25.986264+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=250, Y=386", "converted_command": "Right-click at (250, 386)", "image_path": "vision/frames/step_0001_20260731_124819_at.webp", "reasoning": "The task is to remove `report.pdf` from the folder. Move the cursor and Right-click it in `corpus-seed`; right-clicking selects the file and opens its context menu in one action, so no separate selecting click is needed.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:48:24.764Z", "timestamp_annotated": "2026-08-19T14:18:25.986620+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=301, Y=693", "converted_command": "Move-cursor at (301, 693)", "image_path": "vision/frames/step_0002_20260731_124824_at.webp", "reasoning": "Move the cursor onto the **`Delete`** row without clicking. Hovering first is what makes the click land reliably here, and it matters more than usual on this menu: `Rename` sits 22 px below `Delete` and `Create shortcut` 22 px above, so a click that lands one row off does something entirely different and equally silent.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:48:27.952Z", "timestamp_annotated": "2026-08-19T14:18:25.986971+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=301, Y=693", "converted_command": "Left-click at (301, 693)", "image_path": "vision/frames/step_0003_20260731_124827_at.webp", "reasoning": "Move the cursor and Left-click **`Delete`** — the hover band confirms the row. Windows sends the file to the Recycle Bin with no confirmation prompt, which is the default behaviour, so the only visible signal is the row disappearing from the listing.", "skipped": false}
diff --git a/data/sessions/explorer-delete-file/sync_log.json b/data/sessions/explorer-delete-file/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9739c1f66687b4ef8506aa4b44a18efe89c1b68
--- /dev/null
+++ b/data/sessions/explorer-delete-file/sync_log.json
@@ -0,0 +1,103 @@
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+}
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new file mode 100644
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+++ b/data/sessions/explorer-delete-file/vision/frames/closing_state.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/data/sessions/explorer-duplicate-file-2/commands/actuation_commands.json b/data/sessions/explorer-duplicate-file-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfc7595950b2f8921b82af4e8eda71dc7d1d6a30
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-2/commands/actuation_commands.json
@@ -0,0 +1,59 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 91,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 386,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=250, Y=386",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:28:29.357Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+C",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:28:33.411Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+V",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:28:37.651Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-duplicate-file-2/commands/cc_commands.json b/data/sessions/explorer-duplicate-file-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..f4e23ec6b40ba5ce5489347c9f624277fdaa4214
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-2/commands/cc_commands.json
@@ -0,0 +1,17 @@
+[
+  {
+    "command": "250 386 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Ctrl+C}",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Ctrl+V}",
+    "os": "WINDOWS",
+    "step_id": 3
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-duplicate-file-2/commands/converted_input.md b/data/sessions/explorer-duplicate-file-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..2233fc424778269ef3fb9f3b87b7990e544a9466
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-2/commands/converted_input.md
@@ -0,0 +1,9 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:28:29 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:28:29.357Z | Left-click at (250, 386) |
+|    2 | 2026-07-31T12:28:33.411Z | Press: Ctrl+C |
+|    3 | 2026-07-31T12:28:37.651Z | Press: Ctrl+V |
diff --git a/data/sessions/explorer-duplicate-file-2/commands/raw_input.md b/data/sessions/explorer-duplicate-file-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..dfb2399d043134863ce8499c883115bc3b3df31d
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-2/commands/raw_input.md
@@ -0,0 +1,9 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:28:29 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:28:29.357Z | Left-clicked at X=250, Y=386 |
+|    2 | 2026-07-31T12:28:33.411Z | Pressed: Ctrl+C |
+|    3 | 2026-07-31T12:28:37.651Z | Pressed: Ctrl+V |
diff --git a/data/sessions/explorer-duplicate-file-2/memory.md b/data/sessions/explorer-duplicate-file-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..322a654ba963c24f340abe73be64af62a5d9eeb1
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-2/memory.md
@@ -0,0 +1,55 @@
+# Memory: explorer-duplicate-file-2
+
+## Overview
+
+Duplicate a file in place using only the keyboard: select it, copy, and paste back into the
+same folder. Use this when a second copy is wanted beside the original and no pointing
+device is available or wanted beyond selecting the file. The file manager resolves the name
+collision itself by appending its own suffix. The recorded trace leaves
+`report - Copy.pdf` beside `report.pdf`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell — either route reaches the same
+  end state.
+- A file that already exists and can be identified at run time, together with the folder
+  holding it. The file is found by name, so the name has to be known; its path does not.
+- Write access to that folder. The copy is created beside the original, so the folder
+  itself must be writable even though the original is only read.
+- Enough free space for a second copy of the file.
+- A decision about the copy's name. The file manager names it automatically, following its
+  own convention; a shell names it explicitly. The two produce the same file only if the
+  shell is told to use the same name.
+- No file already occupying the copy's name. The shell route overwrites it silently; the
+  file manager route sidesteps it by choosing a different name, which is a different end
+  state from the one intended.
+
+## Steps
+
+### Step 1 — Left-click at (250, 386)
+
+The task is to make a duplicate copy of a file inside the same folder, using the keyboard only, so the file has to be selected first. Move the cursor and Left-click the `report.pdf` row in the Explorer window to select it. Selecting is all this does — the click lands on the name in the Name column, which highlights the row without opening anything, since a single click selects and only a double-click opens.
+
+![Step 1](vision/frames/step_0001_20260731_122829_at.webp)
+
+### Step 2 — Press: Ctrl+C
+
+Press Ctrl+C to copy the selected file. Nothing is duplicated yet; this places a reference to the file on the clipboard, and whether that becomes a copy or a move is decided by which paste follows.
+
+![Step 2](vision/frames/step_0002_20260731_122833_at.webp)
+
+### Step 3 — Press: Ctrl+V
+
+Press Ctrl+V to paste into the folder that is already open — the same folder the file came from. Pasting a file into its own directory is what produces the duplicate: Windows cannot store two files under one name, so it keeps the original untouched and names the new one by appending `- Copy` to the base name.
+
+![Step 3](vision/frames/step_0003_20260731_122837_at.webp)
+
+## Notes & Edge Cases
+
+1. The click is the whole of the selection, and both shortcuts act on it with no further confirmation. Read what is highlighted before pressing anything, because nothing between here and the finished copy will ask.
+2. Copy followed by paste in the same folder is what makes a duplicate. The file manager resolves the resulting name collision by appending its own word, so the copy's name is its choice rather than the task's.
+3. Shortcuts fire against whatever window has focus. With focus elsewhere the same keys do something else entirely, and the file manager gives no sign that the keystroke went somewhere else.
+4. The clipboard is shared with every other running application. A copy performed in between by anything at all substitutes a different file silently, and the paste succeeds with the wrong content.
+5. Nothing is reported when this works — no dialog, no progress, no prompt. Confirm from the folder's contents rather than from the keystrokes having been accepted.
+6. The keyboard route reaches the same end state as the menu route in fewer steps. Prefer it when the selection is already right, and fall back to the menus when a shortcut does not respond.
+7. Pressing paste twice produces a second copy under a further name rather than doing nothing. The operation is not idempotent, so a repeated key is a new file rather than a no-op.
diff --git a/data/sessions/explorer-duplicate-file-2/metadata.json b/data/sessions/explorer-duplicate-file-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfb02a4eb9b189f74be11f47d86632fdf9dfd50d
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-2/metadata.json
@@ -0,0 +1,77 @@
+{
+  "memory_name": "explorer-duplicate-file-2",
+  "memory_description": "",
+  "session_id": "cd6b94f8-6aaa-4226-af79-b7f1c6dc824f",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:28:20.260179009Z",
+  "completed_at": "2026-07-31T12:28:42.862969123Z",
+  "total_steps": 3,
+  "annotated_steps": 3,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:28:29.357Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_122829_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_122829_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_122829_after.webp",
+      "raw_command": "Left-clicked at X=250, Y=386",
+      "converted_command": "Left-click at (250, 386)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:28:33.411Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260731_122833_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_122833_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_122833_after.webp",
+      "raw_command": "Pressed: Ctrl+C",
+      "converted_command": "Press: Ctrl+C"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:28:37.651Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_122837_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_122837_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_122837_after.webp",
+      "raw_command": "Pressed: Ctrl+V",
+      "converted_command": "Press: Ctrl+V"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-duplicate-file-2/reasoning/reasoning.jsonl b/data/sessions/explorer-duplicate-file-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c302029d7f76ebf078fdb96ec7d68e69f61f54bc
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-2/reasoning/reasoning.jsonl
@@ -0,0 +1,3 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:28:29.357Z", "timestamp_annotated": "2026-08-19T14:18:26.145298+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=250, Y=386", "converted_command": "Left-click at (250, 386)", "image_path": "vision/frames/step_0001_20260731_122829_at.webp", "reasoning": "The task is to make a duplicate copy of a file inside the same folder, using the keyboard only, so the file has to be selected first. Move the cursor and Left-click the `report.pdf` row in the Explorer window to select it. Selecting is all this does — the click lands on the name in the Name column, which highlights the row without opening anything, since a single click selects and only a double-click opens.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:28:33.411Z", "timestamp_annotated": "2026-08-19T14:18:26.145648+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+C", "converted_command": "Press: Ctrl+C", "image_path": "vision/frames/step_0002_20260731_122833_at.webp", "reasoning": "Press Ctrl+C to copy the selected file. Nothing is duplicated yet; this places a reference to the file on the clipboard, and whether that becomes a copy or a move is decided by which paste follows.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:28:37.651Z", "timestamp_annotated": "2026-08-19T14:18:26.146011+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+V", "converted_command": "Press: Ctrl+V", "image_path": "vision/frames/step_0003_20260731_122837_at.webp", "reasoning": "Press Ctrl+V to paste into the folder that is already open — the same folder the file came from. Pasting a file into its own directory is what produces the duplicate: Windows cannot store two files under one name, so it keeps the original untouched and names the new one by appending `- Copy` to the base name.", "skipped": false}
diff --git a/data/sessions/explorer-duplicate-file-2/sync_log.json b/data/sessions/explorer-duplicate-file-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..5454723689baad66ffcfbbbe3810be0207d44f7d
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-2/sync_log.json
@@ -0,0 +1,103 @@
+{
+  "session_id": "cd6b94f8-6aaa-4226-af79-b7f1c6dc824f",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-duplicate-file-2/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-duplicate-file-2/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-duplicate-file-2/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-duplicate-file-2/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260731_122829_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-duplicate-file-2/vision/frames/step_0001_20260731_122829_at.webp",
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+      "failed_permanent": false,
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-duplicate-file-2/vision/frames/step_0003_20260731_122837_before.webp",
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+      "failed_permanent": false,
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+      "failed_permanent": false,
+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
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diff --git a/data/sessions/explorer-duplicate-file-3/commands/actuation_commands.json b/data/sessions/explorer-duplicate-file-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..85edbf0b20ecabf82f8ec7d0de7bbeda7d4d32af
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-3/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 23,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:29:29.357Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf \"$env:USERPROFILE\\corpus-seed\\report - Copy.pdf\"",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:29:39.627Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:29:43.854Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:29:50.060Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:29:53.233Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-duplicate-file-3/commands/cc_commands.json b/data/sessions/explorer-duplicate-file-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..aaa81703d43e48fc1b493b3f89bf87ed6d2dc4d8
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-3/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf \"$env:USERPROFILE\\corpus-seed\\report - Copy.pdf\"",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-duplicate-file-3/commands/converted_input.md b/data/sessions/explorer-duplicate-file-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..516e633ffa903fb61485ec33ff3d077119e18c89
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-3/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:29:29 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:29:29.357Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T12:29:39.627Z | Type: Copy-Item $env:USERPROFILE\corpus-seed\report.pdf "$env:USERPROFILE\corpus-seed\report - Copy.pdf" |
+|    3 | 2026-07-31T12:29:43.854Z | Press: Enter |
+|    4 | 2026-07-31T12:29:50.060Z | Type: exit |
+|    5 | 2026-07-31T12:29:53.233Z | Press: Enter |
diff --git a/data/sessions/explorer-duplicate-file-3/commands/raw_input.md b/data/sessions/explorer-duplicate-file-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..a943b5e62c877478cc90da87d86f4dcb4d2af946
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-3/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:29:29 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:29:29.357Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T12:29:39.627Z | Typed: Copy-Item $env:USERPROFILE\corpus-seed\report.pdf "$env:USERPROFILE\corpus-seed\report - Copy.pdf" |
+|    3 | 2026-07-31T12:29:43.854Z | Pressed: Return |
+|    4 | 2026-07-31T12:29:50.060Z | Typed: exit |
+|    5 | 2026-07-31T12:29:53.233Z | Pressed: Return |
diff --git a/data/sessions/explorer-duplicate-file-3/memory.md b/data/sessions/explorer-duplicate-file-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..0f2a75d3b2bab3e2e1115f34015919637d026ba7
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-3/memory.md
@@ -0,0 +1,68 @@
+# Memory: explorer-duplicate-file-3
+
+## Overview
+
+Duplicate a file in place from a shell, giving the copy the name the file manager would
+have chosen. Use this as the terminal route to the same end state: one copy command names
+the source and writes the destination explicitly rather than letting a collision rule
+generate it. The recorded trace opens a shell, copies `report.pdf` to `report - Copy.pdf`,
+and closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell — either route reaches the same
+  end state.
+- A file that already exists and can be identified at run time, together with the folder
+  holding it. The file is found by name, so the name has to be known; its path does not.
+- Write access to that folder. The copy is created beside the original, so the folder
+  itself must be writable even though the original is only read.
+- Enough free space for a second copy of the file.
+- A decision about the copy's name. The file manager names it automatically, following its
+  own convention; a shell names it explicitly. The two produce the same file only if the
+  shell is told to use the same name.
+- No file already occupying the copy's name. The shell route overwrites it silently; the
+  file manager route sidesteps it by choosing a different name, which is a different end
+  state from the one intended.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to make a second copy of a file beside the original, which is a single copy command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_122929_at.webp)
+
+### Step 2 — Type: Copy-Item $env:USERPROFILE\corpus-seed\report.pdf "$env:USERPROFILE\corpus-seed\report - Copy.pdf"
+
+Type a `Copy-Item` command that writes the copy under an explicit new name in the same folder. The name `report - Copy.pdf` is not arbitrary: it is exactly what Explorer's own duplicate produces, and matching it is what makes this trace and the mouse trace leave the folder in the same state. The destination is quoted because it contains spaces, which would otherwise be read as argument separators.
+
+![Step 2](vision/frames/step_0002_20260731_122939_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to run the copy.
+
+![Step 3](vision/frames/step_0003_20260731_122943_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_122950_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_122953_at.webp)
+
+## Notes & Edge Cases
+
+1. The destination name is spelled out in full because a shell has no equivalent of duplicate and will not invent the file manager's name. Matching that name exactly is what makes the terminal route produce the same end state as the mouse route.
+2. The space in that name is why the destination is quoted. Unquoted, the shell splits it into two arguments and the command either fails or writes somewhere unintended.
+3. The copy command overwrites an existing destination without asking. A second run destroys what the first produced, so check whether the name is taken rather than relying on an error to stop it.
+4. The copy carries contents, not everything. Ownership, timestamps and extended attributes are not necessarily preserved, so the result is identical in content and not necessarily in metadata.
+5. Both paths are written in full through the environment variable rather than relying on the shell's current directory, which makes the command independent of where the window happened to open.
+6. The environment variable is expanded by the shell. The same string handed to something that is not a shell leaves the literal text and the path never resolves.
+7. The prompt returning is not confirmation. A command that failed and one that succeeded both give the prompt back, so verify the file exists at the intended path.
+8. Prefer names without spaces when the name is genuinely a free choice, because every later reference to that file has to quote or escape it. Here it is not a free choice — it has to match what the file manager produces.
diff --git a/data/sessions/explorer-duplicate-file-3/metadata.json b/data/sessions/explorer-duplicate-file-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..8f28ae3f22e2974c11dd857ef37e5b3dacc16be9
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-3/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-duplicate-file-3",
+  "memory_description": "",
+  "session_id": "1f6aeeb8-6e50-4421-add7-50fba72ea620",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:29:20.224208862Z",
+  "completed_at": "2026-07-31T12:29:58.435210584Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:29:29.357Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_122929_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_122929_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_122929_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:29:39.627Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_122939_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_122939_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_122939_after.webp",
+      "raw_command": "Typed: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf \"$env:USERPROFILE\\corpus-seed\\report - Copy.pdf\"",
+      "converted_command": "Type: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf \"$env:USERPROFILE\\corpus-seed\\report - Copy.pdf\""
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:29:43.854Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_122943_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_122943_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_122943_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:29:50.060Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_122950_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_122950_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_122950_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:29:53.233Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_122953_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_122953_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_122953_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-duplicate-file-3/reasoning/reasoning.jsonl b/data/sessions/explorer-duplicate-file-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..dbb68d30cc571e08d54278fab20d5f991552e28d
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file-3/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:29:29.357Z", "timestamp_annotated": "2026-08-19T14:18:26.149427+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_122929_at.webp", "reasoning": "The task is to make a second copy of a file beside the original, which is a single copy command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:29:39.627Z", "timestamp_annotated": "2026-08-19T14:18:26.149785+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf \"$env:USERPROFILE\\corpus-seed\\report - Copy.pdf\"", "converted_command": "Type: Copy-Item $env:USERPROFILE\\corpus-seed\\report.pdf \"$env:USERPROFILE\\corpus-seed\\report - Copy.pdf\"", "image_path": "vision/frames/step_0002_20260731_122939_at.webp", "reasoning": "Type a `Copy-Item` command that writes the copy under an explicit new name in the same folder. The name `report - Copy.pdf` is not arbitrary: it is exactly what Explorer's own duplicate produces, and matching it is what makes this trace and the mouse trace leave the folder in the same state. The destination is quoted because it contains spaces, which would otherwise be read as argument separators.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:29:43.854Z", "timestamp_annotated": "2026-08-19T14:18:26.150176+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_122943_at.webp", "reasoning": "After typing the command Press Enter to run the copy.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:29:50.060Z", "timestamp_annotated": "2026-08-19T14:18:26.150633+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_122950_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:29:53.233Z", "timestamp_annotated": "2026-08-19T14:18:26.151016+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_122953_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/explorer-duplicate-file-3/sync_log.json b/data/sessions/explorer-duplicate-file-3/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..fdbeb6fe05a55fd9d34a5b17f041accd3c9afcf8
--- /dev/null
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@@ -0,0 +1,145 @@
+{
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+      "retry_count": 0,
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 532674
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+size 533176
diff --git a/data/sessions/explorer-duplicate-file-3/vision/frames/step_0005_20260731_122953_before.webp b/data/sessions/explorer-duplicate-file-3/vision/frames/step_0005_20260731_122953_before.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 533176
diff --git a/data/sessions/explorer-duplicate-file/commands/actuation_commands.json b/data/sessions/explorer-duplicate-file/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..5869b114d0e66a1ff9b29688e4bf2e34fe04780f
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file/commands/actuation_commands.json
@@ -0,0 +1,116 @@
+[
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 87,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 386,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=250, Y=386",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:27:07.168Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 298,
+    "mouse_y": 642,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=298, Y=642",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:27:12.340Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 32,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 298,
+    "mouse_y": 642,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=298, Y=642",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:27:14.480Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 97,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 900,
+    "mouse_y": 600,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=900, Y=600",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:27:18.749Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 90,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 948,
+    "mouse_y": 739,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=948, Y=739",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:27:23.982Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 36,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 948,
+    "mouse_y": 739,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=948, Y=739",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:27:26.106Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-duplicate-file/commands/cc_commands.json b/data/sessions/explorer-duplicate-file/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..edd22a85fdb7a4d394ec6833b29808af20c07f84
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file/commands/cc_commands.json
@@ -0,0 +1,32 @@
+[
+  {
+    "command": "250 386 right",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "298 642 move",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "298 642 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "900 600 right",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "948 739 move",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "948 739 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-duplicate-file/commands/converted_input.md b/data/sessions/explorer-duplicate-file/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e7e4750410f06f7219554a07b377ce65868730d9
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file/commands/converted_input.md
@@ -0,0 +1,12 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:27:07 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:27:07.168Z | Right-click at (250, 386) |
+|    2 | 2026-07-31T12:27:12.340Z | Move-cursor at (298, 642) |
+|    3 | 2026-07-31T12:27:14.480Z | Left-click at (298, 642) |
+|    4 | 2026-07-31T12:27:18.749Z | Right-click at (900, 600) |
+|    5 | 2026-07-31T12:27:23.982Z | Move-cursor at (948, 739) |
+|    6 | 2026-07-31T12:27:26.106Z | Left-click at (948, 739) |
diff --git a/data/sessions/explorer-duplicate-file/commands/raw_input.md b/data/sessions/explorer-duplicate-file/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e301454bf10c1732b5ee7942ef14739bc1460992
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file/commands/raw_input.md
@@ -0,0 +1,12 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:27:07 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:27:07.168Z | Right-clicked at X=250, Y=386 |
+|    2 | 2026-07-31T12:27:12.340Z | Moved cursor to at X=298, Y=642 |
+|    3 | 2026-07-31T12:27:14.480Z | Left-clicked at X=298, Y=642 |
+|    4 | 2026-07-31T12:27:18.749Z | Right-clicked at X=900, Y=600 |
+|    5 | 2026-07-31T12:27:23.982Z | Moved cursor to at X=948, Y=739 |
+|    6 | 2026-07-31T12:27:26.106Z | Left-clicked at X=948, Y=739 |
diff --git a/data/sessions/explorer-duplicate-file/memory.md b/data/sessions/explorer-duplicate-file/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..e31999b9e4bf24272dd08f4bbaedfbc49cd9d6cf
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file/memory.md
@@ -0,0 +1,73 @@
+# Memory: explorer-duplicate-file
+
+## Overview
+
+Duplicate a file in place through the file manager's context menu, by copying it and
+pasting into the same folder. Use this when a second copy is wanted beside the original and
+the file manager offers no single duplicate command. The route right-clicks the file and
+chooses Copy, then right-clicks empty space in the same folder and chooses Paste. The
+recorded trace leaves `report - Copy.pdf` beside `report.pdf`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell — either route reaches the same
+  end state.
+- A file that already exists and can be identified at run time, together with the folder
+  holding it. The file is found by name, so the name has to be known; its path does not.
+- Write access to that folder. The copy is created beside the original, so the folder
+  itself must be writable even though the original is only read.
+- Enough free space for a second copy of the file.
+- A decision about the copy's name. The file manager names it automatically, following its
+  own convention; a shell names it explicitly. The two produce the same file only if the
+  shell is told to use the same name.
+- No file already occupying the copy's name. The shell route overwrites it silently; the
+  file manager route sidesteps it by choosing a different name, which is a different end
+  state from the one intended.
+
+## Steps
+
+### Step 1 — Right-click at (250, 386)
+
+The task is to end up with a second copy of `report.pdf` in the folder it already lives in. Move the cursor and Right-click **`report.pdf`** in `corpus-seed` — this selects it and opens its context menu in one action.
+
+![Step 1](vision/frames/step_0001_20260731_122707_at.webp)
+
+### Step 2 — Move-cursor at (298, 642)
+
+Move the cursor onto the **`Copy`** row without clicking yet. A bare click at a menu row does not reliably land in this environment, so moving first and clicking second is the route that works; it also leaves the hover highlight visible in the next frame, which is what makes the target verifiable afterwards.
+
+![Step 2](vision/frames/step_0002_20260731_122712_at.webp)
+
+### Step 3 — Left-click at (298, 642)
+
+Move the cursor and Left-click **`Copy`** — now confirmed by the hover band on that row. `Cut` sits 21 px above it and would move the file rather than duplicate it, which is the opposite of what this task wants.
+
+![Step 3](vision/frames/step_0003_20260731_122714_at.webp)
+
+### Step 4 — Right-click at (900, 600)
+
+The copy has to be pasted back into the same folder, so the destination is where the view already is. Move the cursor and Right-click blank space below the file list to open the folder's context menu, which is the one that carries `Paste`.
+
+![Step 4](vision/frames/step_0004_20260731_122718_at.webp)
+
+### Step 5 — Move-cursor at (948, 739)
+
+Move the cursor onto the **`Paste`** row first, for the same reason as step 2.
+
+![Step 5](vision/frames/step_0005_20260731_122723_at.webp)
+
+### Step 6 — Left-click at (948, 739)
+
+Move the cursor and Left-click **`Paste`**. It is black rather than dimmed, confirming the clipboard holds the file. Because the destination already contains a `report.pdf`, Windows resolves the collision by naming the new file `report - Copy.pdf` — the duplicate the task asked for, with the original untouched.
+
+![Step 6](vision/frames/step_0006_20260731_122726_at.webp)
+
+## Notes & Edge Cases
+
+1. There is no single duplicate command on this system, so the task is two menu operations: copy from the file's own menu, then paste into the folder. Treating it as one action is what makes it look like a step is missing.
+2. The first right-click has to be on the file and the second on empty space. They open different menus and each holds only half of what the task needs, so the same gesture in the wrong place produces a menu without the wanted entry.
+3. Pasting into the folder that already holds the original creates a name collision, which the file manager resolves itself by appending its own word to the name. That name is its choice and has to be read back rather than predicted.
+4. The clipboard is the state carried between the two halves, and it is shared with everything else running. Anything that copies in between replaces it, and the paste then produces the wrong file with no error.
+5. A dimmed paste entry is a report, not a rendering quirk: it means the clipboard is empty and the first half did not land. Read it before clicking anything else.
+6. Move to the target and click as separate actions; a combined move-and-click sometimes reaches the position without the click registering.
+7. The same two operations exist as keyboard shortcuts and reach the same end state in two keystrokes. Prefer them when the selection is already correct, and use the menus as the fallback.
diff --git a/data/sessions/explorer-duplicate-file/metadata.json b/data/sessions/explorer-duplicate-file/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b6bb44bf4f3dd77b593f3b821175420f02932c85
--- /dev/null
+++ b/data/sessions/explorer-duplicate-file/metadata.json
@@ -0,0 +1,116 @@
+{
+  "memory_name": "explorer-duplicate-file",
+  "memory_description": "",
+  "session_id": "e552fa59-643b-4d3a-a959-175d9cf7fec5",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:26:58.114244864Z",
+  "completed_at": "2026-07-31T12:27:31.302613684Z",
+  "total_steps": 6,
+  "annotated_steps": 6,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:27:07.168Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260731_122707_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_122707_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_122707_after.webp",
+      "raw_command": "Right-clicked at X=250, Y=386",
+      "converted_command": "Right-click at (250, 386)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:27:12.340Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0002_20260731_122712_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_122712_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_122712_after.webp",
+      "raw_command": "Moved cursor to at X=298, Y=642",
+      "converted_command": "Move-cursor at (298, 642)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:27:14.480Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_122714_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_122714_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_122714_after.webp",
+      "raw_command": "Left-clicked at X=298, Y=642",
+      "converted_command": "Left-click at (298, 642)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:27:18.749Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0004_20260731_122718_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_122718_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_122718_after.webp",
+      "raw_command": "Right-clicked at X=900, Y=600",
+      "converted_command": "Right-click at (900, 600)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:27:23.982Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0005_20260731_122723_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_122723_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_122723_after.webp",
+      "raw_command": "Moved cursor to at X=948, Y=739",
+      "converted_command": "Move-cursor at (948, 739)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T12:27:26.106Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260731_122726_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_122726_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_122726_after.webp",
+      "raw_command": "Left-clicked at X=948, Y=739",
+      "converted_command": "Left-click at (948, 739)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-duplicate-file/reasoning/reasoning.jsonl b/data/sessions/explorer-duplicate-file/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f281714ad1765773be9384544e7c8ca0f3642d54
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+{"step_id": 1, "timestamp_action": "2026-07-31T12:27:07.168Z", "timestamp_annotated": "2026-08-19T14:18:25.963380+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=250, Y=386", "converted_command": "Right-click at (250, 386)", "image_path": "vision/frames/step_0001_20260731_122707_at.webp", "reasoning": "The task is to end up with a second copy of `report.pdf` in the folder it already lives in. Move the cursor and Right-click **`report.pdf`** in `corpus-seed` — this selects it and opens its context menu in one action.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:27:12.340Z", "timestamp_annotated": "2026-08-19T14:18:25.963746+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=298, Y=642", "converted_command": "Move-cursor at (298, 642)", "image_path": "vision/frames/step_0002_20260731_122712_at.webp", "reasoning": "Move the cursor onto the **`Copy`** row without clicking yet. A bare click at a menu row does not reliably land in this environment, so moving first and clicking second is the route that works; it also leaves the hover highlight visible in the next frame, which is what makes the target verifiable afterwards.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:27:14.480Z", "timestamp_annotated": "2026-08-19T14:18:25.964110+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=298, Y=642", "converted_command": "Left-click at (298, 642)", "image_path": "vision/frames/step_0003_20260731_122714_at.webp", "reasoning": "Move the cursor and Left-click **`Copy`** — now confirmed by the hover band on that row. `Cut` sits 21 px above it and would move the file rather than duplicate it, which is the opposite of what this task wants.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:27:18.749Z", "timestamp_annotated": "2026-08-19T14:18:25.964540+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=900, Y=600", "converted_command": "Right-click at (900, 600)", "image_path": "vision/frames/step_0004_20260731_122718_at.webp", "reasoning": "The copy has to be pasted back into the same folder, so the destination is where the view already is. Move the cursor and Right-click blank space below the file list to open the folder's context menu, which is the one that carries `Paste`.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:27:23.982Z", "timestamp_annotated": "2026-08-19T14:18:25.964935+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=948, Y=739", "converted_command": "Move-cursor at (948, 739)", "image_path": "vision/frames/step_0005_20260731_122723_at.webp", "reasoning": "Move the cursor onto the **`Paste`** row first, for the same reason as step 2.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T12:27:26.106Z", "timestamp_annotated": "2026-08-19T14:18:25.965335+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=948, Y=739", "converted_command": "Left-click at (948, 739)", "image_path": "vision/frames/step_0006_20260731_122726_at.webp", "reasoning": "Move the cursor and Left-click **`Paste`**. It is black rather than dimmed, confirming the clipboard holds the file. Because the destination already contains a `report.pdf`, Windows resolves the collision by naming the new file `report - Copy.pdf` — the duplicate the task asked for, with the original untouched.", "skipped": false}
diff --git a/data/sessions/explorer-duplicate-file/sync_log.json b/data/sessions/explorer-duplicate-file/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..79fd93ec58c75f1c08c3a943dcb20a7ea2222f2c
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@@ -0,0 +1,166 @@
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+version https://git-lfs.github.com/spec/v1
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+size 207864
diff --git a/data/sessions/explorer-duplicate-file/vision/frames/step_0005_20260731_122723_before.webp b/data/sessions/explorer-duplicate-file/vision/frames/step_0005_20260731_122723_before.webp
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+++ b/data/sessions/explorer-duplicate-file/vision/frames/step_0005_20260731_122723_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:311d5b257c9b14008d737bc3b8c40a5311884717cbd77a0dc7b29fdb20b05ede
+size 83566
diff --git a/data/sessions/explorer-duplicate-file/vision/frames/step_0006_20260731_122726_after.webp b/data/sessions/explorer-duplicate-file/vision/frames/step_0006_20260731_122726_after.webp
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+version https://git-lfs.github.com/spec/v1
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+size 83644
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:14c47fcba8dd7670fb2ee3f08f0c6501c2a226af79f1c95594ffa66bd4893357
+size 207964
diff --git a/data/sessions/explorer-duplicate-file/vision/frames/step_0006_20260731_122726_before.webp b/data/sessions/explorer-duplicate-file/vision/frames/step_0006_20260731_122726_before.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:efee44c27ba2e938e7d91a53dcb8ebf4f1d93e40cc6f9ab5d66dd3fedbaad660
+size 83644
diff --git a/data/sessions/explorer-extract-zip-2/commands/actuation_commands.json b/data/sessions/explorer-extract-zip-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b3662e752efd5bd8ac5d9d63fe6cbdcd5eda5b4
--- /dev/null
+++ b/data/sessions/explorer-extract-zip-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 94,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:18:19.968Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Expand-Archive $env:USERPROFILE\\corpus-seed\\Archive.zip -DestinationPath $env:USERPROFILE\\corpus-seed\\Archive",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:18:30.113Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:18:34.367Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:18:40.625Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:18:43.910Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-extract-zip-2/commands/cc_commands.json b/data/sessions/explorer-extract-zip-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6221e11d6328d17996f93e41ea79a7fabe797b7
--- /dev/null
+++ b/data/sessions/explorer-extract-zip-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Expand-Archive $env:USERPROFILE\\corpus-seed\\Archive.zip -DestinationPath $env:USERPROFILE\\corpus-seed\\Archive",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-extract-zip-2/commands/converted_input.md b/data/sessions/explorer-extract-zip-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..366c0f258cf4658cd9dbb20f75c459d92392a9cc
--- /dev/null
+++ b/data/sessions/explorer-extract-zip-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:18:19 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:18:19.968Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T13:18:30.113Z | Type: Expand-Archive $env:USERPROFILE\corpus-seed\Archive.zip -DestinationPath $env:USERPROFILE\corpus-seed\Archive |
+|    3 | 2026-07-31T13:18:34.367Z | Press: Enter |
+|    4 | 2026-07-31T13:18:40.625Z | Type: exit |
+|    5 | 2026-07-31T13:18:43.910Z | Press: Enter |
diff --git a/data/sessions/explorer-extract-zip-2/commands/raw_input.md b/data/sessions/explorer-extract-zip-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..5558fe0a24005f74c858d803daeb040f1895b580
--- /dev/null
+++ b/data/sessions/explorer-extract-zip-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:18:19 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:18:19.968Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T13:18:30.113Z | Typed: Expand-Archive $env:USERPROFILE\corpus-seed\Archive.zip -DestinationPath $env:USERPROFILE\corpus-seed\Archive |
+|    3 | 2026-07-31T13:18:34.367Z | Pressed: Return |
+|    4 | 2026-07-31T13:18:40.625Z | Typed: exit |
+|    5 | 2026-07-31T13:18:43.910Z | Pressed: Return |
diff --git a/data/sessions/explorer-extract-zip-2/memory.md b/data/sessions/explorer-extract-zip-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..a8e2f6053ddc4389252e5c0bdb90b19cfe9b97a5
--- /dev/null
+++ b/data/sessions/explorer-extract-zip-2/memory.md
@@ -0,0 +1,66 @@
+# Memory: explorer-extract-zip-2
+
+## Overview
+
+Extract a zip archive from a shell into a folder beside it. Use this as the terminal route
+to the same end state as the file manager's extraction wizard: one command names the
+archive and the destination, which is written out explicitly rather than pre-filled. The
+recorded trace extracts `Archive.zip` into an `Archive` folder beside it and closes the
+shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can expand archives, or a shell with an
+  extraction tool.
+- An archive file that exists and is readable, in a format the tool handles.
+- Write access to the destination folder, and enough free space for the uncompressed
+  contents — which can be far larger than the archive.
+- Knowledge of whether the archive contains a single top-level folder or a set of loose
+  files. This determines whether extracting "in place" produces one tidy folder or scatters
+  files across the destination.
+- No existing files at the destination that the archive's contents would replace.
+- An archive from a source that is trusted enough to unpack. Extraction writes whatever
+  paths the archive names.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to extract a zip archive into a folder named after it, which is a single expand command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_131819_at.webp)
+
+### Step 2 — Type: Expand-Archive $env:USERPROFILE\corpus-seed\Archive.zip -DestinationPath $env:USERPROFILE\corpus-seed\Archive
+
+Type an `Expand-Archive` command to unpack the zip. It is PowerShell's built-in extractor, so nothing needs installing. `-DestinationPath` is given explicitly and names a folder called `Archive` beside the zip: that reproduces what Explorer's own Extract All does, which offers a folder named after the archive rather than scattering the contents into the current directory.
+
+![Step 2](vision/frames/step_0002_20260731_131830_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to extract the archive.
+
+![Step 3](vision/frames/step_0003_20260731_131834_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_131840_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_131843_at.webp)
+
+## Notes & Edge Cases
+
+1. The destination names the directory to extract into, not a folder to create around the contents. Naming a new folder reproduces the tidy result; pointing it at the folder that already holds the archive scatters the contents beside it.
+2. Where the contents land depends on the archive as much as on the command. An archive storing a top-level folder nests one level deeper than an archive of loose files, so list the entries before extracting rather than after.
+3. The command refuses rather than overwriting when the destination already holds the same files, and the option that forces it replaces them silently. Decide which behaviour is wanted before running, not once it has failed.
+4. The archive is not consumed; it remains beside the extracted contents.
+5. Free space is measured against the uncompressed size, which the archive's own size says nothing useful about.
+6. An archive from an unknown source can name paths outside the destination. Inspect the entries first when the source is not trusted.
+7. The environment variable in both paths is expanded by the shell, so the same string handed to something that is not a shell leaves the literal text unresolved.
+8. The prompt returning is not confirmation. Check the destination holds what was expected.
diff --git a/data/sessions/explorer-extract-zip-2/metadata.json b/data/sessions/explorer-extract-zip-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..dac39f88c728a860a2bbe85502f8e0e3c82adff2
--- /dev/null
+++ b/data/sessions/explorer-extract-zip-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-extract-zip-2",
+  "memory_description": "",
+  "session_id": "20108595-1b25-4e03-b906-e1a4d6b7b53c",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:18:10.570966798Z",
+  "completed_at": "2026-07-31T13:18:48.944101080Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:18:19.968Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_131819_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_131819_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_131819_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:18:30.113Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_131830_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_131830_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_131830_after.webp",
+      "raw_command": "Typed: Expand-Archive $env:USERPROFILE\\corpus-seed\\Archive.zip -DestinationPath $env:USERPROFILE\\corpus-seed\\Archive",
+      "converted_command": "Type: Expand-Archive $env:USERPROFILE\\corpus-seed\\Archive.zip -DestinationPath $env:USERPROFILE\\corpus-seed\\Archive"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:18:34.367Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_131834_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_131834_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_131834_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:18:40.625Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_131840_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_131840_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_131840_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:18:43.910Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_131843_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_131843_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_131843_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-extract-zip-2/reasoning/reasoning.jsonl b/data/sessions/explorer-extract-zip-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d882418b34fecea352f8f810b6053298f2cb2c38
--- /dev/null
+++ b/data/sessions/explorer-extract-zip-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:18:19.968Z", "timestamp_annotated": "2026-08-19T14:18:26.201592+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_131819_at.webp", "reasoning": "The task is to extract a zip archive into a folder named after it, which is a single expand command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:18:30.113Z", "timestamp_annotated": "2026-08-19T14:18:26.201879+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Expand-Archive $env:USERPROFILE\\corpus-seed\\Archive.zip -DestinationPath $env:USERPROFILE\\corpus-seed\\Archive", "converted_command": "Type: Expand-Archive $env:USERPROFILE\\corpus-seed\\Archive.zip -DestinationPath $env:USERPROFILE\\corpus-seed\\Archive", "image_path": "vision/frames/step_0002_20260731_131830_at.webp", "reasoning": "Type an `Expand-Archive` command to unpack the zip. It is PowerShell's built-in extractor, so nothing needs installing. `-DestinationPath` is given explicitly and names a folder called `Archive` beside the zip: that reproduces what Explorer's own Extract All does, which offers a folder named after the archive rather than scattering the contents into the current directory.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:18:34.367Z", "timestamp_annotated": "2026-08-19T14:18:26.202195+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_131834_at.webp", "reasoning": "After typing the command Press Enter to extract the archive.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:18:40.625Z", "timestamp_annotated": "2026-08-19T14:18:26.202569+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_131840_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:18:43.910Z", "timestamp_annotated": "2026-08-19T14:18:26.202938+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_131843_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/explorer-extract-zip-2/sync_log.json b/data/sessions/explorer-extract-zip-2/sync_log.json
new file mode 100644
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+    "mouse_y": 348,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=316, Y=348",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:17:13.592Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 91,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1140,
+    "mouse_y": 722,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1140, Y=722",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:17:19.904Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 36,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1140,
+    "mouse_y": 722,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1140, Y=722",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:17:23.108Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-extract-zip/commands/cc_commands.json b/data/sessions/explorer-extract-zip/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..68c6fb18dc5616add23865f5766b7d24505f4b3f
--- /dev/null
+++ b/data/sessions/explorer-extract-zip/commands/cc_commands.json
@@ -0,0 +1,32 @@
+[
+  {
+    "command": "250 238 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "250 238 right",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "316 348 move",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "316 348 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "1140 722 move",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "1140 722 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-extract-zip/commands/converted_input.md b/data/sessions/explorer-extract-zip/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..c00188b4be4756918c8bb4c2c8915fdb60a079bc
--- /dev/null
+++ b/data/sessions/explorer-extract-zip/commands/converted_input.md
@@ -0,0 +1,12 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:17:02 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:17:02.952Z | Move-cursor at (250, 238) |
+|    2 | 2026-07-31T13:17:06.170Z | Right-click at (250, 238) |
+|    3 | 2026-07-31T13:17:10.443Z | Move-cursor at (316, 348) |
+|    4 | 2026-07-31T13:17:13.592Z | Left-click at (316, 348) |
+|    5 | 2026-07-31T13:17:19.904Z | Move-cursor at (1140, 722) |
+|    6 | 2026-07-31T13:17:23.108Z | Left-click at (1140, 722) |
diff --git a/data/sessions/explorer-extract-zip/commands/raw_input.md b/data/sessions/explorer-extract-zip/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..141321ec57c49e83b0a1facb2131448c799eecdf
--- /dev/null
+++ b/data/sessions/explorer-extract-zip/commands/raw_input.md
@@ -0,0 +1,12 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:17:02 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:17:02.952Z | Moved cursor to at X=250, Y=238 |
+|    2 | 2026-07-31T13:17:06.170Z | Right-clicked at X=250, Y=238 |
+|    3 | 2026-07-31T13:17:10.443Z | Moved cursor to at X=316, Y=348 |
+|    4 | 2026-07-31T13:17:13.592Z | Left-clicked at X=316, Y=348 |
+|    5 | 2026-07-31T13:17:19.904Z | Moved cursor to at X=1140, Y=722 |
+|    6 | 2026-07-31T13:17:23.108Z | Left-clicked at X=1140, Y=722 |
diff --git a/data/sessions/explorer-extract-zip/memory.md b/data/sessions/explorer-extract-zip/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..51578926e12b8e3f46b596be6423cb64a71b9ac0
--- /dev/null
+++ b/data/sessions/explorer-extract-zip/memory.md
@@ -0,0 +1,71 @@
+# Memory: explorer-extract-zip
+
+## Overview
+
+Extract a zip archive in place through the file manager's extraction wizard. Use this when
+an archive's contents are wanted beside the archive. The route right-clicks the archive and
+chooses Extract All, then accepts the destination the wizard has pre-filled — which is a
+folder named after the archive, in the same place. The recorded trace extracts
+`Archive.zip` beside itself, leaving the archive intact.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can expand archives, or a shell with an
+  extraction tool.
+- An archive file that exists and is readable, in a format the tool handles.
+- Write access to the destination folder, and enough free space for the uncompressed
+  contents — which can be far larger than the archive.
+- Knowledge of whether the archive contains a single top-level folder or a set of loose
+  files. This determines whether extracting "in place" produces one tidy folder or scatters
+  files across the destination.
+- No existing files at the destination that the archive's contents would replace.
+- An archive from a source that is trusted enough to unpack. Extraction writes whatever
+  paths the archive names.
+
+## Steps
+
+### Step 1 — Move-cursor at (250, 238)
+
+The task is to unpack `Archive.zip` into a folder. Move the cursor onto its row in `corpus-seed` first, without clicking — the move-then-click pair is what makes the click land reliably here.
+
+![Step 1](vision/frames/step_0001_20260731_131702_at.webp)
+
+### Step 2 — Right-click at (250, 238)
+
+Move the cursor and Right-click **`Archive.zip`** to open its context menu. A double-click would only browse the archive's contents in place, which reads files out of it but never writes them to disk; extracting needs the explicit command on this menu.
+
+![Step 2](vision/frames/step_0002_20260731_131706_at.webp)
+
+### Step 3 — Move-cursor at (316, 348)
+
+Move the cursor onto the **`Extract All...`** row, letting the hover highlight confirm the target before committing.
+
+![Step 3](vision/frames/step_0003_20260731_131710_at.webp)
+
+### Step 4 — Left-click at (316, 348)
+
+Move the cursor and Left-click **`Extract All...`**. This opens the extraction wizard rather than extracting immediately, so the destination can be reviewed before anything is written.
+
+![Step 4](vision/frames/step_0004_20260731_131713_at.webp)
+
+### Step 5 — Move-cursor at (1140, 722)
+
+The wizard has pre-filled the destination as `C:\Users\AgentUser\corpus-seed\Archive` — a folder named after the archive, next to it — which is exactly the layout the task wants, so nothing needs to be typed or browsed for. Move the cursor onto the **`Extract`** button.
+
+![Step 5](vision/frames/step_0005_20260731_131719_at.webp)
+
+### Step 6 — Left-click at (1140, 722)
+
+Move the cursor and Left-click **`Extract`**, accepting the default destination. The archive's contents are written into the new `Archive\` folder, and because `Show extracted files when complete` is ticked, Explorer opens that folder afterwards — which doubles as the confirmation that the extraction ran.
+
+![Step 6](vision/frames/step_0006_20260731_131723_at.webp)
+
+## Notes & Edge Cases
+
+1. An archive opens as a browsable folder on double-click on this system, which is why extracting needs the menu entry instead. Browsing an archive and extracting it are different things, and only one of them leaves files on disk.
+2. The entry opens a dialog with the destination already filled in from the archive's name. That destination is a decision the dialog has made rather than one the task made, so read it before confirming rather than afterwards.
+3. The dialog's checkbox only decides whether the extracted folder is opened at the end. It changes what is in front afterwards and nothing about the result, so it is not the confirmation it looks like.
+4. The archive is not consumed. The folder ends with the archive and its contents side by side.
+5. A destination that already exists is merged into rather than replaced, and same-named files inside prompt one at a time. A run expected to be unattended can stall on that prompt indefinitely.
+6. Free space is measured against the uncompressed size, which the archive's own size says nothing useful about.
+7. An archive from an unknown source can name paths outside the destination. Inspect the entries first when the source is not trusted.
diff --git a/data/sessions/explorer-extract-zip/metadata.json b/data/sessions/explorer-extract-zip/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd0cb21eece9e5ab7ff6783480b753e61054d5e3
--- /dev/null
+++ b/data/sessions/explorer-extract-zip/metadata.json
@@ -0,0 +1,116 @@
+{
+  "memory_name": "explorer-extract-zip",
+  "memory_description": "",
+  "session_id": "e287e0f8-b691-4967-b1f6-d55860adc28f",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:16:53.804243493Z",
+  "completed_at": "2026-07-31T13:17:33.400767027Z",
+  "total_steps": 6,
+  "annotated_steps": 6,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:17:02.952Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_131702_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_131702_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_131702_after.webp",
+      "raw_command": "Moved cursor to at X=250, Y=238",
+      "converted_command": "Move-cursor at (250, 238)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:17:06.170Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0002_20260731_131706_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_131706_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_131706_after.webp",
+      "raw_command": "Right-clicked at X=250, Y=238",
+      "converted_command": "Right-click at (250, 238)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:17:10.443Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260731_131710_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_131710_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_131710_after.webp",
+      "raw_command": "Moved cursor to at X=316, Y=348",
+      "converted_command": "Move-cursor at (316, 348)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:17:13.592Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_131713_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_131713_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_131713_after.webp",
+      "raw_command": "Left-clicked at X=316, Y=348",
+      "converted_command": "Left-click at (316, 348)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:17:19.904Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0005_20260731_131719_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_131719_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_131719_after.webp",
+      "raw_command": "Moved cursor to at X=1140, Y=722",
+      "converted_command": "Move-cursor at (1140, 722)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T13:17:23.108Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260731_131723_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_131723_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_131723_after.webp",
+      "raw_command": "Left-clicked at X=1140, Y=722",
+      "converted_command": "Left-click at (1140, 722)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-extract-zip/reasoning/reasoning.jsonl b/data/sessions/explorer-extract-zip/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9437055f1ceee93987a6aeb13cf6fab25d301099
--- /dev/null
+++ b/data/sessions/explorer-extract-zip/reasoning/reasoning.jsonl
@@ -0,0 +1,6 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:17:02.952Z", "timestamp_annotated": "2026-08-19T14:18:25.996082+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=250, Y=238", "converted_command": "Move-cursor at (250, 238)", "image_path": "vision/frames/step_0001_20260731_131702_at.webp", "reasoning": "The task is to unpack `Archive.zip` into a folder. Move the cursor onto its row in `corpus-seed` first, without clicking — the move-then-click pair is what makes the click land reliably here.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:17:06.170Z", "timestamp_annotated": "2026-08-19T14:18:25.996455+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=250, Y=238", "converted_command": "Right-click at (250, 238)", "image_path": "vision/frames/step_0002_20260731_131706_at.webp", "reasoning": "Move the cursor and Right-click **`Archive.zip`** to open its context menu. A double-click would only browse the archive's contents in place, which reads files out of it but never writes them to disk; extracting needs the explicit command on this menu.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:17:10.443Z", "timestamp_annotated": "2026-08-19T14:18:25.996870+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=316, Y=348", "converted_command": "Move-cursor at (316, 348)", "image_path": "vision/frames/step_0003_20260731_131710_at.webp", "reasoning": "Move the cursor onto the **`Extract All...`** row, letting the hover highlight confirm the target before committing.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:17:13.592Z", "timestamp_annotated": "2026-08-19T14:18:25.997242+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=316, Y=348", "converted_command": "Left-click at (316, 348)", "image_path": "vision/frames/step_0004_20260731_131713_at.webp", "reasoning": "Move the cursor and Left-click **`Extract All...`**. This opens the extraction wizard rather than extracting immediately, so the destination can be reviewed before anything is written.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:17:19.904Z", "timestamp_annotated": "2026-08-19T14:18:25.997709+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1140, Y=722", "converted_command": "Move-cursor at (1140, 722)", "image_path": "vision/frames/step_0005_20260731_131719_at.webp", "reasoning": "The wizard has pre-filled the destination as `C:\\Users\\AgentUser\\corpus-seed\\Archive` — a folder named after the archive, next to it — which is exactly the layout the task wants, so nothing needs to be typed or browsed for. Move the cursor onto the **`Extract`** button.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T13:17:23.108Z", "timestamp_annotated": "2026-08-19T14:18:25.998129+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1140, Y=722", "converted_command": "Left-click at (1140, 722)", "image_path": "vision/frames/step_0006_20260731_131723_at.webp", "reasoning": "Move the cursor and Left-click **`Extract`**, accepting the default destination. The archive's contents are written into the new `Archive\\` folder, and because `Show extracted files when complete` is ticked, Explorer opens that folder afterwards — which doubles as the confirmation that the extraction ran.", "skipped": false}
diff --git a/data/sessions/explorer-extract-zip/sync_log.json b/data/sessions/explorer-extract-zip/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f38bb18a0d5f49d6cc511c5049970aa64a3e59f
--- /dev/null
+++ b/data/sessions/explorer-extract-zip/sync_log.json
@@ -0,0 +1,166 @@
+{
+  "session_id": "e287e0f8-b691-4967-b1f6-d55860adc28f",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260731_131702_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/vision/frames/step_0001_20260731_131702_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260731_131702_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/vision/frames/step_0001_20260731_131702_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260731_131702_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/vision/frames/step_0001_20260731_131702_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "metadata.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/metadata.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260731_131706_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/vision/frames/step_0002_20260731_131706_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260731_131706_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-extract-zip/vision/frames/step_0002_20260731_131706_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
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+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+V",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:02:47.088Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-move-to-folder-2/commands/cc_commands.json b/data/sessions/explorer-move-to-folder-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..cdd9b4ee06f836ee4dbc7dfe7928d6fdd6b7aa5d
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-2/commands/cc_commands.json
@@ -0,0 +1,32 @@
+[
+  {
+    "command": "250 386 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "250 386 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Ctrl+X}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "212 133 move",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "212 133 double",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Ctrl+V}",
+    "os": "WINDOWS",
+    "step_id": 6
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-move-to-folder-2/commands/converted_input.md b/data/sessions/explorer-move-to-folder-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..b36ea84ba0f5b97270e2cd8ef52e0670d4e4282e
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-2/commands/converted_input.md
@@ -0,0 +1,12 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:02:26 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:02:26.141Z | Move-cursor at (250, 386) |
+|    2 | 2026-07-31T13:02:29.329Z | Left-click at (250, 386) |
+|    3 | 2026-07-31T13:02:33.569Z | Press: Ctrl+X |
+|    4 | 2026-07-31T13:02:37.862Z | Move-cursor at (212, 133) |
+|    5 | 2026-07-31T13:02:40.985Z | Double-click at (212, 133) |
+|    6 | 2026-07-31T13:02:47.088Z | Press: Ctrl+V |
diff --git a/data/sessions/explorer-move-to-folder-2/commands/raw_input.md b/data/sessions/explorer-move-to-folder-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..f18e57ed5c2bdf39c1ec6f0c83d730116759b634
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-2/commands/raw_input.md
@@ -0,0 +1,12 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:02:26 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:02:26.141Z | Moved cursor to at X=250, Y=386 |
+|    2 | 2026-07-31T13:02:29.329Z | Left-clicked at X=250, Y=386 |
+|    3 | 2026-07-31T13:02:33.569Z | Pressed: Ctrl+X |
+|    4 | 2026-07-31T13:02:37.862Z | Moved cursor to at X=212, Y=133 |
+|    5 | 2026-07-31T13:02:40.985Z | Double-clicked at X=212, Y=133 |
+|    6 | 2026-07-31T13:02:47.088Z | Pressed: Ctrl+V |
diff --git a/data/sessions/explorer-move-to-folder-2/memory.md b/data/sessions/explorer-move-to-folder-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..a3faa8c0997268eee16fd88feda6ae4295bee8c5
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-2/memory.md
@@ -0,0 +1,71 @@
+# Memory: explorer-move-to-folder-2
+
+## Overview
+
+Move a file into a subfolder using the keyboard: select the file, cut, open the destination
+and paste. Use this when a file has to be relocated and nothing should remain at the
+source. Cut marks the file rather than removing it, so the move only completes at the
+paste. The recorded trace leaves `report.pdf` in `dest\` only.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to move and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to both the source folder and the destination. A move deletes from one and
+  creates in the other, so read access to the file alone is not enough.
+- Clarity that the result is a move, not a copy. Nothing must remain at the source when
+  the task finishes.
+- No file of the same name already in the destination — it is overwritten without a useful
+  warning, and the original is gone by then, so the overwritten data is unrecoverable.
+- Both locations on the same volume, where that can be arranged. A move within a volume
+  renames an entry; a move across volumes copies and then deletes, which takes time
+  proportional to the file and can fail partway.
+
+## Steps
+
+### Step 1 — Move-cursor at (250, 386)
+
+The task is to move a file into a subfolder so that nothing is left behind, using the keyboard only, so the file has to be selected first. Move the cursor onto the `report.pdf` row. The move is recorded as its own step because a click sent on its own does not always land; moving to the target first and clicking separately is the dependable sequence, and both halves are real actions in the trace.
+
+![Step 1](vision/frames/step_0001_20260731_130226_at.webp)
+
+### Step 2 — Left-click at (250, 386)
+
+Move the cursor and Left-click to select `report.pdf`.
+
+![Step 2](vision/frames/step_0002_20260731_130229_at.webp)
+
+### Step 3 — Press: Ctrl+X
+
+Press Ctrl+X to cut the file. Unlike the macOS equivalent, Windows has a real cut for files, so the decision to move rather than copy is made here at the source rather than at the destination. The file is not removed yet — it is marked to be relocated when a paste follows, and its icon dims to show that.
+
+![Step 3](vision/frames/step_0003_20260731_130233_at.webp)
+
+### Step 4 — Move-cursor at (212, 133)
+
+Move the cursor onto the `dest` folder row, the first in the list, ahead of the click.
+
+![Step 4](vision/frames/step_0004_20260731_130237_at.webp)
+
+### Step 5 — Double-click at (212, 133)
+
+Move the cursor and Double-click `dest` to open it, so the paste lands inside the destination folder rather than in the folder currently shown.
+
+![Step 5](vision/frames/step_0005_20260731_130240_at.webp)
+
+### Step 6 — Press: Ctrl+V
+
+Press Ctrl+V to paste. Because the file was cut rather than copied, this completes a move: the file now exists in `dest` and is gone from `corpus-seed`.
+
+![Step 6](vision/frames/step_0006_20260731_130247_at.webp)
+
+## Notes & Edge Cases
+
+1. The cut keystroke and the copy keystroke are one key apart and produce identical destinations. Verify the source folder no longer holds the file; that is the only difference visible anywhere afterwards.
+2. Nothing has moved until the paste. Cut only marks the file, so an interruption between the two keystrokes leaves everything in place with nothing to indicate a move was attempted.
+3. The paste goes into whatever window has focus at the time. Opening the destination between the two keystrokes is what decides where the file lands — if that step fails, the paste puts it back where it started and looks like success.
+4. The double-click has to land on a folder. On a file it opens the file in an application instead, focus follows it, and the paste then goes somewhere entirely unintended.
+5. A move that overwrites destroys the target silently, and the source is already gone by then. Check the destination for a same-named file before pasting; there is nothing to undo to afterwards.
+6. The clipboard is shared with every other running application, so anything that copies or cuts in between substitutes a different file with no error.
+7. Nothing is reported when this works. Confirm from both ends — the file present at the destination and absent from the source.
diff --git a/data/sessions/explorer-move-to-folder-2/metadata.json b/data/sessions/explorer-move-to-folder-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6165983c09374c3dbcf77bc77a803f237801fbc8
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-2/metadata.json
@@ -0,0 +1,116 @@
+{
+  "memory_name": "explorer-move-to-folder-2",
+  "memory_description": "",
+  "session_id": "67a67932-ed6b-4769-af14-85a049f57084",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:02:16.946418883Z",
+  "completed_at": "2026-07-31T13:02:53.132765761Z",
+  "total_steps": 6,
+  "annotated_steps": 6,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:02:26.141Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_130226_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_130226_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_130226_after.webp",
+      "raw_command": "Moved cursor to at X=250, Y=386",
+      "converted_command": "Move-cursor at (250, 386)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:02:29.329Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_130229_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_130229_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_130229_after.webp",
+      "raw_command": "Left-clicked at X=250, Y=386",
+      "converted_command": "Left-click at (250, 386)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:02:33.569Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_130233_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_130233_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_130233_after.webp",
+      "raw_command": "Pressed: Ctrl+X",
+      "converted_command": "Press: Ctrl+X"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:02:37.862Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0004_20260731_130237_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_130237_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_130237_after.webp",
+      "raw_command": "Moved cursor to at X=212, Y=133",
+      "converted_command": "Move-cursor at (212, 133)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:02:40.985Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0005_20260731_130240_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_130240_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_130240_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=133",
+      "converted_command": "Double-click at (212, 133)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T13:02:47.088Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260731_130247_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260731_130247_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_130247_after.webp",
+      "raw_command": "Pressed: Ctrl+V",
+      "converted_command": "Press: Ctrl+V"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-move-to-folder-2/reasoning/reasoning.jsonl b/data/sessions/explorer-move-to-folder-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c40cd98bed97310793f3cfc1c300cbdcfdcb19a6
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-2/reasoning/reasoning.jsonl
@@ -0,0 +1,6 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:02:26.141Z", "timestamp_annotated": "2026-08-19T14:18:26.175967+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=250, Y=386", "converted_command": "Move-cursor at (250, 386)", "image_path": "vision/frames/step_0001_20260731_130226_at.webp", "reasoning": "The task is to move a file into a subfolder so that nothing is left behind, using the keyboard only, so the file has to be selected first. Move the cursor onto the `report.pdf` row. The move is recorded as its own step because a click sent on its own does not always land; moving to the target first and clicking separately is the dependable sequence, and both halves are real actions in the trace.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:02:29.329Z", "timestamp_annotated": "2026-08-19T14:18:26.176331+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=250, Y=386", "converted_command": "Left-click at (250, 386)", "image_path": "vision/frames/step_0002_20260731_130229_at.webp", "reasoning": "Move the cursor and Left-click to select `report.pdf`.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:02:33.569Z", "timestamp_annotated": "2026-08-19T14:18:26.176693+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+X", "converted_command": "Press: Ctrl+X", "image_path": "vision/frames/step_0003_20260731_130233_at.webp", "reasoning": "Press Ctrl+X to cut the file. Unlike the macOS equivalent, Windows has a real cut for files, so the decision to move rather than copy is made here at the source rather than at the destination. The file is not removed yet — it is marked to be relocated when a paste follows, and its icon dims to show that.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:02:37.862Z", "timestamp_annotated": "2026-08-19T14:18:26.177027+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=212, Y=133", "converted_command": "Move-cursor at (212, 133)", "image_path": "vision/frames/step_0004_20260731_130237_at.webp", "reasoning": "Move the cursor onto the `dest` folder row, the first in the list, ahead of the click.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:02:40.985Z", "timestamp_annotated": "2026-08-19T14:18:26.177370+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=133", "converted_command": "Double-click at (212, 133)", "image_path": "vision/frames/step_0005_20260731_130240_at.webp", "reasoning": "Move the cursor and Double-click `dest` to open it, so the paste lands inside the destination folder rather than in the folder currently shown.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T13:02:47.088Z", "timestamp_annotated": "2026-08-19T14:18:26.177769+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+V", "converted_command": "Press: Ctrl+V", "image_path": "vision/frames/step_0006_20260731_130247_at.webp", "reasoning": "Press Ctrl+V to paste. Because the file was cut rather than copied, this completes a move: the file now exists in `dest` and is gone from `corpus-seed`.", "skipped": false}
diff --git a/data/sessions/explorer-move-to-folder-2/sync_log.json b/data/sessions/explorer-move-to-folder-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..ebd012822dac8d4e65e891e85343db598588d8f1
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-2/sync_log.json
@@ -0,0 +1,166 @@
+{
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+    "action_subtype": "left",
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+    "agent_alive": true,
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+    "error_message": "",
+    "execution_time_ms": 92,
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+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:46:51.328Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:47:01.613Z"
+  },
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+    "success": true,
+    "timestamp": "2026-07-31T12:47:05.953Z"
+  },
+  {
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+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:47:12.264Z"
+  },
+  {
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+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:47:15.564Z"
+  }
+]
\ No newline at end of file
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+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-move-to-folder-3/commands/converted_input.md b/data/sessions/explorer-move-to-folder-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..5256528a3692b957795a9f2e742f933fd35ab5bc
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-3/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:46:51 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:46:51.328Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T12:47:01.613Z | Type: Move-Item $env:USERPROFILE\corpus-seed\report.pdf $env:USERPROFILE\corpus-seed\dest\ |
+|    3 | 2026-07-31T12:47:05.953Z | Press: Enter |
+|    4 | 2026-07-31T12:47:12.264Z | Type: exit |
+|    5 | 2026-07-31T12:47:15.564Z | Press: Enter |
diff --git a/data/sessions/explorer-move-to-folder-3/commands/raw_input.md b/data/sessions/explorer-move-to-folder-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..2e423d8107a76bcf2a9ecb4b51d181501c909068
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-3/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:46:51 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:46:51.328Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T12:47:01.613Z | Typed: Move-Item $env:USERPROFILE\corpus-seed\report.pdf $env:USERPROFILE\corpus-seed\dest\ |
+|    3 | 2026-07-31T12:47:05.953Z | Pressed: Return |
+|    4 | 2026-07-31T12:47:12.264Z | Typed: exit |
+|    5 | 2026-07-31T12:47:15.564Z | Pressed: Return |
diff --git a/data/sessions/explorer-move-to-folder-3/memory.md b/data/sessions/explorer-move-to-folder-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..7e3bcb1d627ae40e292633281d04200ccb88fa86
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-3/memory.md
@@ -0,0 +1,65 @@
+# Memory: explorer-move-to-folder-3
+
+## Overview
+
+Move a file into a subfolder from a shell. Use this as the terminal route to the same end
+state as the file-manager move: one command names the source and the destination folder and
+nothing is left behind. The recorded trace opens a shell, moves `report.pdf` into `dest\`,
+and closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to move and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to both the source folder and the destination. A move deletes from one and
+  creates in the other, so read access to the file alone is not enough.
+- Clarity that the result is a move, not a copy. Nothing must remain at the source when
+  the task finishes.
+- No file of the same name already in the destination — it is overwritten without a useful
+  warning, and the original is gone by then, so the overwritten data is unrecoverable.
+- Both locations on the same volume, where that can be arranged. A move within a volume
+  renames an entry; a move across volumes copies and then deletes, which takes time
+  proportional to the file and can fail partway.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to move a file into a subfolder, leaving nothing behind, which is a single move command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_124651_at.webp)
+
+### Step 2 — Type: Move-Item $env:USERPROFILE\corpus-seed\report.pdf $env:USERPROFILE\corpus-seed\dest\
+
+Type a `Move-Item` command naming the source file and the destination folder. `Move-Item` relocates rather than duplicating, so nothing is left at the source — the single-word difference from `Copy-Item` is the entire difference between this task and the copy task.
+
+![Step 2](vision/frames/step_0002_20260731_124701_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to run the move.
+
+![Step 3](vision/frames/step_0003_20260731_124705_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_124712_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_124715_at.webp)
+
+## Notes & Edge Cases
+
+1. The trailing separator is what forces the destination to be a directory. Without it, a destination that does not exist is treated as a new name and the file is renamed instead of moved — the original disappears, a strangely named file appears, and nothing reports an error. It is the single most consequential character in the command.
+2. The command overwrites a same-named file at the destination without asking, and the source is gone by then. Unlike a copy there is nothing left to recover from, so check the destination first or use the option that refuses to replace.
+3. A move within one volume is instant; across volumes it is a copy followed by a delete. The slow case can fail partway and leave the file in both places, or in neither, so where the data matters confirm both ends rather than assuming the operation is atomic.
+4. The same verb renames and moves. Which one happens depends entirely on whether the destination resolves to an existing directory, which is why the destination's existence matters more here than in most commands.
+5. Absolute paths built from the environment variable keep the command independent of the shell's current directory, which is unknown in a freshly opened window.
+6. The environment variable is expanded by the shell, so the same string handed to something that is not a shell leaves the literal text unresolved.
+7. The prompt returning is not confirmation that the file arrived. Check the destination, and check that the source is empty.
diff --git a/data/sessions/explorer-move-to-folder-3/metadata.json b/data/sessions/explorer-move-to-folder-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a51ac52e9cb8fa58335f199f19d79a9515f7d36
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-3/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-move-to-folder-3",
+  "memory_description": "",
+  "session_id": "3a28b129-9904-4065-9ce8-3b37138ea0a8",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:46:42.147197719Z",
+  "completed_at": "2026-07-31T12:47:20.761477497Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:46:51.328Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_124651_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_124651_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_124651_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:47:01.613Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_124701_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_124701_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_124701_after.webp",
+      "raw_command": "Typed: Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\",
+      "converted_command": "Type: Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:47:05.953Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_124705_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_124705_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_124705_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:47:12.264Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_124712_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_124712_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_124712_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:47:15.564Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_124715_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_124715_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_124715_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-move-to-folder-3/reasoning/reasoning.jsonl b/data/sessions/explorer-move-to-folder-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..07e175fb68824fc704fc8b443a57a137aef18717
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-3/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:46:51.328Z", "timestamp_annotated": "2026-08-19T14:18:26.181329+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_124651_at.webp", "reasoning": "The task is to move a file into a subfolder, leaving nothing behind, which is a single move command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:47:01.613Z", "timestamp_annotated": "2026-08-19T14:18:26.181680+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\", "converted_command": "Type: Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\dest\\", "image_path": "vision/frames/step_0002_20260731_124701_at.webp", "reasoning": "Type a `Move-Item` command naming the source file and the destination folder. `Move-Item` relocates rather than duplicating, so nothing is left at the source — the single-word difference from `Copy-Item` is the entire difference between this task and the copy task.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:47:05.953Z", "timestamp_annotated": "2026-08-19T14:18:26.182008+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_124705_at.webp", "reasoning": "After typing the command Press Enter to run the move.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:47:12.264Z", "timestamp_annotated": "2026-08-19T14:18:26.182369+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_124712_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:47:15.564Z", "timestamp_annotated": "2026-08-19T14:18:26.182750+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_124715_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/explorer-move-to-folder-3/sync_log.json b/data/sessions/explorer-move-to-folder-3/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..31c40a833f40b813f52763ba85d2e563c11a67fd
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-3/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "3a28b129-9904-4065-9ce8-3b37138ea0a8",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-move-to-folder-3/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-move-to-folder-3/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-move-to-folder-3/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-move-to-folder-3/commands/cc_commands.json",
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+      "failed_permanent": false,
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0005_20260731_124715_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-move-to-folder-3/vision/frames/step_0005_20260731_124715_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0005_20260731_124715_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-move-to-folder-3/vision/frames/step_0005_20260731_124715_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
diff --git a/data/sessions/explorer-move-to-folder-3/vision/frames/closing_state.webp b/data/sessions/explorer-move-to-folder-3/vision/frames/closing_state.webp
new file mode 100644
index 0000000000000000000000000000000000000000..b1d9707e5e5fb9f99e27078d2803656d1c687b6f
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder-3/vision/frames/closing_state.webp
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diff --git a/data/sessions/explorer-move-to-folder/commands/actuation_commands.json b/data/sessions/explorer-move-to-folder/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..192bc1a6cfd3086acb152890961ec14865d2e2ed
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder/commands/actuation_commands.json
@@ -0,0 +1,135 @@
+[
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 86,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 386,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=250, Y=386",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:44:38.141Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 92,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 294,
+    "mouse_y": 620,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=294, Y=620",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:44:43.468Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 31,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 294,
+    "mouse_y": 620,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=294, Y=620",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:44:46.609Z"
+  },
+  {
+    "action_subtype": "double",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 212,
+    "mouse_y": 133,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Double-clicked at X=212, Y=133",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:44:50.937Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 98,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 900,
+    "mouse_y": 600,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=900, Y=600",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:44:57.174Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 88,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 948,
+    "mouse_y": 739,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=948, Y=739",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:45:02.391Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 24,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 948,
+    "mouse_y": 739,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=948, Y=739",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:45:05.612Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-move-to-folder/commands/cc_commands.json b/data/sessions/explorer-move-to-folder/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..f244cb599dd9b88e1c67e419ce583f452eac53e9
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder/commands/cc_commands.json
@@ -0,0 +1,37 @@
+[
+  {
+    "command": "250 386 right",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "294 620 move",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "294 620 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "212 133 double",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "900 600 right",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "948 739 move",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "948 739 left",
+    "os": "WINDOWS",
+    "step_id": 7
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-move-to-folder/commands/converted_input.md b/data/sessions/explorer-move-to-folder/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..225443ed81273d9e1f9dfe6f36742dc8c2c2f9ce
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder/commands/converted_input.md
@@ -0,0 +1,13 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:44:38 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:44:38.141Z | Right-click at (250, 386) |
+|    2 | 2026-07-31T12:44:43.468Z | Move-cursor at (294, 620) |
+|    3 | 2026-07-31T12:44:46.609Z | Left-click at (294, 620) |
+|    4 | 2026-07-31T12:44:50.937Z | Double-click at (212, 133) |
+|    5 | 2026-07-31T12:44:57.174Z | Right-click at (900, 600) |
+|    6 | 2026-07-31T12:45:02.391Z | Move-cursor at (948, 739) |
+|    7 | 2026-07-31T12:45:05.612Z | Left-click at (948, 739) |
diff --git a/data/sessions/explorer-move-to-folder/commands/raw_input.md b/data/sessions/explorer-move-to-folder/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..455b4b1503e83faf955cfe024aaf2fc3bd3fb89d
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder/commands/raw_input.md
@@ -0,0 +1,13 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:44:38 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:44:38.141Z | Right-clicked at X=250, Y=386 |
+|    2 | 2026-07-31T12:44:43.468Z | Moved cursor to at X=294, Y=620 |
+|    3 | 2026-07-31T12:44:46.609Z | Left-clicked at X=294, Y=620 |
+|    4 | 2026-07-31T12:44:50.937Z | Double-clicked at X=212, Y=133 |
+|    5 | 2026-07-31T12:44:57.174Z | Right-clicked at X=900, Y=600 |
+|    6 | 2026-07-31T12:45:02.391Z | Moved cursor to at X=948, Y=739 |
+|    7 | 2026-07-31T12:45:05.612Z | Left-clicked at X=948, Y=739 |
diff --git a/data/sessions/explorer-move-to-folder/memory.md b/data/sessions/explorer-move-to-folder/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..5cf958cea6caaca3d8664a4c5dcf88bb1be62a24
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder/memory.md
@@ -0,0 +1,78 @@
+# Memory: explorer-move-to-folder
+
+## Overview
+
+Move a file into a subfolder through the file manager's context menu, leaving nothing
+behind. Use this when a file has to be relocated by pointing. The route cuts the file from
+its context menu — which marks it rather than removing it — opens the destination folder,
+and pastes inside, which is what completes the move. The recorded trace leaves `report.pdf`
+in `dest\` only.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to move and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to both the source folder and the destination. A move deletes from one and
+  creates in the other, so read access to the file alone is not enough.
+- Clarity that the result is a move, not a copy. Nothing must remain at the source when
+  the task finishes.
+- No file of the same name already in the destination — it is overwritten without a useful
+  warning, and the original is gone by then, so the overwritten data is unrecoverable.
+- Both locations on the same volume, where that can be arranged. A move within a volume
+  renames an entry; a move across volumes copies and then deletes, which takes time
+  proportional to the file and can fail partway.
+
+## Steps
+
+### Step 1 — Right-click at (250, 386)
+
+The task is to relocate `report.pdf` into another folder, so it should end up in exactly one place. Move the cursor and Right-click **`report.pdf`** in `corpus-seed` to select it and open its context menu.
+
+![Step 1](vision/frames/step_0001_20260731_124438_at.webp)
+
+### Step 2 — Move-cursor at (294, 620)
+
+Move the cursor onto the **`Cut`** row first, without clicking. Hovering before clicking is what makes the click land reliably, and it leaves the target highlighted in the next frame for verification.
+
+![Step 2](vision/frames/step_0002_20260731_124443_at.webp)
+
+### Step 3 — Left-click at (294, 620)
+
+Move the cursor and Left-click **`Cut`**. This marks the file for relocation rather than duplication, which is what "move" means; `Copy` sits 22 px below and would leave the original behind. The row stays visible in the listing afterwards — Windows keeps it until the paste completes — so its continued presence does not mean the cut failed.
+
+![Step 3](vision/frames/step_0003_20260731_124446_at.webp)
+
+### Step 4 — Double-click at (212, 133)
+
+Move the cursor and Double-click **`dest`**, the top row of the listing, to open the destination folder. A cut is only completed by a paste, so the view has to travel to where the file should end up.
+
+![Step 4](vision/frames/step_0004_20260731_124450_at.webp)
+
+### Step 5 — Right-click at (900, 600)
+
+`dest\` is empty, so the menu has to be opened from blank space in the file pane rather than from an item.
+
+![Step 5](vision/frames/step_0005_20260731_124457_at.webp)
+
+### Step 6 — Move-cursor at (948, 739)
+
+Move the cursor onto the **`Paste`** row before clicking.
+
+![Step 6](vision/frames/step_0006_20260731_124502_at.webp)
+
+### Step 7 — Left-click at (948, 739)
+
+Move the cursor and Left-click **`Paste`**. This completes the move: the file is written into `dest\` and removed from `corpus-seed`, so it exists in exactly one place. Only now does the source row disappear from the parent folder.
+
+![Step 7](vision/frames/step_0007_20260731_124505_at.webp)
+
+## Notes & Edge Cases
+
+1. Nothing has moved until the paste. The first half only marks the file, so an interruption between the two leaves everything where it was — which is the safe failure, and also the reason a half-finished move shows no sign of itself.
+2. Cut and copy sit next to each other in the same menu and produce identical-looking destinations. The only way to tell a move from a copy afterwards is that the source folder no longer holds the file, so confirm there rather than in the folder just opened.
+3. The paste lands in whatever folder the window is showing, not in whatever is selected. Opening the destination is the step that decides the outcome; if it silently failed, the file is pasted back where it started and the task looks finished.
+4. A move that overwrites a same-named file at the destination replaces it, and the original is gone by then. Check the destination for that name before pasting — unlike a copy there is nothing left to recover from.
+5. A cut file usually stays visible, sometimes dimmed, until the paste completes. Its still being there is not evidence the first half failed.
+6. A dimmed paste entry means the clipboard is empty and the first half did not land. It is a report rather than a rendering quirk.
+7. Move to the target and click as separate actions, and prefer the keyboard equivalents of both halves when the selection is already correct.
diff --git a/data/sessions/explorer-move-to-folder/metadata.json b/data/sessions/explorer-move-to-folder/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a09416c87e54392053d3d592ea06813aa99805d7
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder/metadata.json
@@ -0,0 +1,129 @@
+{
+  "memory_name": "explorer-move-to-folder",
+  "memory_description": "",
+  "session_id": "7aa32a14-032e-4e78-9899-b1c76885d9b3",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:44:28.931970805Z",
+  "completed_at": "2026-07-31T12:45:09.674897447Z",
+  "total_steps": 7,
+  "annotated_steps": 7,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:44:38.141Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260731_124438_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_124438_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_124438_after.webp",
+      "raw_command": "Right-clicked at X=250, Y=386",
+      "converted_command": "Right-click at (250, 386)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:44:43.468Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0002_20260731_124443_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_124443_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_124443_after.webp",
+      "raw_command": "Moved cursor to at X=294, Y=620",
+      "converted_command": "Move-cursor at (294, 620)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:44:46.609Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_124446_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_124446_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_124446_after.webp",
+      "raw_command": "Left-clicked at X=294, Y=620",
+      "converted_command": "Left-click at (294, 620)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:44:50.937Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0004_20260731_124450_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_124450_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_124450_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=133",
+      "converted_command": "Double-click at (212, 133)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:44:57.174Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0005_20260731_124457_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_124457_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_124457_after.webp",
+      "raw_command": "Right-clicked at X=900, Y=600",
+      "converted_command": "Right-click at (900, 600)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T12:45:02.391Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0006_20260731_124502_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_124502_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_124502_after.webp",
+      "raw_command": "Moved cursor to at X=948, Y=739",
+      "converted_command": "Move-cursor at (948, 739)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T12:45:05.612Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260731_124505_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260731_124505_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_124505_after.webp",
+      "raw_command": "Left-clicked at X=948, Y=739",
+      "converted_command": "Left-click at (948, 739)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-move-to-folder/reasoning/reasoning.jsonl b/data/sessions/explorer-move-to-folder/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8290c53d6e210eed28db1a3c99c8961e8c7b0787
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder/reasoning/reasoning.jsonl
@@ -0,0 +1,7 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:44:38.141Z", "timestamp_annotated": "2026-08-19T14:18:25.980178+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=250, Y=386", "converted_command": "Right-click at (250, 386)", "image_path": "vision/frames/step_0001_20260731_124438_at.webp", "reasoning": "The task is to relocate `report.pdf` into another folder, so it should end up in exactly one place. Move the cursor and Right-click **`report.pdf`** in `corpus-seed` to select it and open its context menu.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:44:43.468Z", "timestamp_annotated": "2026-08-19T14:18:25.980505+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=294, Y=620", "converted_command": "Move-cursor at (294, 620)", "image_path": "vision/frames/step_0002_20260731_124443_at.webp", "reasoning": "Move the cursor onto the **`Cut`** row first, without clicking. Hovering before clicking is what makes the click land reliably, and it leaves the target highlighted in the next frame for verification.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:44:46.609Z", "timestamp_annotated": "2026-08-19T14:18:25.980904+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=294, Y=620", "converted_command": "Left-click at (294, 620)", "image_path": "vision/frames/step_0003_20260731_124446_at.webp", "reasoning": "Move the cursor and Left-click **`Cut`**. This marks the file for relocation rather than duplication, which is what \"move\" means; `Copy` sits 22 px below and would leave the original behind. The row stays visible in the listing afterwards — Windows keeps it until the paste completes — so its continued presence does not mean the cut failed.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:44:50.937Z", "timestamp_annotated": "2026-08-19T14:18:25.981281+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=133", "converted_command": "Double-click at (212, 133)", "image_path": "vision/frames/step_0004_20260731_124450_at.webp", "reasoning": "Move the cursor and Double-click **`dest`**, the top row of the listing, to open the destination folder. A cut is only completed by a paste, so the view has to travel to where the file should end up.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:44:57.174Z", "timestamp_annotated": "2026-08-19T14:18:25.981687+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=900, Y=600", "converted_command": "Right-click at (900, 600)", "image_path": "vision/frames/step_0005_20260731_124457_at.webp", "reasoning": "`dest\\` is empty, so the menu has to be opened from blank space in the file pane rather than from an item.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T12:45:02.391Z", "timestamp_annotated": "2026-08-19T14:18:25.982089+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=948, Y=739", "converted_command": "Move-cursor at (948, 739)", "image_path": "vision/frames/step_0006_20260731_124502_at.webp", "reasoning": "Move the cursor onto the **`Paste`** row before clicking.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T12:45:05.612Z", "timestamp_annotated": "2026-08-19T14:18:25.982553+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=948, Y=739", "converted_command": "Left-click at (948, 739)", "image_path": "vision/frames/step_0007_20260731_124505_at.webp", "reasoning": "Move the cursor and Left-click **`Paste`**. This completes the move: the file is written into `dest\\` and removed from `corpus-seed`, so it exists in exactly one place. Only now does the source row disappear from the parent folder.", "skipped": false}
diff --git a/data/sessions/explorer-move-to-folder/sync_log.json b/data/sessions/explorer-move-to-folder/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..b065195b960d37423685f69c597952c8075b8682
--- /dev/null
+++ b/data/sessions/explorer-move-to-folder/sync_log.json
@@ -0,0 +1,187 @@
+{
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+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+V",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:42:05.100Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-nested-folders-2/commands/cc_commands.json b/data/sessions/explorer-nested-folders-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..999ffbdfe31aa5b4fbb7f1664000441118d75ca6
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-2/commands/cc_commands.json
@@ -0,0 +1,192 @@
+[
+  {
+    "command": "press {Ctrl+Shift+N}",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Projects",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Ctrl+Shift+N}",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "type 2026",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Ctrl+Shift+N}",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "type Q3",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "press {Alt+Up}",
+    "os": "WINDOWS",
+    "step_id": 12
+  },
+  {
+    "command": "press {Alt+Up}",
+    "os": "WINDOWS",
+    "step_id": 13
+  },
+  {
+    "command": "press {Home}",
+    "os": "WINDOWS",
+    "step_id": 14
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 15
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 16
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 17
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 18
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 19
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 20
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 21
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 22
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 23
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 24
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 25
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 26
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 27
+  },
+  {
+    "command": "press {Ctrl+X}",
+    "os": "WINDOWS",
+    "step_id": 28
+  },
+  {
+    "command": "press {Home}",
+    "os": "WINDOWS",
+    "step_id": 29
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 30
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 31
+  },
+  {
+    "command": "press {Down}",
+    "os": "WINDOWS",
+    "step_id": 32
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 33
+  },
+  {
+    "command": "press {Home}",
+    "os": "WINDOWS",
+    "step_id": 34
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 35
+  },
+  {
+    "command": "press {Home}",
+    "os": "WINDOWS",
+    "step_id": 36
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 37
+  },
+  {
+    "command": "press {Ctrl+V}",
+    "os": "WINDOWS",
+    "step_id": 38
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-nested-folders-2/commands/converted_input.md b/data/sessions/explorer-nested-folders-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..8c919fc587e3f7ce689de3e00c2b383fc28c12b7
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-2/commands/converted_input.md
@@ -0,0 +1,44 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-30 05:40:05 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-30T05:40:05.341Z | Press: Ctrl+Shift+N |
+|    2 | 2026-07-30T05:40:08.535Z | Type: Projects |
+|    3 | 2026-07-30T05:40:11.747Z | Press: Enter |
+|    4 | 2026-07-30T05:40:16.919Z | Press: Enter |
+|    5 | 2026-07-30T05:40:22.124Z | Press: Ctrl+Shift+N |
+|    6 | 2026-07-30T05:40:25.265Z | Type: 2026 |
+|    7 | 2026-07-30T05:40:28.377Z | Press: Enter |
+|    8 | 2026-07-30T05:40:33.504Z | Press: Enter |
+|    9 | 2026-07-30T05:40:38.682Z | Press: Ctrl+Shift+N |
+|   10 | 2026-07-30T05:40:41.873Z | Type: Q3 |
+|   11 | 2026-07-30T05:40:45.080Z | Press: Enter |
+|   12 | 2026-07-30T05:40:50.238Z | Press: Alt+Up |
+|   13 | 2026-07-30T05:40:54.416Z | Press: Alt+Up |
+|   14 | 2026-07-30T05:40:58.504Z | Press: Home |
+|   15 | 2026-07-30T05:41:01.676Z | Press: Down |
+|   16 | 2026-07-30T05:41:03.876Z | Press: Down |
+|   17 | 2026-07-30T05:41:06.103Z | Press: Down |
+|   18 | 2026-07-30T05:41:08.294Z | Press: Down |
+|   19 | 2026-07-30T05:41:10.448Z | Press: Down |
+|   20 | 2026-07-30T05:41:12.648Z | Press: Down |
+|   21 | 2026-07-30T05:41:14.873Z | Press: Down |
+|   22 | 2026-07-30T05:41:17.127Z | Press: Down |
+|   23 | 2026-07-30T05:41:19.355Z | Press: Down |
+|   24 | 2026-07-30T05:41:21.547Z | Press: Down |
+|   25 | 2026-07-30T05:41:23.651Z | Press: Down |
+|   26 | 2026-07-30T05:41:25.832Z | Press: Down |
+|   27 | 2026-07-30T05:41:27.974Z | Press: Down |
+|   28 | 2026-07-30T05:41:30.173Z | Press: Ctrl+X |
+|   29 | 2026-07-30T05:41:33.366Z | Press: Home |
+|   30 | 2026-07-30T05:41:36.591Z | Press: Down |
+|   31 | 2026-07-30T05:41:38.730Z | Press: Down |
+|   32 | 2026-07-30T05:41:40.871Z | Press: Down |
+|   33 | 2026-07-30T05:41:43.079Z | Press: Enter |
+|   34 | 2026-07-30T05:41:48.224Z | Press: Home |
+|   35 | 2026-07-30T05:41:51.535Z | Press: Enter |
+|   36 | 2026-07-30T05:41:56.709Z | Press: Home |
+|   37 | 2026-07-30T05:41:59.928Z | Press: Enter |
+|   38 | 2026-07-30T05:42:05.100Z | Press: Ctrl+V |
diff --git a/data/sessions/explorer-nested-folders-2/commands/raw_input.md b/data/sessions/explorer-nested-folders-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e6c69722f170140266079fa4893943eaae5c7582
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-2/commands/raw_input.md
@@ -0,0 +1,44 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-30 05:40:05 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-30T05:40:05.341Z | Pressed: Ctrl+Shift+N |
+|    2 | 2026-07-30T05:40:08.535Z | Typed: Projects |
+|    3 | 2026-07-30T05:40:11.747Z | Pressed: Return |
+|    4 | 2026-07-30T05:40:16.919Z | Pressed: Return |
+|    5 | 2026-07-30T05:40:22.124Z | Pressed: Ctrl+Shift+N |
+|    6 | 2026-07-30T05:40:25.265Z | Typed: 2026 |
+|    7 | 2026-07-30T05:40:28.377Z | Pressed: Return |
+|    8 | 2026-07-30T05:40:33.504Z | Pressed: Return |
+|    9 | 2026-07-30T05:40:38.682Z | Pressed: Ctrl+Shift+N |
+|   10 | 2026-07-30T05:40:41.873Z | Typed: Q3 |
+|   11 | 2026-07-30T05:40:45.080Z | Pressed: Return |
+|   12 | 2026-07-30T05:40:50.238Z | Pressed: Alt+Up |
+|   13 | 2026-07-30T05:40:54.416Z | Pressed: Alt+Up |
+|   14 | 2026-07-30T05:40:58.504Z | Pressed: Home |
+|   15 | 2026-07-30T05:41:01.676Z | Pressed: Down |
+|   16 | 2026-07-30T05:41:03.876Z | Pressed: Down |
+|   17 | 2026-07-30T05:41:06.103Z | Pressed: Down |
+|   18 | 2026-07-30T05:41:08.294Z | Pressed: Down |
+|   19 | 2026-07-30T05:41:10.448Z | Pressed: Down |
+|   20 | 2026-07-30T05:41:12.648Z | Pressed: Down |
+|   21 | 2026-07-30T05:41:14.873Z | Pressed: Down |
+|   22 | 2026-07-30T05:41:17.127Z | Pressed: Down |
+|   23 | 2026-07-30T05:41:19.355Z | Pressed: Down |
+|   24 | 2026-07-30T05:41:21.547Z | Pressed: Down |
+|   25 | 2026-07-30T05:41:23.651Z | Pressed: Down |
+|   26 | 2026-07-30T05:41:25.832Z | Pressed: Down |
+|   27 | 2026-07-30T05:41:27.974Z | Pressed: Down |
+|   28 | 2026-07-30T05:41:30.173Z | Pressed: Ctrl+X |
+|   29 | 2026-07-30T05:41:33.366Z | Pressed: Home |
+|   30 | 2026-07-30T05:41:36.591Z | Pressed: Down |
+|   31 | 2026-07-30T05:41:38.730Z | Pressed: Down |
+|   32 | 2026-07-30T05:41:40.871Z | Pressed: Down |
+|   33 | 2026-07-30T05:41:43.079Z | Pressed: Return |
+|   34 | 2026-07-30T05:41:48.224Z | Pressed: Home |
+|   35 | 2026-07-30T05:41:51.535Z | Pressed: Return |
+|   36 | 2026-07-30T05:41:56.709Z | Pressed: Home |
+|   37 | 2026-07-30T05:41:59.928Z | Pressed: Return |
+|   38 | 2026-07-30T05:42:05.100Z | Pressed: Ctrl+V |
diff --git a/data/sessions/explorer-nested-folders-2/memory.md b/data/sessions/explorer-nested-folders-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..865108b9137705b35b7723543c9968a67088ce07
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-2/memory.md
@@ -0,0 +1,285 @@
+# Memory: explorer-nested-folders-2
+
+## Overview
+
+Build a multi-level folder tree and move a file into its deepest level, using only the
+keyboard. Each level is created with the new-folder shortcut, named, and entered before the
+next is created; the file is then reached by walking the list with arrow keys, cut, and
+pasted at the bottom of the tree. Use this when a nested structure has to be created and
+populated and no pointing device is available or wanted. The recorded trace builds
+`Projects\2026\Q3\` inside the working folder, walks back up, selects `report.pdf` from
+the list, and cuts and pastes it into `Q3\`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A starting folder that exists and is writable, and that is the active target when
+  creation begins. The keyboard route creates each folder inside whatever container
+  currently has focus, so the focused container — not the one on screen — is what
+  governs.
+- The full folder path decided in advance, level by level, including capitalisation.
+- A file to relocate, existing and identifiable by name, and write access to both its
+  current folder and the final destination.
+- No existing folder at any level using the intended name, and no file of the same name at
+  the destination.
+- Clarity that the file is moved, not copied — nothing must remain at the source.
+- Enough space, and both locations on the same volume where that can be arranged; a move
+  across volumes copies and deletes rather than renaming.
+
+## Steps
+
+### Step 1 — Press: Ctrl+Shift+N
+
+The task is to build a three-level folder path and move a file into its innermost folder, using the keyboard only. Press Ctrl+Shift+N to create a new folder in the current Explorer window: the new folder appears with its name selected for editing, so naming it is the next action rather than a separate rename.
+
+![Step 1](vision/frames/step_0001_20260730_054005_at.webp)
+
+### Step 2 — Type: Projects
+
+Type `Projects` to name the folder. The default name is selected when the folder is created, so typing replaces it rather than appending.
+
+![Step 2](vision/frames/step_0002_20260730_054008_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the folder name Press Enter to commit the name.
+
+![Step 3](vision/frames/step_0003_20260730_054011_at.webp)
+
+### Step 4 — Press: Enter
+
+After the folder is created the newly created folder always stays highlighted unless manually click elsewhere. Press Enter again to open the newly created folder. The folder stays selected after being named, so a second Enter descends into it — the next folder has to be created inside this one for the nesting to be built.
+
+![Step 4](vision/frames/step_0004_20260730_054016_at.webp)
+
+### Step 5 — Press: Ctrl+Shift+N
+
+Press Ctrl+Shift+N to create the second folder, now inside `Projects`.
+
+![Step 5](vision/frames/step_0005_20260730_054022_at.webp)
+
+### Step 6 — Type: 2026
+
+Type `2026` to name it.
+
+![Step 6](vision/frames/step_0006_20260730_054025_at.webp)
+
+### Step 7 — Press: Enter
+
+After typing the new folder name Press Enter to commit the name.
+
+![Step 7](vision/frames/step_0007_20260730_054028_at.webp)
+
+### Step 8 — Press: Enter
+
+Press Enter again to open `2026`, so the third folder is created one level deeper.
+
+![Step 8](vision/frames/step_0008_20260730_054033_at.webp)
+
+### Step 9 — Press: Ctrl+Shift+N
+
+Press Ctrl+Shift+N to create the third folder, inside `2026`.
+
+![Step 9](vision/frames/step_0009_20260730_054038_at.webp)
+
+### Step 10 — Type: Q3
+
+Type `Q3` to name it. The `Projects\2026\Q3` chain now exists.
+
+![Step 10](vision/frames/step_0010_20260730_054041_at.webp)
+
+### Step 11 — Press: Enter
+
+After typing the new folder name Press Enter to commit the name. The folder structure is complete; what remains is moving the file into it.
+
+![Step 11](vision/frames/step_0011_20260730_054045_at.webp)
+
+### Step 12 — Press: Alt+Up
+
+Press Alt+Up to go up one folder level, from `2026` back toward the top. `report.pdf` sits in `corpus-seed`, two levels above, so the window has to climb back out to reach it.
+
+![Step 12](vision/frames/step_0012_20260730_054050_at.webp)
+
+### Step 13 — Press: Alt+Up
+
+Press Alt+Up again to reach `corpus-seed`, the folder holding `report.pdf`.
+
+![Step 13](vision/frames/step_0013_20260730_054054_at.webp)
+
+### Step 14 — Press: Home
+
+Press Home to jump the selection to the first item in the list. Starting from a known position is what makes the following Down presses countable — the selection would otherwise begin wherever the folder navigation left it.
+
+![Step 14](vision/frames/step_0014_20260730_054058_at.webp)
+
+### Step 15 — Press: Down
+
+Press Down to move the selection from `dest` to `docs`, the second row. This begins a counted walk through the file list toward `report.pdf` — thirteen presses in all. Counting rows is the keyboard modality's way of reaching a specific file, where the mouse take would simply click it.
+
+![Step 15](vision/frames/step_0015_20260730_054101_at.webp)
+
+### Step 16 — Press: Down
+
+Press Down again, advancing the selection to `found`.
+
+![Step 16](vision/frames/step_0016_20260730_054103_at.webp)
+
+### Step 17 — Press: Down
+
+Press Down to reach `Projects` — the folder created earlier in this task, now sitting fourth in the list. The walk passes straight over it, because the file has to be cut before there is anything to paste into it. Each press is a separate captured step because each is a separate keystroke.
+
+![Step 17](vision/frames/step_0017_20260730_054106_at.webp)
+
+### Step 18 — Press: Down
+
+Press Down to reach `shots`.
+
+![Step 18](vision/frames/step_0018_20260730_054108_at.webp)
+
+### Step 19 — Press: Down
+
+Press Down to reach `sizes`, the last of the six folders.
+
+![Step 19](vision/frames/step_0019_20260730_054110_at.webp)
+
+### Step 20 — Press: Down
+
+Press Down to reach `Archive.zip`. This is where the list crosses from folders into files: Explorer sorts all folders above all files, which is why the six folders were walked through first regardless of their names.
+
+![Step 20](vision/frames/step_0020_20260730_054112_at.webp)
+
+### Step 21 — Press: Down
+
+Press Down to reach `backup_old.txt`, roughly half way through the walk.
+
+![Step 21](vision/frames/step_0021_20260730_054114_at.webp)
+
+### Step 22 — Press: Down
+
+Press Down to reach `doc-colour.txt`.
+
+![Step 22](vision/frames/step_0022_20260730_054117_at.webp)
+
+### Step 23 — Press: Down
+
+Press Down to reach `draft_post.txt`.
+
+![Step 23](vision/frames/step_0023_20260730_054119_at.webp)
+
+### Step 24 — Press: Down
+
+Press Down to reach `img-screenshot.png`.
+
+![Step 24](vision/frames/step_0024_20260730_054121_at.webp)
+
+### Step 25 — Press: Down
+
+Press Down to reach `invoice_2026.txt`.
+
+![Step 25](vision/frames/step_0025_20260730_054123_at.webp)
+
+### Step 26 — Press: Down
+
+Press Down to reach `notes.txt`, one row short of the target.
+
+![Step 26](vision/frames/step_0026_20260730_054125_at.webp)
+
+### Step 27 — Press: Down
+
+Press Down for the thirteenth and last time, landing the selection on `report.pdf` — the file the task moves, and the fourteenth of the folder's fifteen items. The status bar reading `1 item selected 20 bytes` is the confirmation that the count was right; the keystroke record alone proves only that Down was pressed.
+
+![Step 27](vision/frames/step_0027_20260730_054127_at.webp)
+
+### Step 28 — Press: Ctrl+X
+
+Press Ctrl+X to cut the selected file. Unlike Finder, Explorer has a real cut for files, so the move is decided here rather than at paste time — the file is marked to be relocated once a paste happens.
+
+![Step 28](vision/frames/step_0028_20260730_054130_at.webp)
+
+### Step 29 — Press: Home
+
+Press Home to jump back to the first item in the list, re-establishing a known starting position before counting rows again.
+
+![Step 29](vision/frames/step_0029_20260730_054133_at.webp)
+
+### Step 30 — Press: Down
+
+Press Down to move the selection from `dest` to `docs`, starting a second counted walk — this time toward the `Projects` folder rather than the file.
+
+![Step 30](vision/frames/step_0030_20260730_054136_at.webp)
+
+### Step 31 — Press: Down
+
+Press Down to reach `found`, one row short of the target.
+
+![Step 31](vision/frames/step_0031_20260730_054138_at.webp)
+
+### Step 32 — Press: Down
+
+Press Down for the third time, landing the selection on `Projects`. Only three presses are needed this time because `Projects` is the fourth item in the list, where `report.pdf` was the fourteenth — not because the cut shortened the list. Cutting in Explorer marks the file for relocation but leaves it in place, so the folder still holds all fifteen items and `report.pdf` is still listed.
+
+![Step 32](vision/frames/step_0032_20260730_054140_at.webp)
+
+### Step 33 — Press: Enter
+
+Press Enter to open `Projects`.
+
+![Step 33](vision/frames/step_0033_20260730_054143_at.webp)
+
+### Step 34 — Press: Home
+
+Press Home to select the first item inside `Projects`.
+
+![Step 34](vision/frames/step_0034_20260730_054148_at.webp)
+
+### Step 35 — Press: Enter
+
+Press Enter to open `2026`. It is the first item in the folder, so Home alone selects it and no Down presses are needed at this level.
+
+![Step 35](vision/frames/step_0035_20260730_054151_at.webp)
+
+### Step 36 — Press: Home
+
+Press Home to select the first item inside `2026`.
+
+![Step 36](vision/frames/step_0036_20260730_054156_at.webp)
+
+### Step 37 — Press: Enter
+
+Press Enter to open `Q3`, the innermost folder and the file's destination.
+
+![Step 37](vision/frames/step_0037_20260730_054159_at.webp)
+
+### Step 38 — Press: Ctrl+V
+
+Press Ctrl+V to paste. Because the file was cut rather than copied, this completes a move — `report.pdf` now lives in `Q3` and is gone from `corpus-seed`.
+
+![Step 38](vision/frames/step_0038_20260730_054205_at.webp)
+
+## Notes & Edge Cases
+
+- Most actions can be performed via the keyboard, but sometimes it is recommended to visually check the GUI. Visually checking the content helps find the content quickly without having to take multiple steps to perform the same task. Visually verifying is more resource efficient and takes fewer steps to complete parts of the task when working in GUI environments.
+- When creating a multi-level file system it is recommended to check for the file names because a file with the same name can automatically be renamed as a copy of a file with the same name and when searching for that specific file, multiple files with the same name can appear during the search making it hard to differentiate between the file being searched for. The -Force can forcibly create the file or folder, but this command is risky and should not be used unless there are no other options left.
+- **Counting rows is the fragile part of this route.** Reaching the file by pressing the
+  down arrow a fixed number of times assumes the list has exactly the expected contents in
+  exactly the expected order. Anything added, removed or sorted differently lands the
+  selection on the wrong item — and the next keystroke is a cut. Go to the top of the list
+  first so the count starts from a known position, and read what is highlighted before
+  cutting.
+- **This is where looking at the screen beats counting.** A glance confirms the selection
+  in one step; the keyboard-only equivalent is a sequence whose correctness cannot be
+  checked from the keystrokes themselves.
+- **The new-folder shortcut creates inside the focused container, and creation does not
+  enter it.** Each level needs the name committed and then a separate action to descend
+  before the next level can be created. Skipping the descent creates siblings rather than a
+  tree, and the shape is not obvious from the window.
+- **A folder created with a name already in use is not refused** — the file manager
+  quietly picks a different name. Deep in a tree this produces a level whose name is not
+  the one the rest of the path assumes.
+- **A cut is not a move until the paste lands.** The file stays in place, marked, until
+  then. An interruption between the two leaves nothing done, and pasting into the wrong
+  folder is not distinguishable afterwards from having intended it.
+- **Navigating up is not the same as navigating back.** Going up moves to the parent;
+  going back returns to the previously viewed folder, which after building a tree is not
+  the parent. Confirm the current location before counting rows in it.
+
diff --git a/data/sessions/explorer-nested-folders-2/metadata.json b/data/sessions/explorer-nested-folders-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c4d95d4de1bf2730fad8203d43d2417b346d4ff8
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-2/metadata.json
@@ -0,0 +1,532 @@
+{
+  "memory_name": "explorer-nested-folders-2",
+  "memory_description": "",
+  "session_id": "2c4cc16f-f2c0-4e8d-a398-48a4c617d858",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-30T05:39:34.490159682Z",
+  "completed_at": "2026-07-30T05:42:22.898591502Z",
+  "total_steps": 38,
+  "annotated_steps": 38,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-30T05:40:05.341Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260730_054005_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260730_054005_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260730_054005_after.webp",
+      "raw_command": "Pressed: Ctrl+Shift+N",
+      "converted_command": "Press: Ctrl+Shift+N"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-30T05:40:08.535Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260730_054008_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260730_054008_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260730_054008_after.webp",
+      "raw_command": "Typed: Projects",
+      "converted_command": "Type: Projects"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-30T05:40:11.747Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260730_054011_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260730_054011_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260730_054011_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-30T05:40:16.919Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260730_054016_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260730_054016_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260730_054016_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-30T05:40:22.124Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260730_054022_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260730_054022_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260730_054022_after.webp",
+      "raw_command": "Pressed: Ctrl+Shift+N",
+      "converted_command": "Press: Ctrl+Shift+N"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-30T05:40:25.265Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0006_20260730_054025_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260730_054025_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260730_054025_after.webp",
+      "raw_command": "Typed: 2026",
+      "converted_command": "Type: 2026"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-30T05:40:28.377Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260730_054028_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260730_054028_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260730_054028_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-30T05:40:33.504Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0008_20260730_054033_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260730_054033_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260730_054033_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-30T05:40:38.682Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260730_054038_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260730_054038_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260730_054038_after.webp",
+      "raw_command": "Pressed: Ctrl+Shift+N",
+      "converted_command": "Press: Ctrl+Shift+N"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-30T05:40:41.873Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0010_20260730_054041_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260730_054041_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260730_054041_after.webp",
+      "raw_command": "Typed: Q3",
+      "converted_command": "Type: Q3"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-30T05:40:45.080Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0011_20260730_054045_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260730_054045_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260730_054045_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-30T05:40:50.238Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0012_20260730_054050_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260730_054050_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260730_054050_after.webp",
+      "raw_command": "Pressed: Alt+Up",
+      "converted_command": "Press: Alt+Up"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-30T05:40:54.416Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0013_20260730_054054_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260730_054054_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260730_054054_after.webp",
+      "raw_command": "Pressed: Alt+Up",
+      "converted_command": "Press: Alt+Up"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-30T05:40:58.504Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0014_20260730_054058_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0014_20260730_054058_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260730_054058_after.webp",
+      "raw_command": "Pressed: Home",
+      "converted_command": "Press: Home"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-30T05:41:01.676Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0015_20260730_054101_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0015_20260730_054101_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260730_054101_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-07-30T05:41:03.876Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0016_20260730_054103_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0016_20260730_054103_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260730_054103_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 17,
+      "timestamp": "2026-07-30T05:41:06.103Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0017_20260730_054106_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0017_20260730_054106_before.webp",
+      "after_image_path": "vision/frames/step_0017_20260730_054106_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 18,
+      "timestamp": "2026-07-30T05:41:08.294Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0018_20260730_054108_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0018_20260730_054108_before.webp",
+      "after_image_path": "vision/frames/step_0018_20260730_054108_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 19,
+      "timestamp": "2026-07-30T05:41:10.448Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0019_20260730_054110_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0019_20260730_054110_before.webp",
+      "after_image_path": "vision/frames/step_0019_20260730_054110_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 20,
+      "timestamp": "2026-07-30T05:41:12.648Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0020_20260730_054112_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0020_20260730_054112_before.webp",
+      "after_image_path": "vision/frames/step_0020_20260730_054112_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 21,
+      "timestamp": "2026-07-30T05:41:14.873Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0021_20260730_054114_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0021_20260730_054114_before.webp",
+      "after_image_path": "vision/frames/step_0021_20260730_054114_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 22,
+      "timestamp": "2026-07-30T05:41:17.127Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0022_20260730_054117_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0022_20260730_054117_before.webp",
+      "after_image_path": "vision/frames/step_0022_20260730_054117_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 23,
+      "timestamp": "2026-07-30T05:41:19.355Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0023_20260730_054119_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0023_20260730_054119_before.webp",
+      "after_image_path": "vision/frames/step_0023_20260730_054119_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 24,
+      "timestamp": "2026-07-30T05:41:21.547Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0024_20260730_054121_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0024_20260730_054121_before.webp",
+      "after_image_path": "vision/frames/step_0024_20260730_054121_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 25,
+      "timestamp": "2026-07-30T05:41:23.651Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0025_20260730_054123_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0025_20260730_054123_before.webp",
+      "after_image_path": "vision/frames/step_0025_20260730_054123_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 26,
+      "timestamp": "2026-07-30T05:41:25.832Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0026_20260730_054125_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0026_20260730_054125_before.webp",
+      "after_image_path": "vision/frames/step_0026_20260730_054125_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 27,
+      "timestamp": "2026-07-30T05:41:27.974Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0027_20260730_054127_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0027_20260730_054127_before.webp",
+      "after_image_path": "vision/frames/step_0027_20260730_054127_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 28,
+      "timestamp": "2026-07-30T05:41:30.173Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0028_20260730_054130_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0028_20260730_054130_before.webp",
+      "after_image_path": "vision/frames/step_0028_20260730_054130_after.webp",
+      "raw_command": "Pressed: Ctrl+X",
+      "converted_command": "Press: Ctrl+X"
+    },
+    {
+      "step_id": 29,
+      "timestamp": "2026-07-30T05:41:33.366Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0029_20260730_054133_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0029_20260730_054133_before.webp",
+      "after_image_path": "vision/frames/step_0029_20260730_054133_after.webp",
+      "raw_command": "Pressed: Home",
+      "converted_command": "Press: Home"
+    },
+    {
+      "step_id": 30,
+      "timestamp": "2026-07-30T05:41:36.591Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0030_20260730_054136_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0030_20260730_054136_before.webp",
+      "after_image_path": "vision/frames/step_0030_20260730_054136_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 31,
+      "timestamp": "2026-07-30T05:41:38.730Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0031_20260730_054138_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0031_20260730_054138_before.webp",
+      "after_image_path": "vision/frames/step_0031_20260730_054138_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 32,
+      "timestamp": "2026-07-30T05:41:40.871Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0032_20260730_054140_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0032_20260730_054140_before.webp",
+      "after_image_path": "vision/frames/step_0032_20260730_054140_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 33,
+      "timestamp": "2026-07-30T05:41:43.079Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0033_20260730_054143_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0033_20260730_054143_before.webp",
+      "after_image_path": "vision/frames/step_0033_20260730_054143_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 34,
+      "timestamp": "2026-07-30T05:41:48.224Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0034_20260730_054148_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0034_20260730_054148_before.webp",
+      "after_image_path": "vision/frames/step_0034_20260730_054148_after.webp",
+      "raw_command": "Pressed: Home",
+      "converted_command": "Press: Home"
+    },
+    {
+      "step_id": 35,
+      "timestamp": "2026-07-30T05:41:51.535Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0035_20260730_054151_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0035_20260730_054151_before.webp",
+      "after_image_path": "vision/frames/step_0035_20260730_054151_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 36,
+      "timestamp": "2026-07-30T05:41:56.709Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0036_20260730_054156_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0036_20260730_054156_before.webp",
+      "after_image_path": "vision/frames/step_0036_20260730_054156_after.webp",
+      "raw_command": "Pressed: Home",
+      "converted_command": "Press: Home"
+    },
+    {
+      "step_id": 37,
+      "timestamp": "2026-07-30T05:41:59.928Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0037_20260730_054159_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0037_20260730_054159_before.webp",
+      "after_image_path": "vision/frames/step_0037_20260730_054159_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 38,
+      "timestamp": "2026-07-30T05:42:05.100Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0038_20260730_054205_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0038_20260730_054205_before.webp",
+      "after_image_path": "vision/frames/step_0038_20260730_054205_after.webp",
+      "raw_command": "Pressed: Ctrl+V",
+      "converted_command": "Press: Ctrl+V"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-nested-folders-2/reasoning/reasoning.jsonl b/data/sessions/explorer-nested-folders-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..07472682a023088812b221905d27683b4f9047e4
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-2/reasoning/reasoning.jsonl
@@ -0,0 +1,38 @@
+{"step_id": 1, "timestamp_action": "2026-07-30T05:40:05.341Z", "timestamp_annotated": "2026-08-19T11:30:05.799092+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+Shift+N", "converted_command": "Press: Ctrl+Shift+N", "image_path": "vision/frames/step_0001_20260730_054005_at.webp", "reasoning": "The task is to build a three-level folder path and move a file into its innermost folder, using the keyboard only. Press Ctrl+Shift+N to create a new folder in the current Explorer window: the new folder appears with its name selected for editing, so naming it is the next action rather than a separate rename.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-30T05:40:08.535Z", "timestamp_annotated": "2026-08-19T11:30:05.799355+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Projects", "converted_command": "Type: Projects", "image_path": "vision/frames/step_0002_20260730_054008_at.webp", "reasoning": "Type `Projects` to name the folder. The default name is selected when the folder is created, so typing replaces it rather than appending.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-30T05:40:11.747Z", "timestamp_annotated": "2026-08-19T11:30:05.799738+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260730_054011_at.webp", "reasoning": "After typing the folder name Press Enter to commit the name.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-30T05:40:16.919Z", "timestamp_annotated": "2026-08-19T11:30:05.800071+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0004_20260730_054016_at.webp", "reasoning": "After the folder is created the newly created folder always stays highlighted unless manually click elsewhere. Press Enter again to open the newly created folder. The folder stays selected after being named, so a second Enter descends into it — the next folder has to be created inside this one for the nesting to be built.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-30T05:40:22.124Z", "timestamp_annotated": "2026-08-19T11:30:05.800423+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+Shift+N", "converted_command": "Press: Ctrl+Shift+N", "image_path": "vision/frames/step_0005_20260730_054022_at.webp", "reasoning": "Press Ctrl+Shift+N to create the second folder, now inside `Projects`.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-30T05:40:25.265Z", "timestamp_annotated": "2026-08-19T11:30:05.800851+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 2026", "converted_command": "Type: 2026", "image_path": "vision/frames/step_0006_20260730_054025_at.webp", "reasoning": "Type `2026` to name it.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-30T05:40:28.377Z", "timestamp_annotated": "2026-08-19T11:30:05.801216+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0007_20260730_054028_at.webp", "reasoning": "After typing the new folder name Press Enter to commit the name.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-30T05:40:33.504Z", "timestamp_annotated": "2026-08-19T11:30:05.801610+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0008_20260730_054033_at.webp", "reasoning": "Press Enter again to open `2026`, so the third folder is created one level deeper.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-30T05:40:38.682Z", "timestamp_annotated": "2026-08-19T11:30:05.801994+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+Shift+N", "converted_command": "Press: Ctrl+Shift+N", "image_path": "vision/frames/step_0009_20260730_054038_at.webp", "reasoning": "Press Ctrl+Shift+N to create the third folder, inside `2026`.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-30T05:40:41.873Z", "timestamp_annotated": "2026-08-19T11:30:05.802395+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Q3", "converted_command": "Type: Q3", "image_path": "vision/frames/step_0010_20260730_054041_at.webp", "reasoning": "Type `Q3` to name it. The `Projects\\2026\\Q3` chain now exists.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-30T05:40:45.080Z", "timestamp_annotated": "2026-08-19T11:30:05.802846+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0011_20260730_054045_at.webp", "reasoning": "After typing the new folder name Press Enter to commit the name. The folder structure is complete; what remains is moving the file into it.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-30T05:40:50.238Z", "timestamp_annotated": "2026-08-19T11:30:05.803334+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+Up", "converted_command": "Press: Alt+Up", "image_path": "vision/frames/step_0012_20260730_054050_at.webp", "reasoning": "Press Alt+Up to go up one folder level, from `2026` back toward the top. `report.pdf` sits in `corpus-seed`, two levels above, so the window has to climb back out to reach it.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-30T05:40:54.416Z", "timestamp_annotated": "2026-08-19T11:30:05.803888+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+Up", "converted_command": "Press: Alt+Up", "image_path": "vision/frames/step_0013_20260730_054054_at.webp", "reasoning": "Press Alt+Up again to reach `corpus-seed`, the folder holding `report.pdf`.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-30T05:40:58.504Z", "timestamp_annotated": "2026-08-19T11:30:05.804326+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Home", "converted_command": "Press: Home", "image_path": "vision/frames/step_0014_20260730_054058_at.webp", "reasoning": "Press Home to jump the selection to the first item in the list. Starting from a known position is what makes the following Down presses countable — the selection would otherwise begin wherever the folder navigation left it.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-30T05:41:01.676Z", "timestamp_annotated": "2026-08-19T11:30:05.804780+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0015_20260730_054101_at.webp", "reasoning": "Press Down to move the selection from `dest` to `docs`, the second row. This begins a counted walk through the file list toward `report.pdf` — thirteen presses in all. Counting rows is the keyboard modality's way of reaching a specific file, where the mouse take would simply click it.", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-07-30T05:41:03.876Z", "timestamp_annotated": "2026-08-19T11:30:05.805249+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0016_20260730_054103_at.webp", "reasoning": "Press Down again, advancing the selection to `found`.", "skipped": false}
+{"step_id": 17, "timestamp_action": "2026-07-30T05:41:06.103Z", "timestamp_annotated": "2026-08-19T11:30:05.805736+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0017_20260730_054106_at.webp", "reasoning": "Press Down to reach `Projects` — the folder created earlier in this task, now sitting fourth in the list. The walk passes straight over it, because the file has to be cut before there is anything to paste into it. Each press is a separate captured step because each is a separate keystroke.", "skipped": false}
+{"step_id": 18, "timestamp_action": "2026-07-30T05:41:08.294Z", "timestamp_annotated": "2026-08-19T11:30:05.806195+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0018_20260730_054108_at.webp", "reasoning": "Press Down to reach `shots`.", "skipped": false}
+{"step_id": 19, "timestamp_action": "2026-07-30T05:41:10.448Z", "timestamp_annotated": "2026-08-19T11:30:05.806717+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0019_20260730_054110_at.webp", "reasoning": "Press Down to reach `sizes`, the last of the six folders.", "skipped": false}
+{"step_id": 20, "timestamp_action": "2026-07-30T05:41:12.648Z", "timestamp_annotated": "2026-08-19T11:30:05.807191+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0020_20260730_054112_at.webp", "reasoning": "Press Down to reach `Archive.zip`. This is where the list crosses from folders into files: Explorer sorts all folders above all files, which is why the six folders were walked through first regardless of their names.", "skipped": false}
+{"step_id": 21, "timestamp_action": "2026-07-30T05:41:14.873Z", "timestamp_annotated": "2026-08-19T11:30:05.807720+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0021_20260730_054114_at.webp", "reasoning": "Press Down to reach `backup_old.txt`, roughly half way through the walk.", "skipped": false}
+{"step_id": 22, "timestamp_action": "2026-07-30T05:41:17.127Z", "timestamp_annotated": "2026-08-19T11:30:05.808214+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0022_20260730_054117_at.webp", "reasoning": "Press Down to reach `doc-colour.txt`.", "skipped": false}
+{"step_id": 23, "timestamp_action": "2026-07-30T05:41:19.355Z", "timestamp_annotated": "2026-08-19T11:30:05.808763+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0023_20260730_054119_at.webp", "reasoning": "Press Down to reach `draft_post.txt`.", "skipped": false}
+{"step_id": 24, "timestamp_action": "2026-07-30T05:41:21.547Z", "timestamp_annotated": "2026-08-19T11:30:05.809276+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0024_20260730_054121_at.webp", "reasoning": "Press Down to reach `img-screenshot.png`.", "skipped": false}
+{"step_id": 25, "timestamp_action": "2026-07-30T05:41:23.651Z", "timestamp_annotated": "2026-08-19T11:30:05.809830+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0025_20260730_054123_at.webp", "reasoning": "Press Down to reach `invoice_2026.txt`.", "skipped": false}
+{"step_id": 26, "timestamp_action": "2026-07-30T05:41:25.832Z", "timestamp_annotated": "2026-08-19T11:30:05.810356+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0026_20260730_054125_at.webp", "reasoning": "Press Down to reach `notes.txt`, one row short of the target.", "skipped": false}
+{"step_id": 27, "timestamp_action": "2026-07-30T05:41:27.974Z", "timestamp_annotated": "2026-08-19T11:30:05.810954+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0027_20260730_054127_at.webp", "reasoning": "Press Down for the thirteenth and last time, landing the selection on `report.pdf` — the file the task moves, and the fourteenth of the folder's fifteen items. The status bar reading `1 item selected 20 bytes` is the confirmation that the count was right; the keystroke record alone proves only that Down was pressed.", "skipped": false}
+{"step_id": 28, "timestamp_action": "2026-07-30T05:41:30.173Z", "timestamp_annotated": "2026-08-19T11:30:05.811695+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+X", "converted_command": "Press: Ctrl+X", "image_path": "vision/frames/step_0028_20260730_054130_at.webp", "reasoning": "Press Ctrl+X to cut the selected file. Unlike Finder, Explorer has a real cut for files, so the move is decided here rather than at paste time — the file is marked to be relocated once a paste happens.", "skipped": false}
+{"step_id": 29, "timestamp_action": "2026-07-30T05:41:33.366Z", "timestamp_annotated": "2026-08-19T11:30:05.812342+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Home", "converted_command": "Press: Home", "image_path": "vision/frames/step_0029_20260730_054133_at.webp", "reasoning": "Press Home to jump back to the first item in the list, re-establishing a known starting position before counting rows again.", "skipped": false}
+{"step_id": 30, "timestamp_action": "2026-07-30T05:41:36.591Z", "timestamp_annotated": "2026-08-19T11:30:05.813020+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0030_20260730_054136_at.webp", "reasoning": "Press Down to move the selection from `dest` to `docs`, starting a second counted walk — this time toward the `Projects` folder rather than the file.", "skipped": false}
+{"step_id": 31, "timestamp_action": "2026-07-30T05:41:38.730Z", "timestamp_annotated": "2026-08-19T11:30:05.813706+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0031_20260730_054138_at.webp", "reasoning": "Press Down to reach `found`, one row short of the target.", "skipped": false}
+{"step_id": 32, "timestamp_action": "2026-07-30T05:41:40.871Z", "timestamp_annotated": "2026-08-19T11:30:05.814404+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0032_20260730_054140_at.webp", "reasoning": "Press Down for the third time, landing the selection on `Projects`. Only three presses are needed this time because `Projects` is the fourth item in the list, where `report.pdf` was the fourteenth — not because the cut shortened the list. Cutting in Explorer marks the file for relocation but leaves it in place, so the folder still holds all fifteen items and `report.pdf` is still listed.", "skipped": false}
+{"step_id": 33, "timestamp_action": "2026-07-30T05:41:43.079Z", "timestamp_annotated": "2026-08-19T11:30:05.815085+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0033_20260730_054143_at.webp", "reasoning": "Press Enter to open `Projects`.", "skipped": false}
+{"step_id": 34, "timestamp_action": "2026-07-30T05:41:48.224Z", "timestamp_annotated": "2026-08-19T11:30:05.815844+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Home", "converted_command": "Press: Home", "image_path": "vision/frames/step_0034_20260730_054148_at.webp", "reasoning": "Press Home to select the first item inside `Projects`.", "skipped": false}
+{"step_id": 35, "timestamp_action": "2026-07-30T05:41:51.535Z", "timestamp_annotated": "2026-08-19T11:30:05.816654+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0035_20260730_054151_at.webp", "reasoning": "Press Enter to open `2026`. It is the first item in the folder, so Home alone selects it and no Down presses are needed at this level.", "skipped": false}
+{"step_id": 36, "timestamp_action": "2026-07-30T05:41:56.709Z", "timestamp_annotated": "2026-08-19T11:30:05.817364+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Home", "converted_command": "Press: Home", "image_path": "vision/frames/step_0036_20260730_054156_at.webp", "reasoning": "Press Home to select the first item inside `2026`.", "skipped": false}
+{"step_id": 37, "timestamp_action": "2026-07-30T05:41:59.928Z", "timestamp_annotated": "2026-08-19T11:30:05.818203+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0037_20260730_054159_at.webp", "reasoning": "Press Enter to open `Q3`, the innermost folder and the file's destination.", "skipped": false}
+{"step_id": 38, "timestamp_action": "2026-07-30T05:42:05.100Z", "timestamp_annotated": "2026-08-19T11:30:05.818985+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+V", "converted_command": "Press: Ctrl+V", "image_path": "vision/frames/step_0038_20260730_054205_at.webp", "reasoning": "Press Ctrl+V to paste. Because the file was cut rather than copied, this completes a move — `report.pdf` now lives in `Q3` and is gone from `corpus-seed`.", "skipped": false}
diff --git a/data/sessions/explorer-nested-folders-2/sync_log.json b/data/sessions/explorer-nested-folders-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..490eacdf684a82b252b34351574f131a4a7eef67
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-2/sync_log.json
@@ -0,0 +1,838 @@
+{
+  "session_id": "2c4cc16f-f2c0-4e8d-a398-48a4c617d858",
+  "files": {
+    "commands/raw_input.md": {
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diff --git a/data/sessions/explorer-nested-folders-3/commands/actuation_commands.json b/data/sessions/explorer-nested-folders-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c079e88a2ee1b7b729feca4075ad7d1fbefe073
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-3/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 35,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:45:43.095Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: New-Item -ItemType Directory $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3 -Force; Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3\\",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:45:56.270Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:46:00.502Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:46:06.773Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:46:09.938Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-nested-folders-3/commands/cc_commands.json b/data/sessions/explorer-nested-folders-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..864d3399b5437cc3f709b5230b66ca0a0f77f6c0
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-3/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type New-Item -ItemType Directory $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3 -Force; Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3\\",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-nested-folders-3/commands/converted_input.md b/data/sessions/explorer-nested-folders-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..5bdce02dd5fe0cd87bc077f7899a10bb9852ab56
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-3/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-30 05:45:43 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-30T05:45:43.095Z | Left-click at (268, 1060) |
+|    2 | 2026-07-30T05:45:56.270Z | Type: New-Item -ItemType Directory $env:USERPROFILE\corpus-seed\Projects\2026\Q3 -Force; Move-Item $env:USERPROFILE\corpus-seed\report.pdf $env:USERPROFILE\corpus-seed\Projects\2026\Q3\ |
+|    3 | 2026-07-30T05:46:00.502Z | Press: Enter |
+|    4 | 2026-07-30T05:46:06.773Z | Type: exit |
+|    5 | 2026-07-30T05:46:09.938Z | Press: Enter |
diff --git a/data/sessions/explorer-nested-folders-3/commands/raw_input.md b/data/sessions/explorer-nested-folders-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..8b3a5110c708021a40bbe0b4496acc44434b9633
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-3/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-30 05:45:43 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-30T05:45:43.095Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-30T05:45:56.270Z | Typed: New-Item -ItemType Directory $env:USERPROFILE\corpus-seed\Projects\2026\Q3 -Force; Move-Item $env:USERPROFILE\corpus-seed\report.pdf $env:USERPROFILE\corpus-seed\Projects\2026\Q3\ |
+|    3 | 2026-07-30T05:46:00.502Z | Pressed: Return |
+|    4 | 2026-07-30T05:46:06.773Z | Typed: exit |
+|    5 | 2026-07-30T05:46:09.938Z | Pressed: Return |
diff --git a/data/sessions/explorer-nested-folders-3/memory.md b/data/sessions/explorer-nested-folders-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..7ce1ef1f54e71f3161134e5259cbab0c135288a4
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-3/memory.md
@@ -0,0 +1,80 @@
+# Memory: explorer-nested-folders-3
+
+## Overview
+
+Build a multi-level folder tree and move a file into its deepest level from a shell, in a
+single line. Use this as the terminal route to the same end state as the file-manager task:
+one command creates every level of the path at once and a second moves the file in, with no
+navigation and no row counting. The recorded trace opens a shell, runs a
+`New-Item -ItemType Directory … -Force` and a `Move-Item` separated by a semicolon, and
+closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A starting folder that exists and is writable, and that is the active target when
+  creation begins. The keyboard route creates each folder inside whatever container
+  currently has focus, so the focused container — not the one on screen — is what
+  governs.
+- The full folder path decided in advance, level by level, including capitalisation.
+- A file to relocate, existing and identifiable by name, and write access to both its
+  current folder and the final destination.
+- No existing folder at any level using the intended name, and no file of the same name at
+  the destination.
+- Clarity that the file is moved, not copied — nothing must remain at the source.
+- Enough space, and both locations on the same volume where that can be arranged; a move
+  across volumes copies and deletes rather than renaming.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to build a three-level folder path and move a file into its innermost folder, all of which is expressible as commands, so the first move is to open somewhere to type them. Move the cursor and Left-click the PowerShell icon in the taskbar. This is the Windows equivalent of the Dock click in the macOS twins.
+
+![Step 1](vision/frames/step_0001_20260730_054543_at.webp)
+
+### Step 2 — Type: New-Item -ItemType Directory $env:USERPROFILE\corpus-seed\Projects\2026\Q3 -Force; Move-Item $env:USERPROFILE\corpus-seed\report.pdf $env:USERPROFILE\corpus-seed\Projects\2026\Q3\
+
+Type both operations as one line separated by a semicolon. `New-Item -ItemType Directory` with `-Force` creates the whole `Projects\2026\Q3` chain in one call, including the intermediate folders — that is what replaces the three separate folder creations the GUI and keyboard takes need, and `-Force` also stops it failing if a level already exists. `Move-Item` then relocates the file into the innermost folder. `$env:USERPROFILE` is used instead of a literal home path so the command does not depend on the account name.
+
+![Step 2](vision/frames/step_0002_20260730_054556_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to run both commands.
+
+![Step 3](vision/frames/step_0003_20260730_054600_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell. The Windows takes end this way rather than with a quit shortcut, because the shell is a console window that closes when its session ends.
+
+![Step 4](vision/frames/step_0004_20260730_054606_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260730_054609_at.webp)
+
+## Notes & Edge Cases
+
+- **Creating the whole path in one call is the point of this route.** The directory command
+  makes every missing level, so the tree does not have to be built level by level and there
+  is no descent between levels to get wrong.
+- **`-Force` here means "do not complain if it already exists" — and that is exactly why it
+  needs care.** It suppresses the collision report that would otherwise be the warning
+  that the destination is not the fresh folder it was assumed to be. Use it when
+  idempotence is genuinely wanted, not to make an error message go away.
+- **A semicolon runs the second command whether or not the first succeeded.** If the
+  directory creation fails, the move still runs and lands the file somewhere unintended.
+  Where the second command depends on the first, chain them so failure stops the line.
+- **The trailing backslash on the destination marks it as a folder**, which is what keeps
+  the move from being interpreted as a rename when the folder is missing.
+- **A move overwrites a same-named file at the destination and the source is gone by
+  then.** Check before running.
+- **Paths are built from an environment variable rather than written literally**, so the
+  command does not depend on the account name. Anything that hardcodes a user's folder
+  works on one machine only.
+- **The prompt returning is not confirmation.** Read the tree back.
+
diff --git a/data/sessions/explorer-nested-folders-3/metadata.json b/data/sessions/explorer-nested-folders-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..56bfb042d5b8fdabdccd5e3eab71615806cc24bc
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-3/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-nested-folders-3",
+  "memory_description": "",
+  "session_id": "a4867727-dad9-41d3-bef4-537de212a762",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-30T05:45:33.933343294Z",
+  "completed_at": "2026-07-30T05:46:15.450295512Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-30T05:45:43.095Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260730_054543_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260730_054543_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260730_054543_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-30T05:45:56.270Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260730_054556_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260730_054556_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260730_054556_after.webp",
+      "raw_command": "Typed: New-Item -ItemType Directory $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3 -Force; Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3\\",
+      "converted_command": "Type: New-Item -ItemType Directory $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3 -Force; Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3\\"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-30T05:46:00.502Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260730_054600_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260730_054600_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260730_054600_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-30T05:46:06.773Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260730_054606_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260730_054606_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260730_054606_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-30T05:46:09.938Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260730_054609_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260730_054609_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260730_054609_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-nested-folders-3/reasoning/reasoning.jsonl b/data/sessions/explorer-nested-folders-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..69bff058ddc68f90a131cd395f7f0805227927ed
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-3/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-30T05:45:43.095Z", "timestamp_annotated": "2026-08-19T11:30:05.823004+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260730_054543_at.webp", "reasoning": "The task is to build a three-level folder path and move a file into its innermost folder, all of which is expressible as commands, so the first move is to open somewhere to type them. Move the cursor and Left-click the PowerShell icon in the taskbar. This is the Windows equivalent of the Dock click in the macOS twins.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-30T05:45:56.270Z", "timestamp_annotated": "2026-08-19T11:30:05.823268+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: New-Item -ItemType Directory $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3 -Force; Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3\\", "converted_command": "Type: New-Item -ItemType Directory $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3 -Force; Move-Item $env:USERPROFILE\\corpus-seed\\report.pdf $env:USERPROFILE\\corpus-seed\\Projects\\2026\\Q3\\", "image_path": "vision/frames/step_0002_20260730_054556_at.webp", "reasoning": "Type both operations as one line separated by a semicolon. `New-Item -ItemType Directory` with `-Force` creates the whole `Projects\\2026\\Q3` chain in one call, including the intermediate folders — that is what replaces the three separate folder creations the GUI and keyboard takes need, and `-Force` also stops it failing if a level already exists. `Move-Item` then relocates the file into the innermost folder. `$env:USERPROFILE` is used instead of a literal home path so the command does not depend on the account name.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-30T05:46:00.502Z", "timestamp_annotated": "2026-08-19T11:30:05.823674+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260730_054600_at.webp", "reasoning": "After typing the command Press Enter to run both commands.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-30T05:46:06.773Z", "timestamp_annotated": "2026-08-19T11:30:05.824041+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260730_054606_at.webp", "reasoning": "Type `exit` to close the shell. The Windows takes end this way rather than with a quit shortcut, because the shell is a console window that closes when its session ends.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-30T05:46:09.938Z", "timestamp_annotated": "2026-08-19T11:30:05.824407+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260730_054609_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/explorer-nested-folders-3/sync_log.json b/data/sessions/explorer-nested-folders-3/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f09d14d47b6a78f57c94b1756419334c092cf5a
--- /dev/null
+++ b/data/sessions/explorer-nested-folders-3/sync_log.json
@@ -0,0 +1,145 @@
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+}
\ No newline at end of file
diff --git a/data/sessions/explorer-nested-folders-3/vision/frames/closing_state.webp b/data/sessions/explorer-nested-folders-3/vision/frames/closing_state.webp
new file mode 100644
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@@ -0,0 +1,3 @@
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+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:29:44.560Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 25,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 93,
+    "mouse_y": 67,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=93, Y=67",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:29:48.578Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 84,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 212,
+    "mouse_y": 407,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=212, Y=407",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:29:52.669Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 101,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 280,
+    "mouse_y": 640,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=280, Y=640",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:29:56.731Z"
+  },
+  {
+    "action_subtype": "double",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 88,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 212,
+    "mouse_y": 197,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Double-clicked at X=212, Y=197",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:30:00.825Z"
+  },
+  {
+    "action_subtype": "double",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 86,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 212,
+    "mouse_y": 134,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Double-clicked at X=212, Y=134",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:30:05.904Z"
+  },
+  {
+    "action_subtype": "double",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 28,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 212,
+    "mouse_y": 134,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Double-clicked at X=212, Y=134",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:30:10.935Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 91,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 700,
+    "mouse_y": 300,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=700, Y=300",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:30:16.154Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 96,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 780,
+    "mouse_y": 439,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=780, Y=439",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:30:20.296Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-nested-folders/commands/cc_commands.json b/data/sessions/explorer-nested-folders/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..00a6ecad0b375ea20b782cd3f60d9174d4871614
--- /dev/null
+++ b/data/sessions/explorer-nested-folders/commands/cc_commands.json
@@ -0,0 +1,117 @@
+[
+  {
+    "command": "85 34 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "478 85 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "type Projects",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "212 197 double",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "85 34 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "478 85 left",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "type 2026",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "212 134 double",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "85 34 left",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "478 85 left",
+    "os": "WINDOWS",
+    "step_id": 12
+  },
+  {
+    "command": "type Q3",
+    "os": "WINDOWS",
+    "step_id": 13
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 14
+  },
+  {
+    "command": "93 67 left",
+    "os": "WINDOWS",
+    "step_id": 15
+  },
+  {
+    "command": "93 67 left",
+    "os": "WINDOWS",
+    "step_id": 16
+  },
+  {
+    "command": "212 407 right",
+    "os": "WINDOWS",
+    "step_id": 17
+  },
+  {
+    "command": "280 640 left",
+    "os": "WINDOWS",
+    "step_id": 18
+  },
+  {
+    "command": "212 197 double",
+    "os": "WINDOWS",
+    "step_id": 19
+  },
+  {
+    "command": "212 134 double",
+    "os": "WINDOWS",
+    "step_id": 20
+  },
+  {
+    "command": "212 134 double",
+    "os": "WINDOWS",
+    "step_id": 21
+  },
+  {
+    "command": "700 300 right",
+    "os": "WINDOWS",
+    "step_id": 22
+  },
+  {
+    "command": "780 439 left",
+    "os": "WINDOWS",
+    "step_id": 23
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-nested-folders/commands/converted_input.md b/data/sessions/explorer-nested-folders/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..72586faf718fb63a8b54528963399f3cb4223965
--- /dev/null
+++ b/data/sessions/explorer-nested-folders/commands/converted_input.md
@@ -0,0 +1,29 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-30 05:28:38 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-30T05:28:38.729Z | Left-click at (85, 34) |
+|    2 | 2026-07-30T05:28:41.917Z | Left-click at (478, 85) |
+|    3 | 2026-07-30T05:28:45.936Z | Type: Projects |
+|    4 | 2026-07-30T05:28:49.067Z | Press: Enter |
+|    5 | 2026-07-30T05:28:54.278Z | Double-click at (212, 197) |
+|    6 | 2026-07-30T05:28:59.292Z | Left-click at (85, 34) |
+|    7 | 2026-07-30T05:29:02.386Z | Left-click at (478, 85) |
+|    8 | 2026-07-30T05:29:06.449Z | Type: 2026 |
+|    9 | 2026-07-30T05:29:09.514Z | Press: Enter |
+|   10 | 2026-07-30T05:29:14.667Z | Double-click at (212, 134) |
+|   11 | 2026-07-30T05:29:19.793Z | Left-click at (85, 34) |
+|   12 | 2026-07-30T05:29:22.934Z | Left-click at (478, 85) |
+|   13 | 2026-07-30T05:29:26.993Z | Type: Q3 |
+|   14 | 2026-07-30T05:29:30.103Z | Press: Enter |
+|   15 | 2026-07-30T05:29:44.560Z | Left-click at (93, 67) |
+|   16 | 2026-07-30T05:29:48.578Z | Left-click at (93, 67) |
+|   17 | 2026-07-30T05:29:52.669Z | Right-click at (212, 407) |
+|   18 | 2026-07-30T05:29:56.731Z | Left-click at (280, 640) |
+|   19 | 2026-07-30T05:30:00.825Z | Double-click at (212, 197) |
+|   20 | 2026-07-30T05:30:05.904Z | Double-click at (212, 134) |
+|   21 | 2026-07-30T05:30:10.935Z | Double-click at (212, 134) |
+|   22 | 2026-07-30T05:30:16.154Z | Right-click at (700, 300) |
+|   23 | 2026-07-30T05:30:20.296Z | Left-click at (780, 439) |
diff --git a/data/sessions/explorer-nested-folders/commands/raw_input.md b/data/sessions/explorer-nested-folders/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..501ed9a4eb1db99cd69df2558edebb5257a7d0f8
--- /dev/null
+++ b/data/sessions/explorer-nested-folders/commands/raw_input.md
@@ -0,0 +1,29 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-30 05:28:38 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-30T05:28:38.729Z | Left-clicked at X=85, Y=34 |
+|    2 | 2026-07-30T05:28:41.917Z | Left-clicked at X=478, Y=85 |
+|    3 | 2026-07-30T05:28:45.936Z | Typed: Projects |
+|    4 | 2026-07-30T05:28:49.067Z | Pressed: Return |
+|    5 | 2026-07-30T05:28:54.278Z | Double-clicked at X=212, Y=197 |
+|    6 | 2026-07-30T05:28:59.292Z | Left-clicked at X=85, Y=34 |
+|    7 | 2026-07-30T05:29:02.386Z | Left-clicked at X=478, Y=85 |
+|    8 | 2026-07-30T05:29:06.449Z | Typed: 2026 |
+|    9 | 2026-07-30T05:29:09.514Z | Pressed: Return |
+|   10 | 2026-07-30T05:29:14.667Z | Double-clicked at X=212, Y=134 |
+|   11 | 2026-07-30T05:29:19.793Z | Left-clicked at X=85, Y=34 |
+|   12 | 2026-07-30T05:29:22.934Z | Left-clicked at X=478, Y=85 |
+|   13 | 2026-07-30T05:29:26.993Z | Typed: Q3 |
+|   14 | 2026-07-30T05:29:30.103Z | Pressed: Return |
+|   15 | 2026-07-30T05:29:44.560Z | Left-clicked at X=93, Y=67 |
+|   16 | 2026-07-30T05:29:48.578Z | Left-clicked at X=93, Y=67 |
+|   17 | 2026-07-30T05:29:52.669Z | Right-clicked at X=212, Y=407 |
+|   18 | 2026-07-30T05:29:56.731Z | Left-clicked at X=280, Y=640 |
+|   19 | 2026-07-30T05:30:00.825Z | Double-clicked at X=212, Y=197 |
+|   20 | 2026-07-30T05:30:05.904Z | Double-clicked at X=212, Y=134 |
+|   21 | 2026-07-30T05:30:10.935Z | Double-clicked at X=212, Y=134 |
+|   22 | 2026-07-30T05:30:16.154Z | Right-clicked at X=700, Y=300 |
+|   23 | 2026-07-30T05:30:20.296Z | Left-clicked at X=780, Y=439 |
diff --git a/data/sessions/explorer-nested-folders/memory.md b/data/sessions/explorer-nested-folders/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..1f529b58d5eb5b7c447871642da737b277c5c2f9
--- /dev/null
+++ b/data/sessions/explorer-nested-folders/memory.md
@@ -0,0 +1,178 @@
+# Memory: explorer-nested-folders
+
+## Overview
+
+Build a multi-level folder tree and move a file into its deepest level, using the file
+manager's ribbon and context menus. Use this when a nested structure has to be created and
+populated by pointing. Each level is created from the ribbon's new-folder button, named,
+and opened before the next is created; the file is then cut from the top folder and pasted
+inside the innermost one. The recorded trace builds `Projects\2026\Q3\` and moves
+`report.pdf` into `Q3\`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A starting folder that exists and is writable, and that is the active target when
+  creation begins. The keyboard route creates each folder inside whatever container
+  currently has focus, so the focused container — not the one on screen — is what
+  governs.
+- The full folder path decided in advance, level by level, including capitalisation.
+- A file to relocate, existing and identifiable by name, and write access to both its
+  current folder and the final destination.
+- No existing folder at any level using the intended name, and no file of the same name at
+  the destination.
+- Clarity that the file is moved, not copied — nothing must remain at the source.
+- Enough space, and both locations on the same volume where that can be arranged; a move
+  across volumes copies and deletes rather than renaming.
+
+## Steps
+
+### Step 1 — Left-click at (85, 34)
+
+The task is to build a three-level folder path and then move a file into its deepest level, so the first folder has to be created inside `corpus-seed`. Explorer is already showing that folder, but its ribbon is collapsed to a bare tab strip, so the `New folder` button is not on screen. Move the cursor and Left-click the **`Home`** tab to expand the ribbon and reveal it.
+
+![Step 1](vision/frames/step_0001_20260730_052838_at.webp)
+
+### Step 2 — Left-click at (478, 85)
+
+The ribbon is now expanded. Move the cursor and Left-click **`New folder`**. Explorer creates a folder named `New folder` and immediately puts its name into an inline edit box with the text selected, so the next thing typed replaces the name rather than appending to it.
+
+![Step 2](vision/frames/step_0002_20260730_052841_at.webp)
+
+### Step 3 — Type: Projects
+
+Type `Projects` while the name is still selected and in edit mode. The typed text replaces the placeholder name outright.
+
+![Step 3](vision/frames/step_0003_20260730_052845_at.webp)
+
+### Step 4 — Press: Enter
+
+After typing `Projects` Press Enter to commit the name. Until this happens the folder is still called `New folder` on disk, and clicking elsewhere would commit it under that name instead.
+
+![Step 4](vision/frames/step_0004_20260730_052849_at.webp)
+
+### Step 5 — Double-click at (212, 197)
+
+The next folder has to be created *inside* `Projects`, so the view has to descend into it. `Projects` sorts among the folders — after `found`, before `shots` — which puts it on the fourth row. Move the cursor and Double-click it to open it.
+
+![Step 5](vision/frames/step_0005_20260730_052854_at.webp)
+
+### Step 6 — Left-click at (85, 34)
+
+The view is now inside `Projects`, which is empty. The ribbon collapsed again when the folder was opened, so move the cursor and left-click **`Home`** to expand it once more. This repetition is inherent to the collapsed-ribbon route, not a mistake.
+
+![Step 6](vision/frames/step_0006_20260730_052859_at.webp)
+
+### Step 7 — Left-click at (478, 85)
+
+Move the cursor and Left-click **`New folder`** again, creating the second level with its name in edit mode.
+
+![Step 7](vision/frames/step_0007_20260730_052902_at.webp)
+
+### Step 8 — Type: 2026
+
+Type `2026` to name the second level.
+
+![Step 8](vision/frames/step_0008_20260730_052906_at.webp)
+
+### Step 9 — Press: Enter
+
+After typing `2026` Press Enter to commit the name.
+
+![Step 9](vision/frames/step_0009_20260730_052909_at.webp)
+
+### Step 10 — Double-click at (212, 134)
+
+`Projects` contains only `2026`, so it is the first and only row. Move the cursor and Double-click it to descend to the second level.
+
+![Step 10](vision/frames/step_0010_20260730_052914_at.webp)
+
+### Step 11 — Left-click at (85, 34)
+
+Inside `2026`, expand the ribbon again with the **`Home`** tab.
+
+![Step 11](vision/frames/step_0011_20260730_052919_at.webp)
+
+### Step 12 — Left-click at (478, 85)
+
+Move the cursor and Left-click **`New folder`** for the third and last level.
+
+![Step 12](vision/frames/step_0012_20260730_052922_at.webp)
+
+### Step 13 — Type: Q3
+
+Type `Q3`, completing `Projects\2026\Q3\`.
+
+![Step 13](vision/frames/step_0013_20260730_052926_at.webp)
+
+### Step 14 — Press: Enter
+
+After typing `Q3` Press Enter to commit the name. The folder half of the task is now done; what remains is moving `report.pdf` into this folder.
+
+![Step 14](vision/frames/step_0014_20260730_052930_at.webp)
+
+### Step 15 — Left-click at (93, 67)
+
+`report.pdf` lives in `corpus-seed`, two levels above the current location, so the view has to go back up before the file can be picked up. Move the cursor and Left-click the **Up** arrow in the address bar to move from `Projects\2026` to `Projects`. The Up button is used rather than a breadcrumb segment because its position does not change with the path, whereas breadcrumb segments shift with the length of the folder names.
+
+![Step 15](vision/frames/step_0015_20260730_052944_at.webp)
+
+### Step 16 — Left-click at (93, 67)
+
+Move the cursor and Left-click **Up** a second time to arrive back at `corpus-seed`.
+
+![Step 16](vision/frames/step_0016_20260730_052948_at.webp)
+
+### Step 17 — Right-click at (212, 407)
+
+Move the cursor and Right-click **`report.pdf`** to open its context menu. It now sits one row lower than it did at the start of the take: creating `Projects` inserted a folder above all the files, and folders sort above files. Right-clicking both selects the file and opens the menu in one action.
+
+![Step 17](vision/frames/step_0017_20260730_052952_at.webp)
+
+### Step 18 — Left-click at (280, 640)
+
+Move the cursor and Left-click **`Cut`**. This marks the file for relocation rather than copying it, which is what "move" requires. The row stays visible in the listing afterwards — Windows does not remove it until the paste completes — so its continued presence is not a sign the cut failed.
+
+![Step 18](vision/frames/step_0018_20260730_052956_at.webp)
+
+### Step 19 — Double-click at (212, 197)
+
+A cut is completed by pasting at the destination, so the view has to travel back down to `Q3`. Move the cursor and Double-click **`Projects`**, still on the fourth row.
+
+![Step 19](vision/frames/step_0019_20260730_053000_at.webp)
+
+### Step 20 — Double-click at (212, 134)
+
+Move the cursor and Double-click **`2026`**, the only item inside `Projects`.
+
+![Step 20](vision/frames/step_0020_20260730_053005_at.webp)
+
+### Step 21 — Double-click at (212, 134)
+
+Move the cursor and Double-click **`Q3`**, the only item inside `2026`. The view is now at the destination.
+
+![Step 21](vision/frames/step_0021_20260730_053010_at.webp)
+
+### Step 22 — Right-click at (700, 300)
+
+`Q3` is empty, so there is nothing to right-click on and the menu has to be opened from blank space in the file pane. Move the cursor and Right-click there to get the folder's own context menu, which is the one that carries `Paste`.
+
+![Step 22](vision/frames/step_0022_20260730_053016_at.webp)
+
+### Step 23 — Left-click at (780, 439)
+
+Move the cursor and Left-click **`Paste`**. It is black rather than dimmed, which confirms the clipboard still holds the cut file. This completes the move: `report.pdf` is removed from `corpus-seed` and appears in `Projects\2026\Q3\`.
+
+![Step 23](vision/frames/step_0023_20260730_053020_at.webp)
+
+## Notes & Edge Cases
+
+1. Each level has to exist before the next one can be made inside it, so the route alternates between creating a folder and descending into it. A single command that builds the whole path at once exists on the shell side; through the file manager the depth of the path is the number of times the same pair of steps repeats.
+2. The ribbon collapses again every time a folder is opened. Re-expanding it before each new folder is inherent to this route rather than a mistake or a missed step, and a trace that looks repetitive here is correct.
+3. A new folder arrives with its name in an inline edit box and the placeholder selected, so typing replaces it. Until the name is committed the folder exists on disk under the placeholder name, and clicking elsewhere commits it that way.
+4. Creating a folder changes the row positions of everything below it. Folders sort above files, so a file that was on one row at the start of the task is a row lower afterwards — a coordinate read at the beginning is not valid at the end.
+5. Navigate up with the control whose position does not move. Breadcrumb segments shift with the length of the folder names in the path, while the up control stays where it is regardless of how deep the path has become.
+6. Cut marks the file rather than moving it; nothing has happened until the paste. The row also stays visible in the listing until then, so its continued presence is not a sign the first half failed.
+7. In an empty destination there is nothing to right-click on, so the menu has to be opened from blank space in the file pane. That is the folder's own menu, which is the one that carries the paste entry — an item's menu does not.
+8. A dimmed paste entry means the clipboard no longer holds the file. Reading it before clicking is the cheapest confirmation available, because the alternative is discovering it after several navigation steps.
+9. The folder and file names here are for demonstration. Verify the real names, paths and locations against the machine the task is running on rather than reusing what the trace shows.
diff --git a/data/sessions/explorer-nested-folders/metadata.json b/data/sessions/explorer-nested-folders/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a0559198bec51fb0ab66fca4a5c63aeebf3eac5
--- /dev/null
+++ b/data/sessions/explorer-nested-folders/metadata.json
@@ -0,0 +1,337 @@
+{
+  "memory_name": "explorer-nested-folders",
+  "memory_description": "",
+  "session_id": "5083628d-da0b-449e-83e0-afb943371496",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-30T05:28:19.509409963Z",
+  "completed_at": "2026-07-30T05:30:51.053863773Z",
+  "total_steps": 23,
+  "annotated_steps": 23,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-30T05:28:38.729Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260730_052838_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260730_052838_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260730_052838_after.webp",
+      "raw_command": "Left-clicked at X=85, Y=34",
+      "converted_command": "Left-click at (85, 34)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-30T05:28:41.917Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260730_052841_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260730_052841_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260730_052841_after.webp",
+      "raw_command": "Left-clicked at X=478, Y=85",
+      "converted_command": "Left-click at (478, 85)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-30T05:28:45.936Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260730_052845_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260730_052845_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260730_052845_after.webp",
+      "raw_command": "Typed: Projects",
+      "converted_command": "Type: Projects"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-30T05:28:49.067Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260730_052849_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260730_052849_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260730_052849_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-30T05:28:54.278Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0005_20260730_052854_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260730_052854_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260730_052854_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=197",
+      "converted_command": "Double-click at (212, 197)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-30T05:28:59.292Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260730_052859_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260730_052859_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260730_052859_after.webp",
+      "raw_command": "Left-clicked at X=85, Y=34",
+      "converted_command": "Left-click at (85, 34)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-30T05:29:02.386Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260730_052902_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260730_052902_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260730_052902_after.webp",
+      "raw_command": "Left-clicked at X=478, Y=85",
+      "converted_command": "Left-click at (478, 85)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-30T05:29:06.449Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0008_20260730_052906_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260730_052906_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260730_052906_after.webp",
+      "raw_command": "Typed: 2026",
+      "converted_command": "Type: 2026"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-30T05:29:09.514Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260730_052909_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260730_052909_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260730_052909_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-30T05:29:14.667Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0010_20260730_052914_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260730_052914_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260730_052914_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=134",
+      "converted_command": "Double-click at (212, 134)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-30T05:29:19.793Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0011_20260730_052919_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260730_052919_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260730_052919_after.webp",
+      "raw_command": "Left-clicked at X=85, Y=34",
+      "converted_command": "Left-click at (85, 34)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-30T05:29:22.934Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0012_20260730_052922_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260730_052922_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260730_052922_after.webp",
+      "raw_command": "Left-clicked at X=478, Y=85",
+      "converted_command": "Left-click at (478, 85)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-30T05:29:26.993Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0013_20260730_052926_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260730_052926_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260730_052926_after.webp",
+      "raw_command": "Typed: Q3",
+      "converted_command": "Type: Q3"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-30T05:29:30.103Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0014_20260730_052930_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0014_20260730_052930_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260730_052930_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-30T05:29:44.560Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0015_20260730_052944_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0015_20260730_052944_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260730_052944_after.webp",
+      "raw_command": "Left-clicked at X=93, Y=67",
+      "converted_command": "Left-click at (93, 67)"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-07-30T05:29:48.578Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0016_20260730_052948_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0016_20260730_052948_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260730_052948_after.webp",
+      "raw_command": "Left-clicked at X=93, Y=67",
+      "converted_command": "Left-click at (93, 67)"
+    },
+    {
+      "step_id": 17,
+      "timestamp": "2026-07-30T05:29:52.669Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0017_20260730_052952_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0017_20260730_052952_before.webp",
+      "after_image_path": "vision/frames/step_0017_20260730_052952_after.webp",
+      "raw_command": "Right-clicked at X=212, Y=407",
+      "converted_command": "Right-click at (212, 407)"
+    },
+    {
+      "step_id": 18,
+      "timestamp": "2026-07-30T05:29:56.731Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0018_20260730_052956_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0018_20260730_052956_before.webp",
+      "after_image_path": "vision/frames/step_0018_20260730_052956_after.webp",
+      "raw_command": "Left-clicked at X=280, Y=640",
+      "converted_command": "Left-click at (280, 640)"
+    },
+    {
+      "step_id": 19,
+      "timestamp": "2026-07-30T05:30:00.825Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0019_20260730_053000_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0019_20260730_053000_before.webp",
+      "after_image_path": "vision/frames/step_0019_20260730_053000_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=197",
+      "converted_command": "Double-click at (212, 197)"
+    },
+    {
+      "step_id": 20,
+      "timestamp": "2026-07-30T05:30:05.904Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0020_20260730_053005_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0020_20260730_053005_before.webp",
+      "after_image_path": "vision/frames/step_0020_20260730_053005_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=134",
+      "converted_command": "Double-click at (212, 134)"
+    },
+    {
+      "step_id": 21,
+      "timestamp": "2026-07-30T05:30:10.935Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0021_20260730_053010_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0021_20260730_053010_before.webp",
+      "after_image_path": "vision/frames/step_0021_20260730_053010_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=134",
+      "converted_command": "Double-click at (212, 134)"
+    },
+    {
+      "step_id": 22,
+      "timestamp": "2026-07-30T05:30:16.154Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0022_20260730_053016_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0022_20260730_053016_before.webp",
+      "after_image_path": "vision/frames/step_0022_20260730_053016_after.webp",
+      "raw_command": "Right-clicked at X=700, Y=300",
+      "converted_command": "Right-click at (700, 300)"
+    },
+    {
+      "step_id": 23,
+      "timestamp": "2026-07-30T05:30:20.296Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0023_20260730_053020_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0023_20260730_053020_before.webp",
+      "after_image_path": "vision/frames/step_0023_20260730_053020_after.webp",
+      "raw_command": "Left-clicked at X=780, Y=439",
+      "converted_command": "Left-click at (780, 439)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-nested-folders/reasoning/reasoning.jsonl b/data/sessions/explorer-nested-folders/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c846f31249ec3fcd26e28d768b3ca8446a1b5c96
--- /dev/null
+++ b/data/sessions/explorer-nested-folders/reasoning/reasoning.jsonl
@@ -0,0 +1,23 @@
+{"step_id": 1, "timestamp_action": "2026-07-30T05:28:38.729Z", "timestamp_annotated": "2026-08-19T14:18:25.923277+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=85, Y=34", "converted_command": "Left-click at (85, 34)", "image_path": "vision/frames/step_0001_20260730_052838_at.webp", "reasoning": "The task is to build a three-level folder path and then move a file into its deepest level, so the first folder has to be created inside `corpus-seed`. Explorer is already showing that folder, but its ribbon is collapsed to a bare tab strip, so the `New folder` button is not on screen. Move the cursor and Left-click the **`Home`** tab to expand the ribbon and reveal it.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-30T05:28:41.917Z", "timestamp_annotated": "2026-08-19T14:18:25.923635+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=478, Y=85", "converted_command": "Left-click at (478, 85)", "image_path": "vision/frames/step_0002_20260730_052841_at.webp", "reasoning": "The ribbon is now expanded. Move the cursor and Left-click **`New folder`**. Explorer creates a folder named `New folder` and immediately puts its name into an inline edit box with the text selected, so the next thing typed replaces the name rather than appending to it.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-30T05:28:45.936Z", "timestamp_annotated": "2026-08-19T14:18:25.923994+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Projects", "converted_command": "Type: Projects", "image_path": "vision/frames/step_0003_20260730_052845_at.webp", "reasoning": "Type `Projects` while the name is still selected and in edit mode. The typed text replaces the placeholder name outright.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-30T05:28:49.067Z", "timestamp_annotated": "2026-08-19T14:18:25.924361+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0004_20260730_052849_at.webp", "reasoning": "After typing `Projects` Press Enter to commit the name. Until this happens the folder is still called `New folder` on disk, and clicking elsewhere would commit it under that name instead.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-30T05:28:54.278Z", "timestamp_annotated": "2026-08-19T14:18:25.924754+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=197", "converted_command": "Double-click at (212, 197)", "image_path": "vision/frames/step_0005_20260730_052854_at.webp", "reasoning": "The next folder has to be created *inside* `Projects`, so the view has to descend into it. `Projects` sorts among the folders — after `found`, before `shots` — which puts it on the fourth row. Move the cursor and Double-click it to open it.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-30T05:28:59.292Z", "timestamp_annotated": "2026-08-19T14:18:25.925154+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=85, Y=34", "converted_command": "Left-click at (85, 34)", "image_path": "vision/frames/step_0006_20260730_052859_at.webp", "reasoning": "The view is now inside `Projects`, which is empty. The ribbon collapsed again when the folder was opened, so move the cursor and left-click **`Home`** to expand it once more. This repetition is inherent to the collapsed-ribbon route, not a mistake.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-30T05:29:02.386Z", "timestamp_annotated": "2026-08-19T14:18:25.925656+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=478, Y=85", "converted_command": "Left-click at (478, 85)", "image_path": "vision/frames/step_0007_20260730_052902_at.webp", "reasoning": "Move the cursor and Left-click **`New folder`** again, creating the second level with its name in edit mode.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-30T05:29:06.449Z", "timestamp_annotated": "2026-08-19T14:18:25.926081+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 2026", "converted_command": "Type: 2026", "image_path": "vision/frames/step_0008_20260730_052906_at.webp", "reasoning": "Type `2026` to name the second level.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-30T05:29:09.514Z", "timestamp_annotated": "2026-08-19T14:18:25.926650+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0009_20260730_052909_at.webp", "reasoning": "After typing `2026` Press Enter to commit the name.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-30T05:29:14.667Z", "timestamp_annotated": "2026-08-19T14:18:25.927127+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=134", "converted_command": "Double-click at (212, 134)", "image_path": "vision/frames/step_0010_20260730_052914_at.webp", "reasoning": "`Projects` contains only `2026`, so it is the first and only row. Move the cursor and Double-click it to descend to the second level.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-30T05:29:19.793Z", "timestamp_annotated": "2026-08-19T14:18:25.927664+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=85, Y=34", "converted_command": "Left-click at (85, 34)", "image_path": "vision/frames/step_0011_20260730_052919_at.webp", "reasoning": "Inside `2026`, expand the ribbon again with the **`Home`** tab.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-30T05:29:22.934Z", "timestamp_annotated": "2026-08-19T14:18:25.928157+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=478, Y=85", "converted_command": "Left-click at (478, 85)", "image_path": "vision/frames/step_0012_20260730_052922_at.webp", "reasoning": "Move the cursor and Left-click **`New folder`** for the third and last level.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-30T05:29:26.993Z", "timestamp_annotated": "2026-08-19T14:18:25.928696+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Q3", "converted_command": "Type: Q3", "image_path": "vision/frames/step_0013_20260730_052926_at.webp", "reasoning": "Type `Q3`, completing `Projects\\2026\\Q3\\`.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-30T05:29:30.103Z", "timestamp_annotated": "2026-08-19T14:18:25.929206+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0014_20260730_052930_at.webp", "reasoning": "After typing `Q3` Press Enter to commit the name. The folder half of the task is now done; what remains is moving `report.pdf` into this folder.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-30T05:29:44.560Z", "timestamp_annotated": "2026-08-19T14:18:25.929714+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=93, Y=67", "converted_command": "Left-click at (93, 67)", "image_path": "vision/frames/step_0015_20260730_052944_at.webp", "reasoning": "`report.pdf` lives in `corpus-seed`, two levels above the current location, so the view has to go back up before the file can be picked up. Move the cursor and Left-click the **Up** arrow in the address bar to move from `Projects\\2026` to `Projects`. The Up button is used rather than a breadcrumb segment because its position does not change with the path, whereas breadcrumb segments shift with the length of the folder names.", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-07-30T05:29:48.578Z", "timestamp_annotated": "2026-08-19T14:18:25.930250+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=93, Y=67", "converted_command": "Left-click at (93, 67)", "image_path": "vision/frames/step_0016_20260730_052948_at.webp", "reasoning": "Move the cursor and Left-click **Up** a second time to arrive back at `corpus-seed`.", "skipped": false}
+{"step_id": 17, "timestamp_action": "2026-07-30T05:29:52.669Z", "timestamp_annotated": "2026-08-19T14:18:25.930816+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=212, Y=407", "converted_command": "Right-click at (212, 407)", "image_path": "vision/frames/step_0017_20260730_052952_at.webp", "reasoning": "Move the cursor and Right-click **`report.pdf`** to open its context menu. It now sits one row lower than it did at the start of the take: creating `Projects` inserted a folder above all the files, and folders sort above files. Right-clicking both selects the file and opens the menu in one action.", "skipped": false}
+{"step_id": 18, "timestamp_action": "2026-07-30T05:29:56.731Z", "timestamp_annotated": "2026-08-19T14:18:25.931352+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=280, Y=640", "converted_command": "Left-click at (280, 640)", "image_path": "vision/frames/step_0018_20260730_052956_at.webp", "reasoning": "Move the cursor and Left-click **`Cut`**. This marks the file for relocation rather than copying it, which is what \"move\" requires. The row stays visible in the listing afterwards — Windows does not remove it until the paste completes — so its continued presence is not a sign the cut failed.", "skipped": false}
+{"step_id": 19, "timestamp_action": "2026-07-30T05:30:00.825Z", "timestamp_annotated": "2026-08-19T14:18:25.931943+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=197", "converted_command": "Double-click at (212, 197)", "image_path": "vision/frames/step_0019_20260730_053000_at.webp", "reasoning": "A cut is completed by pasting at the destination, so the view has to travel back down to `Q3`. Move the cursor and Double-click **`Projects`**, still on the fourth row.", "skipped": false}
+{"step_id": 20, "timestamp_action": "2026-07-30T05:30:05.904Z", "timestamp_annotated": "2026-08-19T14:18:25.932495+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=134", "converted_command": "Double-click at (212, 134)", "image_path": "vision/frames/step_0020_20260730_053005_at.webp", "reasoning": "Move the cursor and Double-click **`2026`**, the only item inside `Projects`.", "skipped": false}
+{"step_id": 21, "timestamp_action": "2026-07-30T05:30:10.935Z", "timestamp_annotated": "2026-08-19T14:18:25.933121+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=134", "converted_command": "Double-click at (212, 134)", "image_path": "vision/frames/step_0021_20260730_053010_at.webp", "reasoning": "Move the cursor and Double-click **`Q3`**, the only item inside `2026`. The view is now at the destination.", "skipped": false}
+{"step_id": 22, "timestamp_action": "2026-07-30T05:30:16.154Z", "timestamp_annotated": "2026-08-19T14:18:25.933718+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=700, Y=300", "converted_command": "Right-click at (700, 300)", "image_path": "vision/frames/step_0022_20260730_053016_at.webp", "reasoning": "`Q3` is empty, so there is nothing to right-click on and the menu has to be opened from blank space in the file pane. Move the cursor and Right-click there to get the folder's own context menu, which is the one that carries `Paste`.", "skipped": false}
+{"step_id": 23, "timestamp_action": "2026-07-30T05:30:20.296Z", "timestamp_annotated": "2026-08-19T14:18:25.934309+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=780, Y=439", "converted_command": "Left-click at (780, 439)", "image_path": "vision/frames/step_0023_20260730_053020_at.webp", "reasoning": "Move the cursor and Left-click **`Paste`**. It is black rather than dimmed, which confirms the clipboard still holds the cut file. This completes the move: `report.pdf` is removed from `corpus-seed` and appears in `Projects\\2026\\Q3\\`.", "skipped": false}
diff --git a/data/sessions/explorer-nested-folders/sync_log.json b/data/sessions/explorer-nested-folders/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..ea3999dba66cc525f7e3d10733fdce76bda14efc
--- /dev/null
+++ b/data/sessions/explorer-nested-folders/sync_log.json
@@ -0,0 +1,523 @@
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+[
+  {
+    "command": "900 600 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Ctrl+Shift+N}",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "type Archive",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-new-folder-desktop-2/commands/converted_input.md b/data/sessions/explorer-new-folder-desktop-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..f867da11b0f332748e12f0ea446516544b43cc54
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-2/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:34:01 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:34:01.127Z | Left-click at (900, 600) |
+|    2 | 2026-07-31T12:34:05.380Z | Press: Ctrl+Shift+N |
+|    3 | 2026-07-31T12:34:10.603Z | Type: Archive |
+|    4 | 2026-07-31T12:34:13.908Z | Press: Enter |
diff --git a/data/sessions/explorer-new-folder-desktop-2/commands/raw_input.md b/data/sessions/explorer-new-folder-desktop-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..da8204138eaabfb978515a5d0458c2564eaaafa4
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-2/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:34:01 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:34:01.127Z | Left-clicked at X=900, Y=600 |
+|    2 | 2026-07-31T12:34:05.380Z | Pressed: Ctrl+Shift+N |
+|    3 | 2026-07-31T12:34:10.603Z | Typed: Archive |
+|    4 | 2026-07-31T12:34:13.908Z | Pressed: Return |
diff --git a/data/sessions/explorer-new-folder-desktop-2/memory.md b/data/sessions/explorer-new-folder-desktop-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..fc614fb75f68c081a9591e29d816c9a3b35ff757
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-2/memory.md
@@ -0,0 +1,57 @@
+# Memory: explorer-new-folder-desktop-2
+
+## Overview
+
+Create a named folder on the desktop using the keyboard's new-folder shortcut. Use this
+when a container is wanted on the desktop and the pointer is needed only to give the
+desktop focus. The shortcut creates the folder already in rename mode, so the name is typed
+straight in and committed with Return. The recorded trace leaves a folder named `Archive`
+on the desktop.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A destination that exists and is writable, and that is the active target when the
+  creation command is issued. The keyboard route creates the folder inside whatever
+  container currently has focus, which is not always the one on screen.
+- The folder's name decided in advance, including capitalisation.
+- No existing folder of that name at the destination. Creating over one is refused by the
+  shell and quietly turned into a differently-named folder by the file manager.
+- For the desktop specifically: the desktop reachable as a container. It behaves as a
+  folder for this purpose, but only when no window is in front of it holding focus.
+
+## Steps
+
+### Step 1 — Left-click at (900, 600)
+
+The task is to create a folder on the Desktop and name it `Archive`, using the keyboard only, so the Desktop has to be the focused surface before the shortcut is sent. Move the cursor and Left-click an empty area of the desktop wallpaper, clear of every icon. The keyboard shortcut that follows creates its folder wherever the input focus currently is; clicking bare wallpaper focuses the desktop without selecting anything, where clicking an icon would have selected it instead.
+
+![Step 1](vision/frames/step_0001_20260731_123401_at.webp)
+
+### Step 2 — Press: Ctrl+Shift+N
+
+Press Ctrl+Shift+N to create a new folder on the desktop. It appears immediately with its default name selected for editing, which is what makes naming it the next action rather than a separate rename.
+
+![Step 2](vision/frames/step_0002_20260731_123405_at.webp)
+
+### Step 3 — Type: Archive
+
+Type `Archive` to name the folder. The typing replaces the default name rather than appending to it, because that name is selected the moment the folder is created.
+
+![Step 3](vision/frames/step_0003_20260731_123410_at.webp)
+
+### Step 4 — Press: Enter
+
+After typing `Archive` Press Enter to commit the name. The folder appears at the foot of the desktop's icon column, highlighted as the selected item, which confirms it exists and is named.
+
+![Step 4](vision/frames/step_0004_20260731_123413_at.webp)
+
+## Notes & Edge Cases
+
+1. The shortcut creates the folder inside whatever container currently has focus. With a file-manager window in front, that window is the target and nothing appears on the desktop at all — confirm the desktop itself is focused before pressing anything.
+2. The click on empty desktop exists only to give the desktop focus. It selects nothing and produces no visible change, which makes it look skippable; it is not.
+3. The new folder arrives already in rename mode with its default name selected, so typing replaces it and the confirming key commits. Clicking in between commits the default name and sends the typed characters elsewhere.
+4. The confirming key commits the name and the cancel key reverts to the default one. Neither undoes the creation, so an abandoned attempt still leaves a folder behind.
+5. A name already in use is not refused. A differently-named folder is created silently rather than a collision being reported.
+6. Capitalisation is part of the name, and nothing normalises it afterwards.
+7. Nothing confirms the folder was made except the folder appearing. There is no dialog and no message, so the desktop's contents are the only evidence.
diff --git a/data/sessions/explorer-new-folder-desktop-2/metadata.json b/data/sessions/explorer-new-folder-desktop-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f6c82c714564cfce21e3d179420082095052e8a
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-2/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "explorer-new-folder-desktop-2",
+  "memory_description": "",
+  "session_id": "23112df2-4b1b-4c88-8b2f-5f3ed572ab8b",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:33:51.825324072Z",
+  "completed_at": "2026-07-31T12:34:19.117159089Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:34:01.127Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_123401_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_123401_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_123401_after.webp",
+      "raw_command": "Left-clicked at X=900, Y=600",
+      "converted_command": "Left-click at (900, 600)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:34:05.380Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260731_123405_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_123405_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_123405_after.webp",
+      "raw_command": "Pressed: Ctrl+Shift+N",
+      "converted_command": "Press: Ctrl+Shift+N"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:34:10.603Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260731_123410_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_123410_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_123410_after.webp",
+      "raw_command": "Typed: Archive",
+      "converted_command": "Type: Archive"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:34:13.908Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260731_123413_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_123413_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_123413_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-new-folder-desktop-2/reasoning/reasoning.jsonl b/data/sessions/explorer-new-folder-desktop-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..55e5a84d95daacd867f22598bc5a5fbc51aca97c
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-2/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:34:01.127Z", "timestamp_annotated": "2026-08-19T14:18:26.155171+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=900, Y=600", "converted_command": "Left-click at (900, 600)", "image_path": "vision/frames/step_0001_20260731_123401_at.webp", "reasoning": "The task is to create a folder on the Desktop and name it `Archive`, using the keyboard only, so the Desktop has to be the focused surface before the shortcut is sent. Move the cursor and Left-click an empty area of the desktop wallpaper, clear of every icon. The keyboard shortcut that follows creates its folder wherever the input focus currently is; clicking bare wallpaper focuses the desktop without selecting anything, where clicking an icon would have selected it instead.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:34:05.380Z", "timestamp_annotated": "2026-08-19T14:18:26.155564+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+Shift+N", "converted_command": "Press: Ctrl+Shift+N", "image_path": "vision/frames/step_0002_20260731_123405_at.webp", "reasoning": "Press Ctrl+Shift+N to create a new folder on the desktop. It appears immediately with its default name selected for editing, which is what makes naming it the next action rather than a separate rename.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:34:10.603Z", "timestamp_annotated": "2026-08-19T14:18:26.155979+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Archive", "converted_command": "Type: Archive", "image_path": "vision/frames/step_0003_20260731_123410_at.webp", "reasoning": "Type `Archive` to name the folder. The typing replaces the default name rather than appending to it, because that name is selected the moment the folder is created.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:34:13.908Z", "timestamp_annotated": "2026-08-19T14:18:26.156458+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0004_20260731_123413_at.webp", "reasoning": "After typing `Archive` Press Enter to commit the name. The folder appears at the foot of the desktop's icon column, highlighted as the selected item, which confirms it exists and is named.", "skipped": false}
diff --git a/data/sessions/explorer-new-folder-desktop-2/sync_log.json b/data/sessions/explorer-new-folder-desktop-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..5132b3fe053f0a82f05c1e1e1a26188525ee994f
--- /dev/null
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@@ -0,0 +1,124 @@
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+}
\ No newline at end of file
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+version https://git-lfs.github.com/spec/v1
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/data/sessions/explorer-new-folder-desktop-3/commands/actuation_commands.json b/data/sessions/explorer-new-folder-desktop-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..d3cae62beb2623a7443952492656d9b8786b35af
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-3/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 84,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:35:05.863Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: New-Item -ItemType Directory -Path $env:USERPROFILE\\Desktop\\Archive",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:35:16.043Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:35:20.323Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:35:26.573Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:35:29.811Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-new-folder-desktop-3/commands/cc_commands.json b/data/sessions/explorer-new-folder-desktop-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f4f2ee183588d350c61506da8976929d8ff2634
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-3/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type New-Item -ItemType Directory -Path $env:USERPROFILE\\Desktop\\Archive",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-new-folder-desktop-3/commands/converted_input.md b/data/sessions/explorer-new-folder-desktop-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..91e56ca269228d21a8ee29c9e2c55e13421b7bb7
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-3/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:35:05 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:35:05.863Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T12:35:16.043Z | Type: New-Item -ItemType Directory -Path $env:USERPROFILE\Desktop\Archive |
+|    3 | 2026-07-31T12:35:20.323Z | Press: Enter |
+|    4 | 2026-07-31T12:35:26.573Z | Type: exit |
+|    5 | 2026-07-31T12:35:29.811Z | Press: Enter |
diff --git a/data/sessions/explorer-new-folder-desktop-3/commands/raw_input.md b/data/sessions/explorer-new-folder-desktop-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..90a0a61621bdb80e6798463a12bc7e41a536bc26
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-3/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:35:05 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:35:05.863Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T12:35:16.043Z | Typed: New-Item -ItemType Directory -Path $env:USERPROFILE\Desktop\Archive |
+|    3 | 2026-07-31T12:35:20.323Z | Pressed: Return |
+|    4 | 2026-07-31T12:35:26.573Z | Typed: exit |
+|    5 | 2026-07-31T12:35:29.811Z | Pressed: Return |
diff --git a/data/sessions/explorer-new-folder-desktop-3/memory.md b/data/sessions/explorer-new-folder-desktop-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..6bb6ef68bd5b4c62f5a85c2d963cb31f59500076
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-3/memory.md
@@ -0,0 +1,63 @@
+# Memory: explorer-new-folder-desktop-3
+
+## Overview
+
+Create a named folder on the desktop from a shell. Use this as the terminal route to the
+same end state: the desktop is an ordinary directory under the user's profile, so one
+create-directory command is the whole job and no window needs focus. The recorded trace
+opens a shell, creates `Desktop\Archive`, and closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A destination that exists and is writable, and that is the active target when the
+  creation command is issued. The keyboard route creates the folder inside whatever
+  container currently has focus, which is not always the one on screen.
+- The folder's name decided in advance, including capitalisation.
+- No existing folder of that name at the destination. Creating over one is refused by the
+  shell and quietly turned into a differently-named folder by the file manager.
+- For the desktop specifically: the desktop reachable as a container. It behaves as a
+  folder for this purpose, but only when no window is in front of it holding focus.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to create a folder on the Desktop and name it `Archive`, which is a single directory-creation command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_123505_at.webp)
+
+### Step 2 — Type: New-Item -ItemType Directory -Path $env:USERPROFILE\Desktop\Archive
+
+Type a `New-Item` command to create the folder. The Desktop is an ordinary directory inside the user's profile, so creating a directory there is what makes a folder appear on the desktop — no Explorer involvement is needed. `-ItemType Directory` is required because the same command creates files as well, and the type is what distinguishes them.
+
+![Step 2](vision/frames/step_0002_20260731_123516_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to create the folder.
+
+![Step 3](vision/frames/step_0003_20260731_123520_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_123526_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_123529_at.webp)
+
+## Notes & Edge Cases
+
+1. The desktop is a directory. Treating it as a path rather than as a surface is what makes this route immune to the focus problem the keyboard route has — nothing has to be in front and no window has to exist.
+2. The item type is what decides what gets made. The same command creates a file when told File, and a folder with a file-shaped name is close enough in a listing to be missed.
+3. Creating a directory whose name is already taken is an error rather than a silent rename, and that is the useful behaviour. Read the error instead of suppressing it with a flag that ignores collisions.
+4. The command creates one level only. A nested path needs the option that creates parents, which also stops it complaining about a name that already exists — and in doing so hides a collision at the final level too.
+5. The desktop's directory name is not always the English word. It is localised on some systems and can be relocated, so resolve the path rather than assuming it where that is possible.
+6. The new folder may not be drawn immediately. The file manager refreshes the desktop on its own schedule, so the folder exists on disk before it appears — confirm from the filesystem rather than from the screen.
+7. The environment variable in the path is expanded by the shell, so the same string handed to something that is not a shell leaves the literal text unresolved.
+8. The prompt returning is not confirmation that anything was created. Verify the directory exists before treating the task as done.
diff --git a/data/sessions/explorer-new-folder-desktop-3/metadata.json b/data/sessions/explorer-new-folder-desktop-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a84da42447be8432380f08286c82cebf25cf43e7
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-3/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-new-folder-desktop-3",
+  "memory_description": "",
+  "session_id": "c6dfb6e7-5335-4dc9-9a46-b71283c1c730",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:34:56.547868900Z",
+  "completed_at": "2026-07-31T12:35:35.073468059Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:35:05.863Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_123505_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_123505_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_123505_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:35:16.043Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_123516_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_123516_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_123516_after.webp",
+      "raw_command": "Typed: New-Item -ItemType Directory -Path $env:USERPROFILE\\Desktop\\Archive",
+      "converted_command": "Type: New-Item -ItemType Directory -Path $env:USERPROFILE\\Desktop\\Archive"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:35:20.323Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_123520_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_123520_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_123520_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:35:26.573Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_123526_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_123526_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_123526_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:35:29.811Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_123529_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_123529_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_123529_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-new-folder-desktop-3/reasoning/reasoning.jsonl b/data/sessions/explorer-new-folder-desktop-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a3d721115e60483e7fc8a4b178f2262127d1d57b
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop-3/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:35:05.863Z", "timestamp_annotated": "2026-08-19T14:18:26.160444+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_123505_at.webp", "reasoning": "The task is to create a folder on the Desktop and name it `Archive`, which is a single directory-creation command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:35:16.043Z", "timestamp_annotated": "2026-08-19T14:18:26.160805+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: New-Item -ItemType Directory -Path $env:USERPROFILE\\Desktop\\Archive", "converted_command": "Type: New-Item -ItemType Directory -Path $env:USERPROFILE\\Desktop\\Archive", "image_path": "vision/frames/step_0002_20260731_123516_at.webp", "reasoning": "Type a `New-Item` command to create the folder. The Desktop is an ordinary directory inside the user's profile, so creating a directory there is what makes a folder appear on the desktop — no Explorer involvement is needed. `-ItemType Directory` is required because the same command creates files as well, and the type is what distinguishes them.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:35:20.323Z", "timestamp_annotated": "2026-08-19T14:18:26.161204+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_123520_at.webp", "reasoning": "After typing the command Press Enter to create the folder.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:35:26.573Z", "timestamp_annotated": "2026-08-19T14:18:26.161656+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_123526_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:35:29.811Z", "timestamp_annotated": "2026-08-19T14:18:26.162003+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_123529_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
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+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 38,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 900,
+    "mouse_y": 600,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=900, Y=600",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:32:46.548Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 98,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 946,
+    "mouse_y": 849,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=946, Y=849",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:32:51.970Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 35,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 946,
+    "mouse_y": 849,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=946, Y=849",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:32:54.173Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 107,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1241,
+    "mouse_y": 851,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1241, Y=851",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:32:58.532Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 30,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1241,
+    "mouse_y": 851,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1241, Y=851",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:33:00.736Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Archive",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:33:06.015Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:33:09.281Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-new-folder-desktop/commands/cc_commands.json b/data/sessions/explorer-new-folder-desktop/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1b17e41d524b0ef5921efa41d6c2ccd2743313d
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop/commands/cc_commands.json
@@ -0,0 +1,37 @@
+[
+  {
+    "command": "900 600 right",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "946 849 move",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "946 849 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "1241 851 move",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "1241 851 left",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "type Archive",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 7
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-new-folder-desktop/commands/converted_input.md b/data/sessions/explorer-new-folder-desktop/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..011ca9620362d4e6d6a3a4c6bcc1b73656662465
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop/commands/converted_input.md
@@ -0,0 +1,13 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:32:46 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:32:46.548Z | Right-click at (900, 600) |
+|    2 | 2026-07-31T12:32:51.970Z | Move-cursor at (946, 849) |
+|    3 | 2026-07-31T12:32:54.173Z | Left-click at (946, 849) |
+|    4 | 2026-07-31T12:32:58.532Z | Move-cursor at (1241, 851) |
+|    5 | 2026-07-31T12:33:00.736Z | Left-click at (1241, 851) |
+|    6 | 2026-07-31T12:33:06.015Z | Type: Archive |
+|    7 | 2026-07-31T12:33:09.281Z | Press: Enter |
diff --git a/data/sessions/explorer-new-folder-desktop/commands/raw_input.md b/data/sessions/explorer-new-folder-desktop/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..19c871e8cefb32e2a94ce23da2a91d87d9498235
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop/commands/raw_input.md
@@ -0,0 +1,13 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:32:46 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:32:46.548Z | Right-clicked at X=900, Y=600 |
+|    2 | 2026-07-31T12:32:51.970Z | Moved cursor to at X=946, Y=849 |
+|    3 | 2026-07-31T12:32:54.173Z | Left-clicked at X=946, Y=849 |
+|    4 | 2026-07-31T12:32:58.532Z | Moved cursor to at X=1241, Y=851 |
+|    5 | 2026-07-31T12:33:00.736Z | Left-clicked at X=1241, Y=851 |
+|    6 | 2026-07-31T12:33:06.015Z | Typed: Archive |
+|    7 | 2026-07-31T12:33:09.281Z | Pressed: Return |
diff --git a/data/sessions/explorer-new-folder-desktop/memory.md b/data/sessions/explorer-new-folder-desktop/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..d56ee7f999622150272620d2b6788e5114e47756
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop/memory.md
@@ -0,0 +1,77 @@
+# Memory: explorer-new-folder-desktop
+
+## Overview
+
+Create a named folder on the desktop through the desktop's own context menu. Use this when
+a new container is wanted on the desktop and the work is being done by pointing. The route
+right-clicks empty desktop space, follows the New submenu to Folder, types the name and
+commits it with Return. The recorded trace leaves a folder named `Archive` on the
+desktop.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A destination that exists and is writable, and that is the active target when the
+  creation command is issued. The keyboard route creates the folder inside whatever
+  container currently has focus, which is not always the one on screen.
+- The folder's name decided in advance, including capitalisation.
+- No existing folder of that name at the destination. Creating over one is refused by the
+  shell and quietly turned into a differently-named folder by the file manager.
+- For the desktop specifically: the desktop reachable as a container. It behaves as a
+  folder for this purpose, but only when no window is in front of it holding focus.
+
+## Steps
+
+### Step 1 — Right-click at (900, 600)
+
+The task is to create a folder on the Desktop, and the Desktop has no ribbon of its own, so the only route is its context menu. Move the cursor and Right-click an empty area of the wallpaper, clear of the icons down the left edge.
+
+![Step 1](vision/frames/step_0001_20260731_123246_at.webp)
+
+### Step 2 — Move-cursor at (946, 849)
+
+Move the cursor onto the **`New ›`** row without clicking, so the submenu opens on hover and the target is confirmed in the frame before anything is committed. Note that `New` sits higher here than it does inside a folder window: the desktop menu has no `Group by` or `Customize this folder…` entries, so everything below them moves up.
+
+![Step 2](vision/frames/step_0002_20260731_123251_at.webp)
+
+### Step 3 — Left-click at (946, 849)
+
+Move the cursor and Left-click **`New ›`** to hold the submenu open.
+
+![Step 3](vision/frames/step_0003_20260731_123254_at.webp)
+
+### Step 4 — Move-cursor at (1241, 851)
+
+Move the cursor across into the submenu and onto **`Folder`**, its first entry. Moving before clicking matters more here than usual — a click that misses lands on the wallpaper and dismisses the whole menu.
+
+![Step 4](vision/frames/step_0004_20260731_123258_at.webp)
+
+### Step 5 — Left-click at (1241, 851)
+
+Move the cursor and Left-click **`Folder`**. Windows creates a folder called `New folder` on the Desktop and puts its name straight into an inline edit box with the text selected, so it is ready to be renamed without any further action.
+
+![Step 5](vision/frames/step_0005_20260731_123300_at.webp)
+
+### Step 6 — Type: Archive
+
+Type `Archive` while the placeholder name is still selected. The typed text replaces it rather than appending to it.
+
+![Step 6](vision/frames/step_0006_20260731_123306_at.webp)
+
+### Step 7 — Press: Enter
+
+After typing `Archive` Press Enter to commit the name. Until this happens the folder is still `New folder` on disk; clicking elsewhere would commit that name instead of the one just typed.
+
+![Step 7](vision/frames/step_0007_20260731_123309_at.webp)
+
+## Notes & Edge Cases
+
+- **A submenu opens on hover, and clicking its parent row can close the whole menu.** Move
+  onto the parent and wait for the child list to appear rather than clicking through it.
+  This is the most common way a menu-driven step silently does nothing.
+- **Confirm the submenu is open before moving to the child item.** The pointer has to
+  travel from the parent row into the submenu without leaving the menu's bounds; cutting
+  the corner closes it and the click then lands on whatever is behind.
+- **A parent row's position is not fixed.** Menu contents differ by what was right-clicked
+  and by what is installed, so the row sits at a different height in different folders.
+  Read the row's label rather than returning to a remembered position.
diff --git a/data/sessions/explorer-new-folder-desktop/metadata.json b/data/sessions/explorer-new-folder-desktop/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b2d87d9abd2726c61fa0af3d2ffa6a61794b0c71
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop/metadata.json
@@ -0,0 +1,129 @@
+{
+  "memory_name": "explorer-new-folder-desktop",
+  "memory_description": "",
+  "session_id": "7e7a6b05-b978-4fb5-b267-04adb378f890",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:32:37.360385594Z",
+  "completed_at": "2026-07-31T12:33:14.485680793Z",
+  "total_steps": 7,
+  "annotated_steps": 7,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:32:46.548Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260731_123246_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_123246_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_123246_after.webp",
+      "raw_command": "Right-clicked at X=900, Y=600",
+      "converted_command": "Right-click at (900, 600)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:32:51.970Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0002_20260731_123251_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_123251_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_123251_after.webp",
+      "raw_command": "Moved cursor to at X=946, Y=849",
+      "converted_command": "Move-cursor at (946, 849)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:32:54.173Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_123254_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_123254_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_123254_after.webp",
+      "raw_command": "Left-clicked at X=946, Y=849",
+      "converted_command": "Left-click at (946, 849)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:32:58.532Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0004_20260731_123258_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_123258_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_123258_after.webp",
+      "raw_command": "Moved cursor to at X=1241, Y=851",
+      "converted_command": "Move-cursor at (1241, 851)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:33:00.736Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260731_123300_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_123300_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_123300_after.webp",
+      "raw_command": "Left-clicked at X=1241, Y=851",
+      "converted_command": "Left-click at (1241, 851)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T12:33:06.015Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0006_20260731_123306_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260731_123306_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_123306_after.webp",
+      "raw_command": "Typed: Archive",
+      "converted_command": "Type: Archive"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T12:33:09.281Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260731_123309_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260731_123309_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_123309_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-new-folder-desktop/reasoning/reasoning.jsonl b/data/sessions/explorer-new-folder-desktop/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1d8cb889a68de178e81e0d3d7c5344ca42c8d0c2
--- /dev/null
+++ b/data/sessions/explorer-new-folder-desktop/reasoning/reasoning.jsonl
@@ -0,0 +1,7 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:32:46.548Z", "timestamp_annotated": "2026-08-19T14:18:25.968706+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=900, Y=600", "converted_command": "Right-click at (900, 600)", "image_path": "vision/frames/step_0001_20260731_123246_at.webp", "reasoning": "The task is to create a folder on the Desktop, and the Desktop has no ribbon of its own, so the only route is its context menu. Move the cursor and Right-click an empty area of the wallpaper, clear of the icons down the left edge.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:32:51.970Z", "timestamp_annotated": "2026-08-19T14:18:25.968987+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=946, Y=849", "converted_command": "Move-cursor at (946, 849)", "image_path": "vision/frames/step_0002_20260731_123251_at.webp", "reasoning": "Move the cursor onto the **`New ›`** row without clicking, so the submenu opens on hover and the target is confirmed in the frame before anything is committed. Note that `New` sits higher here than it does inside a folder window: the desktop menu has no `Group by` or `Customize this folder…` entries, so everything below them moves up.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:32:54.173Z", "timestamp_annotated": "2026-08-19T14:18:25.969348+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=946, Y=849", "converted_command": "Left-click at (946, 849)", "image_path": "vision/frames/step_0003_20260731_123254_at.webp", "reasoning": "Move the cursor and Left-click **`New ›`** to hold the submenu open.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:32:58.532Z", "timestamp_annotated": "2026-08-19T14:18:25.969775+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1241, Y=851", "converted_command": "Move-cursor at (1241, 851)", "image_path": "vision/frames/step_0004_20260731_123258_at.webp", "reasoning": "Move the cursor across into the submenu and onto **`Folder`**, its first entry. Moving before clicking matters more here than usual — a click that misses lands on the wallpaper and dismisses the whole menu.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:33:00.736Z", "timestamp_annotated": "2026-08-19T14:18:25.970162+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1241, Y=851", "converted_command": "Left-click at (1241, 851)", "image_path": "vision/frames/step_0005_20260731_123300_at.webp", "reasoning": "Move the cursor and Left-click **`Folder`**. Windows creates a folder called `New folder` on the Desktop and puts its name straight into an inline edit box with the text selected, so it is ready to be renamed without any further action.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T12:33:06.015Z", "timestamp_annotated": "2026-08-19T14:18:25.970637+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Archive", "converted_command": "Type: Archive", "image_path": "vision/frames/step_0006_20260731_123306_at.webp", "reasoning": "Type `Archive` while the placeholder name is still selected. The typed text replaces it rather than appending to it.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T12:33:09.281Z", "timestamp_annotated": "2026-08-19T14:18:25.971052+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0007_20260731_123309_at.webp", "reasoning": "After typing `Archive` Press Enter to commit the name. Until this happens the folder is still `New folder` on disk; clicking elsewhere would commit that name instead of the one just typed.", "skipped": false}
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+size 656766
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 656766
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+version https://git-lfs.github.com/spec/v1
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+size 656360
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+version https://git-lfs.github.com/spec/v1
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+size 656684
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 656684
diff --git a/data/sessions/explorer-rename-file-2/commands/actuation_commands.json b/data/sessions/explorer-rename-file-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c3b9201f39944653c7340cac6b2c0d4fd9f7791
--- /dev/null
+++ b/data/sessions/explorer-rename-file-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 91,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:15:36.028Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Rename-Item $env:USERPROFILE\\corpus-seed\\report.pdf report-final.pdf",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:15:46.104Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:15:50.199Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:15:56.432Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:15:59.777Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-rename-file-2/commands/cc_commands.json b/data/sessions/explorer-rename-file-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..f10108a3983c5f53b76bfa372f4361e4f5a0ebb9
--- /dev/null
+++ b/data/sessions/explorer-rename-file-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Rename-Item $env:USERPROFILE\\corpus-seed\\report.pdf report-final.pdf",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-rename-file-2/commands/converted_input.md b/data/sessions/explorer-rename-file-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..45c6f26188eda05949a8c06f4f49b9c54a942dbd
--- /dev/null
+++ b/data/sessions/explorer-rename-file-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:15:36 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:15:36.028Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T13:15:46.104Z | Type: Rename-Item $env:USERPROFILE\corpus-seed\report.pdf report-final.pdf |
+|    3 | 2026-07-31T13:15:50.199Z | Press: Enter |
+|    4 | 2026-07-31T13:15:56.432Z | Type: exit |
+|    5 | 2026-07-31T13:15:59.777Z | Press: Enter |
diff --git a/data/sessions/explorer-rename-file-2/commands/raw_input.md b/data/sessions/explorer-rename-file-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..f6fed2ade733e644689e81d084d712a8c01a1c9c
--- /dev/null
+++ b/data/sessions/explorer-rename-file-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:15:36 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:15:36.028Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T13:15:46.104Z | Typed: Rename-Item $env:USERPROFILE\corpus-seed\report.pdf report-final.pdf |
+|    3 | 2026-07-31T13:15:50.199Z | Pressed: Return |
+|    4 | 2026-07-31T13:15:56.432Z | Typed: exit |
+|    5 | 2026-07-31T13:15:59.777Z | Pressed: Return |
diff --git a/data/sessions/explorer-rename-file-2/memory.md b/data/sessions/explorer-rename-file-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..ac6742b23b4ed7ca1924df373e70aa062ace58bd
--- /dev/null
+++ b/data/sessions/explorer-rename-file-2/memory.md
@@ -0,0 +1,63 @@
+# Memory: explorer-rename-file-2
+
+## Overview
+
+Rename a file in place from a shell, keeping it in the same folder. Use this as the
+terminal route to the same end state as the file-manager rename: the rename command takes
+the current path and the new name, so the folder is never restated and the file cannot be
+moved by accident. The recorded trace renames `report.pdf` to `report-final.pdf`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and is identifiable by name, and write access to the folder holding
+  it.
+- The new name decided in advance, including its extension. A shell rename replaces the
+  whole name, so the extension has to be written out; a file-manager rename usually
+  pre-selects the base name only and keeps the extension automatically. The same intended
+  result therefore needs different input in the two routes.
+- No file already using the new name in that folder.
+- An understanding of what depends on the old name. Renaming does not update anything that
+  refers to the file.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to rename a file while keeping its extension, which is a single rename command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_131536_at.webp)
+
+### Step 2 — Type: Rename-Item $env:USERPROFILE\corpus-seed\report.pdf report-final.pdf
+
+Type a `Rename-Item` command giving the file's full path and then the new name on its own. The second argument is a bare name rather than a path deliberately — `Rename-Item` renames within the existing folder and rejects a destination that points elsewhere, so a full path there would be an error rather than a move.
+
+![Step 2](vision/frames/step_0002_20260731_131546_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to perform the rename.
+
+![Step 3](vision/frames/step_0003_20260731_131550_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_131556_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_131559_at.webp)
+
+## Notes & Edge Cases
+
+1. The new name is given as a bare name rather than a path, because this command renames within the file's own folder. Handing it a path is an error rather than a move — which is the opposite of the convention on other shells, where one verb does both jobs.
+2. The extension has to be typed out in full. The file manager pre-selects only the base name and keeps the extension for you; this command replaces the whole name, so omitting the extension produces an extensionless file that still opens from a shell and no longer opens by double-click.
+3. A name already in use is refused rather than overwritten, and that refusal is the useful behaviour. Do not work around it by deleting the existing file first without establishing what it is.
+4. Renaming updates nothing that points at the file. Shortcuts, scripts and recent-file lists keep the old name and quietly stop resolving.
+5. A case-only rename needs care. On a case-insensitive volume the command may be treated as a no-op or refused as the same path, so the obvious way to fix capitalisation does not always work.
+6. The source is written as an absolute path built from the environment variable, which keeps the command independent of the shell's current directory.
+7. The prompt returning is not confirmation. Verify the new name exists and the old one is gone.
diff --git a/data/sessions/explorer-rename-file-2/metadata.json b/data/sessions/explorer-rename-file-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a1de11f75bbdb63b82f6551d305e352eebb52aa
--- /dev/null
+++ b/data/sessions/explorer-rename-file-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-rename-file-2",
+  "memory_description": "",
+  "session_id": "58e58a37-c0b0-4670-873f-d37ba10b07f4",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:15:26.824481814Z",
+  "completed_at": "2026-07-31T13:16:04.953920377Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:15:36.028Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_131536_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_131536_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_131536_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:15:46.104Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_131546_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_131546_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_131546_after.webp",
+      "raw_command": "Typed: Rename-Item $env:USERPROFILE\\corpus-seed\\report.pdf report-final.pdf",
+      "converted_command": "Type: Rename-Item $env:USERPROFILE\\corpus-seed\\report.pdf report-final.pdf"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:15:50.199Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_131550_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_131550_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_131550_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:15:56.432Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_131556_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_131556_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_131556_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:15:59.777Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_131559_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_131559_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_131559_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-rename-file-2/reasoning/reasoning.jsonl b/data/sessions/explorer-rename-file-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6c41042a4987e34f0876c6907c1960aa2fe5f35b
--- /dev/null
+++ b/data/sessions/explorer-rename-file-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:15:36.028Z", "timestamp_annotated": "2026-08-19T14:18:26.196815+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_131536_at.webp", "reasoning": "The task is to rename a file while keeping its extension, which is a single rename command, so the first move is to open a shell. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:15:46.104Z", "timestamp_annotated": "2026-08-19T14:18:26.197105+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Rename-Item $env:USERPROFILE\\corpus-seed\\report.pdf report-final.pdf", "converted_command": "Type: Rename-Item $env:USERPROFILE\\corpus-seed\\report.pdf report-final.pdf", "image_path": "vision/frames/step_0002_20260731_131546_at.webp", "reasoning": "Type a `Rename-Item` command giving the file's full path and then the new name on its own. The second argument is a bare name rather than a path deliberately — `Rename-Item` renames within the existing folder and rejects a destination that points elsewhere, so a full path there would be an error rather than a move.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:15:50.199Z", "timestamp_annotated": "2026-08-19T14:18:26.197433+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_131550_at.webp", "reasoning": "After typing the command Press Enter to perform the rename.", "skipped": false}
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+    "mouse_y": 386,
+    "os_type": "WINDOWS",
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+    "success": true,
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+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 36,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 386,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=250, Y=386",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:14:32.949Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: F2",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:14:37.152Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: report-final",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:14:41.273Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:14:44.472Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-rename-file/commands/cc_commands.json b/data/sessions/explorer-rename-file/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..a441fd46f5c11cee4bbe75fc5b10d71c759c3563
--- /dev/null
+++ b/data/sessions/explorer-rename-file/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "250 386 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "250 386 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {F2}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type report-final",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-rename-file/commands/converted_input.md b/data/sessions/explorer-rename-file/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..26b1ee971f06f3bead3511cff47bb64815dded76
--- /dev/null
+++ b/data/sessions/explorer-rename-file/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:14:29 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:14:29.747Z | Move-cursor at (250, 386) |
+|    2 | 2026-07-31T13:14:32.949Z | Left-click at (250, 386) |
+|    3 | 2026-07-31T13:14:37.152Z | Press: F2 |
+|    4 | 2026-07-31T13:14:41.273Z | Type: report-final |
+|    5 | 2026-07-31T13:14:44.472Z | Press: Enter |
diff --git a/data/sessions/explorer-rename-file/commands/raw_input.md b/data/sessions/explorer-rename-file/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..c4933f2544b852c6bc22d878d0f818e415210cad
--- /dev/null
+++ b/data/sessions/explorer-rename-file/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:14:29 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:14:29.747Z | Moved cursor to at X=250, Y=386 |
+|    2 | 2026-07-31T13:14:32.949Z | Left-clicked at X=250, Y=386 |
+|    3 | 2026-07-31T13:14:37.152Z | Pressed: F2 |
+|    4 | 2026-07-31T13:14:41.273Z | Typed: report-final |
+|    5 | 2026-07-31T13:14:44.472Z | Pressed: Return |
diff --git a/data/sessions/explorer-rename-file/memory.md b/data/sessions/explorer-rename-file/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..a1a7a8023c112e0de22c074279aaf4fb13580627
--- /dev/null
+++ b/data/sessions/explorer-rename-file/memory.md
@@ -0,0 +1,64 @@
+# Memory: explorer-rename-file
+
+## Overview
+
+Rename a file in place through the file manager, keeping it in the same folder. Use this
+when the file is being worked with by pointing. The route selects the file and presses the
+rename key, which opens an edit box with the base name pre-selected and the extension left
+alone, types the new base name and commits with Return. The recorded trace renames
+`report.pdf` to `report-final.pdf`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and is identifiable by name, and write access to the folder holding
+  it.
+- The new name decided in advance, including its extension. A shell rename replaces the
+  whole name, so the extension has to be written out; a file-manager rename usually
+  pre-selects the base name only and keeps the extension automatically. The same intended
+  result therefore needs different input in the two routes.
+- No file already using the new name in that folder.
+- An understanding of what depends on the old name. Renaming does not update anything that
+  refers to the file.
+
+## Steps
+
+### Step 1 — Move-cursor at (250, 386)
+
+The task is to give an existing file a new name. Move the cursor onto the `report.pdf` row first, without clicking — a bare click does not reliably land in this environment, and the move-then-click pair is the route that works.
+
+![Step 1](vision/frames/step_0001_20260731_131429_at.webp)
+
+### Step 2 — Left-click at (250, 386)
+
+Move the cursor and Left-click **`report.pdf`** to select it. Renaming acts on the selection, so the file has to be selected before the rename can be triggered — and a single click selects without opening, which a double-click would do.
+
+![Step 2](vision/frames/step_0002_20260731_131432_at.webp)
+
+### Step 3 — Press: F2
+
+Press **F2** to start an inline rename on the selected file. F2 is used rather than a second slow click on the name, which also starts a rename but depends on hitting a timing window between the two clicks; F2 has no such dependency.
+
+![Step 3](vision/frames/step_0003_20260731_131437_at.webp)
+
+### Step 4 — Type: report-final
+
+Type `report-final`. Only the stem `report` is selected in the edit box — `.pdf` sits outside the selection — so the typed text replaces the stem and leaves the extension intact. Typing `report-final.pdf` here would have produced `report-final.pdf.pdf`.
+
+![Step 4](vision/frames/step_0004_20260731_131441_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing `report-final` Press Enter to commit the rename. Until this happens the file is still `report.pdf` on disk; pressing Escape instead would discard the edit entirely.
+
+![Step 5](vision/frames/step_0005_20260731_131444_at.webp)
+
+## Notes & Edge Cases
+
+1. The rename key acts on the selection immediately, with no menu step and no confirmation. The selection is therefore the whole of the decision.
+2. Only the base name is pre-selected, so typing the new base keeps the extension. If the system is configured to hide known extensions the field contains a different amount of the name than it appears to, which changes what the typing replaces — check that setting before trusting the pre-selection.
+3. The confirming key commits the name; clicking away also commits it, and the cancel key reverts. Nothing undoes the file having entered rename mode.
+4. A name already in use is refused with a message rather than silently overwritten on this route. The shell equivalent behaves differently, which is the main practical difference between them.
+5. Changing the extension changes which application opens the file, and the system warns about that separately. Read the warning rather than dismissing it — it is reporting a different change from the one the task asked for.
+6. Renaming updates nothing that points at the file. Shortcuts, scripts and recent-file lists keep the old name and quietly stop resolving.
+7. Capitalisation is part of the name, and a case-only change may be treated as no change at all on a case-insensitive volume.
diff --git a/data/sessions/explorer-rename-file/metadata.json b/data/sessions/explorer-rename-file/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3709dfabf42b6100f14edae95abf517bfbab31c
--- /dev/null
+++ b/data/sessions/explorer-rename-file/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-rename-file",
+  "memory_description": "",
+  "session_id": "174306c8-0022-4327-b61b-fb14c2719ba2",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:14:20.614032482Z",
+  "completed_at": "2026-07-31T13:14:49.620094027Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:14:29.747Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_131429_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_131429_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_131429_after.webp",
+      "raw_command": "Moved cursor to at X=250, Y=386",
+      "converted_command": "Move-cursor at (250, 386)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:14:32.949Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_131432_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_131432_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_131432_after.webp",
+      "raw_command": "Left-clicked at X=250, Y=386",
+      "converted_command": "Left-click at (250, 386)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:14:37.152Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_131437_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_131437_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_131437_after.webp",
+      "raw_command": "Pressed: F2",
+      "converted_command": "Press: F2"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:14:41.273Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_131441_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_131441_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_131441_after.webp",
+      "raw_command": "Typed: report-final",
+      "converted_command": "Type: report-final"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:14:44.472Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_131444_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_131444_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_131444_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-rename-file/reasoning/reasoning.jsonl b/data/sessions/explorer-rename-file/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ceb6ed45b781fb96e3079dc77c581489c1e2139a
--- /dev/null
+++ b/data/sessions/explorer-rename-file/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:14:29.747Z", "timestamp_annotated": "2026-08-19T14:18:25.990488+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=250, Y=386", "converted_command": "Move-cursor at (250, 386)", "image_path": "vision/frames/step_0001_20260731_131429_at.webp", "reasoning": "The task is to give an existing file a new name. Move the cursor onto the `report.pdf` row first, without clicking — a bare click does not reliably land in this environment, and the move-then-click pair is the route that works.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:14:32.949Z", "timestamp_annotated": "2026-08-19T14:18:25.990850+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=250, Y=386", "converted_command": "Left-click at (250, 386)", "image_path": "vision/frames/step_0002_20260731_131432_at.webp", "reasoning": "Move the cursor and Left-click **`report.pdf`** to select it. Renaming acts on the selection, so the file has to be selected before the rename can be triggered — and a single click selects without opening, which a double-click would do.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:14:37.152Z", "timestamp_annotated": "2026-08-19T14:18:25.991231+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: F2", "converted_command": "Press: F2", "image_path": "vision/frames/step_0003_20260731_131437_at.webp", "reasoning": "Press **F2** to start an inline rename on the selected file. F2 is used rather than a second slow click on the name, which also starts a rename but depends on hitting a timing window between the two clicks; F2 has no such dependency.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:14:41.273Z", "timestamp_annotated": "2026-08-19T14:18:25.991647+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: report-final", "converted_command": "Type: report-final", "image_path": "vision/frames/step_0004_20260731_131441_at.webp", "reasoning": "Type `report-final`. Only the stem `report` is selected in the edit box — `.pdf` sits outside the selection — so the typed text replaces the stem and leaves the extension intact. Typing `report-final.pdf` here would have produced `report-final.pdf.pdf`.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:14:44.472Z", "timestamp_annotated": "2026-08-19T14:18:25.992049+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_131444_at.webp", "reasoning": "After typing `report-final` Press Enter to commit the rename. Until this happens the file is still `report.pdf` on disk; pressing Escape instead would discard the edit entirely.", "skipped": false}
diff --git a/data/sessions/explorer-rename-file/sync_log.json b/data/sessions/explorer-rename-file/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..0065b3b4133be93b99fa525029a7c13cb38b0046
--- /dev/null
+++ b/data/sessions/explorer-rename-file/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "174306c8-0022-4327-b61b-fb14c2719ba2",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/vision/frames/step_0001_20260731_131429_at.webp",
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+      "last_error": null
+    },
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+      "failed_permanent": false,
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+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/vision/frames/step_0001_20260731_131429_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "metadata.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/metadata.json",
+      "retry_count": 0,
+      "failed_permanent": false,
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+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/vision/frames/step_0002_20260731_131432_at.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/vision/frames/step_0002_20260731_131432_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-rename-file/vision/frames/step_0002_20260731_131432_after.webp",
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+    },
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+      "failed_permanent": false,
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diff --git a/data/sessions/explorer-search-copy-2/commands/actuation_commands.json b/data/sessions/explorer-search-copy-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..4dfc9d57e2eeeb1ec6129ab881085a3f84ec2e15
--- /dev/null
+++ b/data/sessions/explorer-search-copy-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 25,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:25:56.707Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Get-ChildItem $env:USERPROFILE\\corpus-seed -Recurse -Filter *invoice* | Copy-Item -Destination $env:USERPROFILE\\corpus-seed\\found\\",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:26:09.953Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:26:14.241Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:26:21.472Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:26:24.790Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-search-copy-2/commands/cc_commands.json b/data/sessions/explorer-search-copy-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..8b68e864b80acdee4d59dac3fee61f482e5bec23
--- /dev/null
+++ b/data/sessions/explorer-search-copy-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Get-ChildItem $env:USERPROFILE\\corpus-seed -Recurse -Filter *invoice* | Copy-Item -Destination $env:USERPROFILE\\corpus-seed\\found\\",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-search-copy-2/commands/converted_input.md b/data/sessions/explorer-search-copy-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..cbd64363450a031a94e97dc3b51fe0b100aeeb0f
--- /dev/null
+++ b/data/sessions/explorer-search-copy-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-30 06:25:56 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-30T06:25:56.707Z | Left-click at (268, 1060) |
+|    2 | 2026-07-30T06:26:09.953Z | Type: Get-ChildItem $env:USERPROFILE\corpus-seed -Recurse -Filter *invoice* | Copy-Item -Destination $env:USERPROFILE\corpus-seed\found\ |
+|    3 | 2026-07-30T06:26:14.241Z | Press: Enter |
+|    4 | 2026-07-30T06:26:21.472Z | Type: exit |
+|    5 | 2026-07-30T06:26:24.790Z | Press: Enter |
diff --git a/data/sessions/explorer-search-copy-2/commands/raw_input.md b/data/sessions/explorer-search-copy-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..8037c710c43ecf98a545e433ca8e19c63b2148f3
--- /dev/null
+++ b/data/sessions/explorer-search-copy-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-30 06:25:56 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-30T06:25:56.707Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-30T06:26:09.953Z | Typed: Get-ChildItem $env:USERPROFILE\corpus-seed -Recurse -Filter *invoice* | Copy-Item -Destination $env:USERPROFILE\corpus-seed\found\ |
+|    3 | 2026-07-30T06:26:14.241Z | Pressed: Return |
+|    4 | 2026-07-30T06:26:21.472Z | Typed: exit |
+|    5 | 2026-07-30T06:26:24.790Z | Pressed: Return |
diff --git a/data/sessions/explorer-search-copy-2/memory.md b/data/sessions/explorer-search-copy-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..806f9336e037e3e4d8587d89fe296b2822e58d4c
--- /dev/null
+++ b/data/sessions/explorer-search-copy-2/memory.md
@@ -0,0 +1,76 @@
+# Memory: explorer-search-copy-2
+
+## Overview
+
+Find every file under a folder whose name matches a term and copy the matches into another
+folder, from a shell, as a single pipeline. Use this as the terminal route to the same end
+state as searching in a file manager and copying the results: the search and the copy are
+one command, so nothing has to be selected by hand. The recorded trace opens a shell, pipes
+a recursive filtered listing of `corpus-seed` into a copy targeting `found\`, and closes
+the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can search, or a shell.
+- A folder to search under, existing and readable, and a destination folder that already
+  exists and is writable. The copy step does not create the destination.
+- A search term, and clarity about what it is expected to match — a fragment of a name, a
+  whole name, or an extension. The term decides the result set, and nothing reviews that
+  set before the copy runs.
+- Enough free space at the destination for every match, which is not known in advance.
+- Acceptance that same-named matches from different folders collide at the destination.
+  A recursive search can return several files sharing a name, and copying them into one
+  flat folder means the later ones overwrite the earlier ones.
+- Clarity that the originals stay in place — this is a copy, not a move.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to find the files whose names match a term and copy them into another folder, which a shell can do as a single pipeline, so the first move is to open one. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260730_062556_at.webp)
+
+### Step 2 — Type: Get-ChildItem $env:USERPROFILE\corpus-seed -Recurse -Filter *invoice* | Copy-Item -Destination $env:USERPROFILE\corpus-seed\found\
+
+Type a two-part pipeline that searches and then copies. `Get-ChildItem -Recurse` walks the folder and everything beneath it, and `-Filter *invoice*` keeps only names containing `invoice` — together these do what typing in Explorer's search box does. The pipe passes each match to `Copy-Item`, so the search result is acted on directly rather than being selected by hand, which is also the part that replaces the GUI approach of right-click Copy and Paste.
+
+![Step 2](vision/frames/step_0002_20260730_062609_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to run the search and the copy.
+
+![Step 3](vision/frames/step_0003_20260730_062614_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260730_062621_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260730_062624_at.webp)
+
+## Notes & Edge Cases
+
+- **The pipeline copies whatever the search returned, with nothing in between to review
+  it.** In a file manager the results are visible and get selected by hand; here the match
+  set goes straight to the copy. Run the search on its own first and read the list before
+  adding the copy — the two halves are separable precisely so that check is possible.
+- **A recursive search flattens the hierarchy at the destination.** Matches from different
+  folders land side by side, so two files with the same name in different places silently
+  overwrite each other. Nothing reports it.
+- **The destination folder must already exist.** The copy does not create it, and a missing
+  destination changes what the command does rather than failing cleanly.
+- **The filter matches names, not contents.** A file whose name does not contain the term
+  is not found however relevant it is, and one that merely happens to contain it is copied
+  regardless.
+- **The wildcards belong to the filter, not to the shell.** They are interpreted by the
+  search itself, which is why the term is written the way it is.
+- **The originals are untouched.** Confirm that if a move was what was actually wanted —
+  the two produce identical-looking destinations.
+
diff --git a/data/sessions/explorer-search-copy-2/metadata.json b/data/sessions/explorer-search-copy-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..31fb1b7a71a5c7e2f95aa2014cff074bcadd735c
--- /dev/null
+++ b/data/sessions/explorer-search-copy-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-search-copy-2",
+  "memory_description": "",
+  "session_id": "2388e431-2647-4b34-ae92-39056267a16c",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-30T06:25:47.507715816Z",
+  "completed_at": "2026-07-30T06:26:29.949403891Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-30T06:25:56.707Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260730_062556_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260730_062556_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260730_062556_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-30T06:26:09.953Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260730_062609_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260730_062609_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260730_062609_after.webp",
+      "raw_command": "Typed: Get-ChildItem $env:USERPROFILE\\corpus-seed -Recurse -Filter *invoice* | Copy-Item -Destination $env:USERPROFILE\\corpus-seed\\found\\",
+      "converted_command": "Type: Get-ChildItem $env:USERPROFILE\\corpus-seed -Recurse -Filter *invoice* | Copy-Item -Destination $env:USERPROFILE\\corpus-seed\\found\\"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-30T06:26:14.241Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260730_062614_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260730_062614_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260730_062614_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-30T06:26:21.472Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260730_062621_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260730_062621_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260730_062621_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-30T06:26:24.790Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260730_062624_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260730_062624_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260730_062624_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-search-copy-2/reasoning/reasoning.jsonl b/data/sessions/explorer-search-copy-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..062491014d43a22ac591690b7675992a4b23c2d3
--- /dev/null
+++ b/data/sessions/explorer-search-copy-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-30T06:25:56.707Z", "timestamp_annotated": "2026-08-19T11:30:05.833690+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260730_062556_at.webp", "reasoning": "The task is to find the files whose names match a term and copy them into another folder, which a shell can do as a single pipeline, so the first move is to open one. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-30T06:26:09.953Z", "timestamp_annotated": "2026-08-19T11:30:05.833991+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Get-ChildItem $env:USERPROFILE\\corpus-seed -Recurse -Filter *invoice* | Copy-Item -Destination $env:USERPROFILE\\corpus-seed\\found\\", "converted_command": "Type: Get-ChildItem $env:USERPROFILE\\corpus-seed -Recurse -Filter *invoice* | Copy-Item -Destination $env:USERPROFILE\\corpus-seed\\found\\", "image_path": "vision/frames/step_0002_20260730_062609_at.webp", "reasoning": "Type a two-part pipeline that searches and then copies. `Get-ChildItem -Recurse` walks the folder and everything beneath it, and `-Filter *invoice*` keeps only names containing `invoice` — together these do what typing in Explorer's search box does. The pipe passes each match to `Copy-Item`, so the search result is acted on directly rather than being selected by hand, which is also the part that replaces the GUI approach of right-click Copy and Paste.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-30T06:26:14.241Z", "timestamp_annotated": "2026-08-19T11:30:05.834395+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260730_062614_at.webp", "reasoning": "After typing the command Press Enter to run the search and the copy.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-30T06:26:21.472Z", "timestamp_annotated": "2026-08-19T11:30:05.834846+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260730_062621_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-30T06:26:24.790Z", "timestamp_annotated": "2026-08-19T11:30:05.835281+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260730_062624_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/explorer-search-copy-2/sync_log.json b/data/sessions/explorer-search-copy-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..31224b16878d385195463ed6cf925e96ee74d188
--- /dev/null
+++ b/data/sessions/explorer-search-copy-2/sync_log.json
@@ -0,0 +1,145 @@
+{
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+    }
+  }
+}
\ No newline at end of file
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diff --git a/data/sessions/explorer-search-copy/commands/actuation_commands.json b/data/sessions/explorer-search-copy/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..b99bcd09286581760ce70e4f83ef3ece96608bd2
--- /dev/null
+++ b/data/sessions/explorer-search-copy/commands/actuation_commands.json
@@ -0,0 +1,173 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 95,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1797,
+    "mouse_y": 66,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1797, Y=66",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:21:46.540Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: invoice",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:21:49.598Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:21:52.761Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 95,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 270,
+    "mouse_y": 115,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=270, Y=115",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:22:01.994Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 330,
+    "mouse_y": 416,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=330, Y=416",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:22:06.150Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 51,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 19,
+    "mouse_y": 67,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=19, Y=67",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:22:09.290Z"
+  },
+  {
+    "action_subtype": "double",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 99,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 212,
+    "mouse_y": 176,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Double-clicked at X=212, Y=176",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:22:14.478Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 94,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 700,
+    "mouse_y": 300,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=700, Y=300",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:22:19.603Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 98,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 780,
+    "mouse_y": 439,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=780, Y=439",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:22:23.775Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-search-copy/commands/cc_commands.json b/data/sessions/explorer-search-copy/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..203af51947a78d4431fe523328733d4ea7c4f37d
--- /dev/null
+++ b/data/sessions/explorer-search-copy/commands/cc_commands.json
@@ -0,0 +1,47 @@
+[
+  {
+    "command": "1797 66 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type invoice",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "270 115 right",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "330 416 left",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "19 67 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "212 176 double",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "700 300 right",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "780 439 left",
+    "os": "WINDOWS",
+    "step_id": 9
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-search-copy/commands/converted_input.md b/data/sessions/explorer-search-copy/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..97f042b865d218bf611d0174f1439791342754c6
--- /dev/null
+++ b/data/sessions/explorer-search-copy/commands/converted_input.md
@@ -0,0 +1,15 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-30 06:21:46 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-30T06:21:46.540Z | Left-click at (1797, 66) |
+|    2 | 2026-07-30T06:21:49.598Z | Type: invoice |
+|    3 | 2026-07-30T06:21:52.761Z | Press: Enter |
+|    4 | 2026-07-30T06:22:01.994Z | Right-click at (270, 115) |
+|    5 | 2026-07-30T06:22:06.150Z | Left-click at (330, 416) |
+|    6 | 2026-07-30T06:22:09.290Z | Left-click at (19, 67) |
+|    7 | 2026-07-30T06:22:14.478Z | Double-click at (212, 176) |
+|    8 | 2026-07-30T06:22:19.603Z | Right-click at (700, 300) |
+|    9 | 2026-07-30T06:22:23.775Z | Left-click at (780, 439) |
diff --git a/data/sessions/explorer-search-copy/commands/raw_input.md b/data/sessions/explorer-search-copy/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..5c7d05269657118d32b7f4a6f545988b121cc5c5
--- /dev/null
+++ b/data/sessions/explorer-search-copy/commands/raw_input.md
@@ -0,0 +1,15 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-30 06:21:46 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-30T06:21:46.540Z | Left-clicked at X=1797, Y=66 |
+|    2 | 2026-07-30T06:21:49.598Z | Typed: invoice |
+|    3 | 2026-07-30T06:21:52.761Z | Pressed: Return |
+|    4 | 2026-07-30T06:22:01.994Z | Right-clicked at X=270, Y=115 |
+|    5 | 2026-07-30T06:22:06.150Z | Left-clicked at X=330, Y=416 |
+|    6 | 2026-07-30T06:22:09.290Z | Left-clicked at X=19, Y=67 |
+|    7 | 2026-07-30T06:22:14.478Z | Double-clicked at X=212, Y=176 |
+|    8 | 2026-07-30T06:22:19.603Z | Right-clicked at X=700, Y=300 |
+|    9 | 2026-07-30T06:22:23.775Z | Left-clicked at X=780, Y=439 |
diff --git a/data/sessions/explorer-search-copy/memory.md b/data/sessions/explorer-search-copy/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..96c25584faaa1057cbb1a370d8efcd2332ac0516
--- /dev/null
+++ b/data/sessions/explorer-search-copy/memory.md
@@ -0,0 +1,90 @@
+# Memory: explorer-search-copy
+
+## Overview
+
+Find files whose names match a term and copy a match into another folder, using the file
+manager's search. Use this when the file's location is not known and it has to be found
+before it can be copied. The route types the term into the search box, copies the result
+from its context menu, navigates back and into the destination folder, and pastes there.
+The recorded trace copies the `invoice` match into `found\`.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can search, or a shell.
+- A folder to search under, existing and readable, and a destination folder that already
+  exists and is writable. The copy step does not create the destination.
+- A search term, and clarity about what it is expected to match — a fragment of a name, a
+  whole name, or an extension. The term decides the result set, and nothing reviews that
+  set before the copy runs.
+- Enough free space at the destination for every match, which is not known in advance.
+- Acceptance that same-named matches from different folders collide at the destination.
+  A recursive search can return several files sharing a name, and copying them into one
+  flat folder means the later ones overwrite the earlier ones.
+- Clarity that the originals stay in place — this is a copy, not a move.
+
+## Steps
+
+### Step 1 — Left-click at (1797, 66)
+
+The task is to find a file by name and copy it somewhere, and the file's location is not given, so it has to be searched for rather than navigated to. Move the cursor and Left-click the **search box** at the top right of the Explorer window to put the caret in it.
+
+![Step 1](vision/frames/step_0001_20260730_062146_at.webp)
+
+### Step 2 — Type: invoice
+
+Type `invoice`. Explorer searches the current folder and its subfolders, matching both file names and indexed file contents.
+
+![Step 2](vision/frames/step_0002_20260730_062149_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `invoice` Press Enter to run the search. The address bar changes to `Search Results in corpus-seed` — the visible confirmation that the view is now a result set rather than a folder.
+
+![Step 3](vision/frames/step_0003_20260730_062152_at.webp)
+
+### Step 4 — Right-click at (270, 115)
+
+The search returned a single hit, `invoice_2026.txt`, with `invoice` highlighted in its name. Move the cursor and Right-click it. The click sits at `y=115` because search results are laid out in taller two-line rows carrying the file's path and a content preview, not on the compact Details grid the rest of these takes use.
+
+![Step 4](vision/frames/step_0004_20260730_062201_at.webp)
+
+### Step 5 — Left-click at (330, 416)
+
+Move the cursor and Left-click **`Copy`**. The task says copy, not move, so the original must stay where it is. This menu belongs to a search result and carries `Print` and `Edit` items that the plain file menu does not, which pushes `Copy` lower than its usual position — the menu has to be measured for this view, not carried over.
+
+![Step 5](vision/frames/step_0005_20260730_062206_at.webp)
+
+### Step 6 — Left-click at (19, 67)
+
+The destination folder cannot be reached from a search-results view. Move the cursor and Left-click the **Back** arrow to return to `corpus-seed`.
+
+![Step 6](vision/frames/step_0006_20260730_062209_at.webp)
+
+### Step 7 — Double-click at (212, 176)
+
+Move the cursor and Double-click **`found`**, the third folder in `corpus-seed`, to open the destination.
+
+![Step 7](vision/frames/step_0007_20260730_062214_at.webp)
+
+### Step 8 — Right-click at (700, 300)
+
+`found\` is empty, so there is no item to move the cursor and right-click. Right-click blank space in the file pane to open the folder's own context menu, which is where `Paste` lives.
+
+![Step 8](vision/frames/step_0008_20260730_062219_at.webp)
+
+### Step 9 — Left-click at (780, 439)
+
+Move the cursor and Left-click **`Paste`**. It is black rather than dimmed, confirming the clipboard still holds the copied file. `invoice_2026.txt` now exists in both `corpus-seed` and `corpus-seed\found\`, which is what a copy — as opposed to a move — should leave behind.
+
+![Step 9](vision/frames/step_0009_20260730_062223_at.webp)
+
+## Notes & Edge Cases
+
+1. The file's location is not given, which is what makes this a search rather than a navigation. Searching also means the result set is what gets acted on, so read what came back before acting — a search that matched more than expected copies more than expected.
+2. The search covers the current folder and everything under it, and matches indexed contents as well as names. A file whose name does not contain the term can still appear, and one that merely happens to contain it appears regardless of relevance.
+3. The address bar changing to a results heading is the confirmation that the view is a result set rather than a folder. That distinction matters because the destination cannot be reached from a results view — going back is a required step, not housekeeping.
+4. A search result's context menu is not the same menu as a file's. It carries extra entries, which pushes the wanted one to a different position, so the menu has to be read in this view rather than measured once and reused.
+5. Results are drawn in taller rows than an ordinary listing because each carries a path and a preview line. Coordinates taken from a normal folder view do not transfer.
+6. A recursive search flattens the hierarchy: matches from different folders sit side by side, so two files of the same name from different places can overwrite each other at the destination with nothing reporting it.
+7. The destination has to exist before the paste, and the originals stay where they are. Copy and move produce identical-looking destinations, so confirm the source still holds the file if a copy was what was asked for.
+8. A dimmed paste entry means the clipboard is empty and the copy did not land. It is a report rather than a rendering quirk.
diff --git a/data/sessions/explorer-search-copy/metadata.json b/data/sessions/explorer-search-copy/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e6a24e3025ebec08414f0a1b4d6677c32ad3205a
--- /dev/null
+++ b/data/sessions/explorer-search-copy/metadata.json
@@ -0,0 +1,155 @@
+{
+  "memory_name": "explorer-search-copy",
+  "memory_description": "",
+  "session_id": "cb561cbc-b6b9-45cb-bd55-38df92f56f4d",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-30T06:21:37.429766745Z",
+  "completed_at": "2026-07-30T06:22:29.747601583Z",
+  "total_steps": 9,
+  "annotated_steps": 9,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-30T06:21:46.540Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260730_062146_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260730_062146_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260730_062146_after.webp",
+      "raw_command": "Left-clicked at X=1797, Y=66",
+      "converted_command": "Left-click at (1797, 66)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-30T06:21:49.598Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260730_062149_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260730_062149_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260730_062149_after.webp",
+      "raw_command": "Typed: invoice",
+      "converted_command": "Type: invoice"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-30T06:21:52.761Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260730_062152_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260730_062152_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260730_062152_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-30T06:22:01.994Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0004_20260730_062201_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260730_062201_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260730_062201_after.webp",
+      "raw_command": "Right-clicked at X=270, Y=115",
+      "converted_command": "Right-click at (270, 115)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-30T06:22:06.150Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260730_062206_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260730_062206_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260730_062206_after.webp",
+      "raw_command": "Left-clicked at X=330, Y=416",
+      "converted_command": "Left-click at (330, 416)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-30T06:22:09.290Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260730_062209_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260730_062209_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260730_062209_after.webp",
+      "raw_command": "Left-clicked at X=19, Y=67",
+      "converted_command": "Left-click at (19, 67)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-30T06:22:14.478Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0007_20260730_062214_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260730_062214_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260730_062214_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=176",
+      "converted_command": "Double-click at (212, 176)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-30T06:22:19.603Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0008_20260730_062219_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260730_062219_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260730_062219_after.webp",
+      "raw_command": "Right-clicked at X=700, Y=300",
+      "converted_command": "Right-click at (700, 300)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-30T06:22:23.775Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0009_20260730_062223_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260730_062223_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260730_062223_after.webp",
+      "raw_command": "Left-clicked at X=780, Y=439",
+      "converted_command": "Left-click at (780, 439)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-search-copy/reasoning/reasoning.jsonl b/data/sessions/explorer-search-copy/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7b66292c53da8c1931bf66d1f358a18757ed8242
--- /dev/null
+++ b/data/sessions/explorer-search-copy/reasoning/reasoning.jsonl
@@ -0,0 +1,9 @@
+{"step_id": 1, "timestamp_action": "2026-07-30T06:21:46.540Z", "timestamp_annotated": "2026-08-19T14:18:25.943323+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1797, Y=66", "converted_command": "Left-click at (1797, 66)", "image_path": "vision/frames/step_0001_20260730_062146_at.webp", "reasoning": "The task is to find a file by name and copy it somewhere, and the file's location is not given, so it has to be searched for rather than navigated to. Move the cursor and Left-click the **search box** at the top right of the Explorer window to put the caret in it.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-30T06:21:49.598Z", "timestamp_annotated": "2026-08-19T14:18:25.943624+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: invoice", "converted_command": "Type: invoice", "image_path": "vision/frames/step_0002_20260730_062149_at.webp", "reasoning": "Type `invoice`. Explorer searches the current folder and its subfolders, matching both file names and indexed file contents.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-30T06:21:52.761Z", "timestamp_annotated": "2026-08-19T14:18:25.943983+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260730_062152_at.webp", "reasoning": "After typing `invoice` Press Enter to run the search. The address bar changes to `Search Results in corpus-seed` — the visible confirmation that the view is now a result set rather than a folder.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-30T06:22:01.994Z", "timestamp_annotated": "2026-08-19T14:18:25.944356+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=270, Y=115", "converted_command": "Right-click at (270, 115)", "image_path": "vision/frames/step_0004_20260730_062201_at.webp", "reasoning": "The search returned a single hit, `invoice_2026.txt`, with `invoice` highlighted in its name. Move the cursor and Right-click it. The click sits at `y=115` because search results are laid out in taller two-line rows carrying the file's path and a content preview, not on the compact Details grid the rest of these takes use.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-30T06:22:06.150Z", "timestamp_annotated": "2026-08-19T14:18:25.944752+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=330, Y=416", "converted_command": "Left-click at (330, 416)", "image_path": "vision/frames/step_0005_20260730_062206_at.webp", "reasoning": "Move the cursor and Left-click **`Copy`**. The task says copy, not move, so the original must stay where it is. This menu belongs to a search result and carries `Print` and `Edit` items that the plain file menu does not, which pushes `Copy` lower than its usual position — the menu has to be measured for this view, not carried over.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-30T06:22:09.290Z", "timestamp_annotated": "2026-08-19T14:18:25.945155+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=19, Y=67", "converted_command": "Left-click at (19, 67)", "image_path": "vision/frames/step_0006_20260730_062209_at.webp", "reasoning": "The destination folder cannot be reached from a search-results view. Move the cursor and Left-click the **Back** arrow to return to `corpus-seed`.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-30T06:22:14.478Z", "timestamp_annotated": "2026-08-19T14:18:25.945666+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=176", "converted_command": "Double-click at (212, 176)", "image_path": "vision/frames/step_0007_20260730_062214_at.webp", "reasoning": "Move the cursor and Double-click **`found`**, the third folder in `corpus-seed`, to open the destination.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-30T06:22:19.603Z", "timestamp_annotated": "2026-08-19T14:18:25.946096+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=700, Y=300", "converted_command": "Right-click at (700, 300)", "image_path": "vision/frames/step_0008_20260730_062219_at.webp", "reasoning": "`found\\` is empty, so there is no item to move the cursor and right-click. Right-click blank space in the file pane to open the folder's own context menu, which is where `Paste` lives.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-30T06:22:23.775Z", "timestamp_annotated": "2026-08-19T14:18:25.946588+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=780, Y=439", "converted_command": "Left-click at (780, 439)", "image_path": "vision/frames/step_0009_20260730_062223_at.webp", "reasoning": "Move the cursor and Left-click **`Paste`**. It is black rather than dimmed, confirming the clipboard still holds the copied file. `invoice_2026.txt` now exists in both `corpus-seed` and `corpus-seed\\found\\`, which is what a copy — as opposed to a move — should leave behind.", "skipped": false}
diff --git a/data/sessions/explorer-search-copy/sync_log.json b/data/sessions/explorer-search-copy/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c9f54929f212082d66a08c3372e9dd90a572f2b
--- /dev/null
+++ b/data/sessions/explorer-search-copy/sync_log.json
@@ -0,0 +1,229 @@
+{
+  "session_id": "cb561cbc-b6b9-45cb-bd55-38df92f56f4d",
+  "files": {
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+      "synced": true,
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+      "last_error": null
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-search-copy/vision/frames/step_0002_20260730_062149_before.webp",
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+      "failed_permanent": false,
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+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-search-copy/vision/frames/step_0002_20260730_062149_after.webp",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-search-copy/vision/frames/step_0003_20260730_062152_before.webp",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-search-copy/vision/frames/step_0003_20260730_062152_after.webp",
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+oid sha256:ac85bf6d8bcca7b4f63b3164ecb6b3c31fee996175a101c5fd2c4a09545b2139
+size 39472
diff --git a/data/sessions/explorer-search-copy/vision/frames/step_0009_20260730_062223_at.webp b/data/sessions/explorer-search-copy/vision/frames/step_0009_20260730_062223_at.webp
new file mode 100644
index 0000000000000000000000000000000000000000..3c72a55101578c9bcc3390951f4b04c0a573c113
--- /dev/null
+++ b/data/sessions/explorer-search-copy/vision/frames/step_0009_20260730_062223_at.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3d4400a9a032ae21ee3785c5dc725172af5cb69e8ffcb815e42218d8de5f95e
+size 118938
diff --git a/data/sessions/explorer-search-copy/vision/frames/step_0009_20260730_062223_before.webp b/data/sessions/explorer-search-copy/vision/frames/step_0009_20260730_062223_before.webp
new file mode 100644
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--- /dev/null
+++ b/data/sessions/explorer-search-copy/vision/frames/step_0009_20260730_062223_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:181c4af04e2f153370c661f818e6d5bc446cf8f49e5421ccaf640a4f87b52509
+size 45996
diff --git a/data/sessions/explorer-sort-trash-largest-2/commands/actuation_commands.json b/data/sessions/explorer-sort-trash-largest-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..c54113b9e3c3ca4c0265d515bb7f660a8aa9a3e9
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 95,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:33:36.026Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Get-ChildItem $env:USERPROFILE\\corpus-seed\\sizes | Sort-Object Length -Descending | Select-Object -First 1 | Remove-Item",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:33:49.137Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:33:53.376Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:34:00.696Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T06:34:04.021Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-sort-trash-largest-2/commands/cc_commands.json b/data/sessions/explorer-sort-trash-largest-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ebf9a42751cc96af220a9d5f2d0060c56bf378e8
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Get-ChildItem $env:USERPROFILE\\corpus-seed\\sizes | Sort-Object Length -Descending | Select-Object -First 1 | Remove-Item",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-sort-trash-largest-2/commands/converted_input.md b/data/sessions/explorer-sort-trash-largest-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..da0dcf1a8356fe76f6c6d47b8bc2ba6dcd332ec8
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-30 06:33:36 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-30T06:33:36.026Z | Left-click at (268, 1060) |
+|    2 | 2026-07-30T06:33:49.137Z | Type: Get-ChildItem $env:USERPROFILE\corpus-seed\sizes | Sort-Object Length -Descending | Select-Object -First 1 | Remove-Item |
+|    3 | 2026-07-30T06:33:53.376Z | Press: Enter |
+|    4 | 2026-07-30T06:34:00.696Z | Type: exit |
+|    5 | 2026-07-30T06:34:04.021Z | Press: Enter |
diff --git a/data/sessions/explorer-sort-trash-largest-2/commands/raw_input.md b/data/sessions/explorer-sort-trash-largest-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..cf35c7c37acf90710cd1ada133eeef49d6d47bb0
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-30 06:33:36 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-30T06:33:36.026Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-30T06:33:49.137Z | Typed: Get-ChildItem $env:USERPROFILE\corpus-seed\sizes | Sort-Object Length -Descending | Select-Object -First 1 | Remove-Item |
+|    3 | 2026-07-30T06:33:53.376Z | Pressed: Return |
+|    4 | 2026-07-30T06:34:00.696Z | Typed: exit |
+|    5 | 2026-07-30T06:34:04.021Z | Pressed: Return |
diff --git a/data/sessions/explorer-sort-trash-largest-2/memory.md b/data/sessions/explorer-sort-trash-largest-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..e2762c9913f4ddfc64665058f15f0c8c09fac462
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest-2/memory.md
@@ -0,0 +1,76 @@
+# Memory: explorer-sort-trash-largest-2
+
+## Overview
+
+Delete the largest file in a folder, from a shell, by ordering the folder's contents by
+size and acting on the first result. Use this as the terminal route to the same end state
+as sorting a file-manager column by size and deleting the top row: the file is identified by
+its size rather than by its name or its position in a window. The recorded trace opens a
+shell, pipes a listing of the `sizes` folder through a descending sort by length and a
+take-first into a delete, and closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can sort by size, or a shell.
+- A folder that exists and is readable, holding the candidates, and write access to it.
+- Certainty that "the largest file" is genuinely the intended target, and that it is
+  expendable. Neither route confirms which file it is about to remove.
+- An expectation of what the largest file should be, so the result can be checked against
+  it. Selecting by a property rather than by name means the target is not known until the
+  command has already chosen it.
+- A decision about whether the deletion needs to be recoverable. The file-manager route
+  sends the file to a recycle area; the shell route removes it immediately.
+- Awareness that folders can appear in a listing too, and are not files.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to delete the largest file in a folder, which means sorting by size and acting on the top result — a shell can do both in one pipeline, so the first move is to open one. Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260730_063336_at.webp)
+
+### Step 2 — Type: Get-ChildItem $env:USERPROFILE\corpus-seed\sizes | Sort-Object Length -Descending | Select-Object -First 1 | Remove-Item
+
+Type a pipeline that lists, sorts, narrows and deletes. `Sort-Object Length -Descending` orders by file size with the biggest first, and `Select-Object -First 1` keeps only that one, so `Remove-Item` receives exactly the largest file. Expressing it as a pipeline means the file is identified by its size rather than by its name or its position in a window — the GUI take reaches the same file by sorting a column and clicking the top row. Note the outcome differs in one way worth recording: `Remove-Item` deletes outright, where the Explorer route sends the file to the Recycle Bin.
+
+![Step 2](vision/frames/step_0002_20260730_063349_at.webp)
+
+### Step 3 — Press: Enter
+
+Press Enter to run the pipeline.
+
+![Step 3](vision/frames/step_0003_20260730_063353_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260730_063400_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260730_063404_at.webp)
+
+## Notes & Edge Cases
+
+- **The file is chosen by the command, not by the person running it.** Nothing names the
+  target, so a folder whose contents differ from what was assumed produces a confident
+  deletion of the wrong file. Run the listing and sort without the delete first, and read
+  which file comes out on top.
+- **The shell route deletes outright; the file-manager route sends the file to a recycle
+  area.** The folder ends the same way, but only one of them can be undone. Choose
+  deliberately rather than by which is more convenient.
+- **Sorting a size column in a file manager often goes descending on the first click.**
+  Clicking twice to "make sure" leaves it ascending and the top row becomes the smallest
+  file. Read the column header's indicator rather than the row order.
+- **Row order alone cannot confirm a sort.** If the names happen to sort in the same order
+  as the sizes, an unsorted list looks exactly like a sorted one. Confirm from the
+  highlighted column, not from the arrangement.
+- **Taking the first result assumes there is one.** An empty folder produces no target and
+  the delete simply receives nothing — succeeding while doing nothing at all.
+- **Ties are resolved arbitrarily.** Two files of identical size make "the largest" a
+  choice the command makes silently.
+
diff --git a/data/sessions/explorer-sort-trash-largest-2/metadata.json b/data/sessions/explorer-sort-trash-largest-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa0ee8c9b135684481d2b95554164f3f5eee9f1b
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-sort-trash-largest-2",
+  "memory_description": "",
+  "session_id": "8bdcd287-de84-4aa4-b499-3c2a34737eac",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-30T06:33:26.770823708Z",
+  "completed_at": "2026-07-30T06:34:09.209450459Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-30T06:33:36.026Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260730_063336_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260730_063336_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260730_063336_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-30T06:33:49.137Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260730_063349_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260730_063349_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260730_063349_after.webp",
+      "raw_command": "Typed: Get-ChildItem $env:USERPROFILE\\corpus-seed\\sizes | Sort-Object Length -Descending | Select-Object -First 1 | Remove-Item",
+      "converted_command": "Type: Get-ChildItem $env:USERPROFILE\\corpus-seed\\sizes | Sort-Object Length -Descending | Select-Object -First 1 | Remove-Item"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-30T06:33:53.376Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260730_063353_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260730_063353_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260730_063353_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-30T06:34:00.696Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260730_063400_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260730_063400_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260730_063400_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-30T06:34:04.021Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260730_063404_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260730_063404_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260730_063404_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-sort-trash-largest-2/reasoning/reasoning.jsonl b/data/sessions/explorer-sort-trash-largest-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..82c201abe69c444e6c7c279287c515c9ae951705
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-30T06:33:36.026Z", "timestamp_annotated": "2026-08-19T11:30:05.840107+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260730_063336_at.webp", "reasoning": "The task is to delete the largest file in a folder, which means sorting by size and acting on the top result — a shell can do both in one pipeline, so the first move is to open one. Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-30T06:33:49.137Z", "timestamp_annotated": "2026-08-19T11:30:05.840626+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Get-ChildItem $env:USERPROFILE\\corpus-seed\\sizes | Sort-Object Length -Descending | Select-Object -First 1 | Remove-Item", "converted_command": "Type: Get-ChildItem $env:USERPROFILE\\corpus-seed\\sizes | Sort-Object Length -Descending | Select-Object -First 1 | Remove-Item", "image_path": "vision/frames/step_0002_20260730_063349_at.webp", "reasoning": "Type a pipeline that lists, sorts, narrows and deletes. `Sort-Object Length -Descending` orders by file size with the biggest first, and `Select-Object -First 1` keeps only that one, so `Remove-Item` receives exactly the largest file. Expressing it as a pipeline means the file is identified by its size rather than by its name or its position in a window — the GUI take reaches the same file by sorting a column and clicking the top row. Note the outcome differs in one way worth recording: `Remove-Item` deletes outright, where the Explorer route sends the file to the Recycle Bin.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-30T06:33:53.376Z", "timestamp_annotated": "2026-08-19T11:30:05.841193+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260730_063353_at.webp", "reasoning": "Press Enter to run the pipeline.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-30T06:34:00.696Z", "timestamp_annotated": "2026-08-19T11:30:05.841759+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260730_063400_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-30T06:34:04.021Z", "timestamp_annotated": "2026-08-19T11:30:05.842371+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260730_063404_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/explorer-sort-trash-largest-2/sync_log.json b/data/sessions/explorer-sort-trash-largest-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..3ba38fdc7ecfa1384000720d8c4ed12bc416da00
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest-2/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "8bdcd287-de84-4aa4-b499-3c2a34737eac",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-sort-trash-largest-2/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-sort-trash-largest-2/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+[
+  {
+    "command": "1883 1028 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "736 104 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "212 134 right",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "280 420 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-sort-trash-largest/commands/converted_input.md b/data/sessions/explorer-sort-trash-largest/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..2267ac6d29a716ced9366fc8d8761daa245719ca
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-30 06:32:16 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-30T06:32:16.866Z | Left-click at (1883, 1028) |
+|    2 | 2026-07-30T06:32:20.960Z | Left-click at (736, 104) |
+|    3 | 2026-07-30T06:32:25.226Z | Right-click at (212, 134) |
+|    4 | 2026-07-30T06:32:29.366Z | Left-click at (280, 420) |
diff --git a/data/sessions/explorer-sort-trash-largest/commands/raw_input.md b/data/sessions/explorer-sort-trash-largest/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e1727777e2d7e97d138b424989cfbe5ac37b94a3
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-30 06:32:16 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-30T06:32:16.866Z | Left-clicked at X=1883, Y=1028 |
+|    2 | 2026-07-30T06:32:20.960Z | Left-clicked at X=736, Y=104 |
+|    3 | 2026-07-30T06:32:25.226Z | Right-clicked at X=212, Y=134 |
+|    4 | 2026-07-30T06:32:29.366Z | Left-clicked at X=280, Y=420 |
diff --git a/data/sessions/explorer-sort-trash-largest/memory.md b/data/sessions/explorer-sort-trash-largest/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..132161de4e29a542c9c13b7dada594d6f8ef8d87
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest/memory.md
@@ -0,0 +1,60 @@
+# Memory: explorer-sort-trash-largest
+
+## Overview
+
+Delete the largest file in a folder by sorting on size and acting on the top row. Use this
+when the target is defined by a property rather than by name — the sort is what identifies
+it. The route switches the folder to a detail view that shows a size column, clicks that
+column once to sort largest-first, then deletes the top row from its context menu. The
+recorded trace removes the largest file from the `sizes` folder.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can sort by size, or a shell.
+- A folder that exists and is readable, holding the candidates, and write access to it.
+- Certainty that "the largest file" is genuinely the intended target, and that it is
+  expendable. Neither route confirms which file it is about to remove.
+- An expectation of what the largest file should be, so the result can be checked against
+  it. Selecting by a property rather than by name means the target is not known until the
+  command has already chosen it.
+- A decision about whether the deletion needs to be recoverable. The file-manager route
+  sends the file to a recycle area; the shell route removes it immediately.
+- Awareness that folders can appear in a listing too, and are not files.
+
+## Steps
+
+### Step 1 — Left-click at (1883, 1028)
+
+The task is to delete whichever file is largest, which means the sizes have to be visible and sortable. Move the cursor and Left-click the **Details view** button in the status bar at the bottom-right of the window; Details is the only view that shows a sortable `Size` column. The listing is already in Details in this frame, so this click establishes the view rather than changing it — cheap insurance, since none of the following steps work without it.
+
+![Step 1](vision/frames/step_0001_20260730_063216_at.webp)
+
+### Step 2 — Left-click at (736, 104)
+
+Move the cursor and Left-click the **`Size`** column header to sort by size. Explorer sorts a numeric column **descending on the first click**, so one click puts the largest file at the top and a second click would reverse it — clicking twice would be wrong here. Note that the resulting row order is not proof: these three names happen to sort alphabetically in the same order as their sizes descending, so the only reliable confirmation is the `Size` header being highlighted with its caret pointing down.
+
+![Step 2](vision/frames/step_0002_20260730_063220_at.webp)
+
+### Step 3 — Right-click at (212, 134)
+
+The top row is now the largest file, `large.bin` at 10,240 KB. Move the cursor and Right-click it to select it and open its context menu in one action.
+
+![Step 3](vision/frames/step_0003_20260730_063225_at.webp)
+
+### Step 4 — Left-click at (280, 420)
+
+Move the cursor and Left-click **`Delete`**. The file goes to the Recycle Bin, leaving `medium.bin` and `small.bin` behind. `Delete` sits higher in this menu than in the file menus used elsewhere in this part because `.bin` has no registered handler, so the menu opens with a bold `Open with` instead of `Open` and carries fewer entries above the cut line.
+
+![Step 4](vision/frames/step_0004_20260730_063229_at.webp)
+
+## Notes & Edge Cases
+
+1. The file is chosen by the sort, not by name. Nothing in the task names the target, so a folder whose contents differ from what was assumed produces a confident deletion of the wrong file — establish which file comes out on top before deleting anything.
+2. Only the detailed view has a sortable size column. Establishing that view is cheap insurance even when it looks already set, because none of the following steps work without it and nothing later reports its absence.
+3. A size column sorts descending on the first click. Clicking a second time to be sure reverses it and the top row becomes the smallest file — the most likely way to delete exactly the wrong thing here.
+4. Row order alone cannot confirm a sort. If the names happen to sort in the same order as the sizes, an unsorted list looks exactly like a sorted one, so read the column header's highlight and its direction indicator instead of the arrangement.
+5. Taking the top row assumes there is one. An empty folder produces no target and the delete receives nothing, succeeding while doing nothing at all.
+6. Ties are resolved arbitrarily. Two files of identical size make the largest a choice something else makes silently, which is worth resolving before acting rather than after.
+7. A right-click both selects the row and opens its menu in one action, which is convenient and also means the selection is decided by where the press landed. Confirm the intended row is the highlighted one before choosing a destructive entry.
+8. Menu contents differ by file type. A type with no registered handler opens a menu with different entries and different heights, so the wanted row sits at a different position than in a folder of ordinary documents — read the labels rather than returning to a remembered spot.
+9. This route sends the file to the recycle bin and can be undone; the shell equivalent removes it outright. The folder ends the same way either route, so choose deliberately rather than by convenience.
diff --git a/data/sessions/explorer-sort-trash-largest/metadata.json b/data/sessions/explorer-sort-trash-largest/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..80d4d6dfd02da7e98c55cce53da45dc1fe9b9574
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "explorer-sort-trash-largest",
+  "memory_description": "",
+  "session_id": "1fbd14f1-81a2-4f73-8992-f7d73018a361",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-30T06:32:07.697318326Z",
+  "completed_at": "2026-07-30T06:32:35.423456657Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-30T06:32:16.866Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260730_063216_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260730_063216_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260730_063216_after.webp",
+      "raw_command": "Left-clicked at X=1883, Y=1028",
+      "converted_command": "Left-click at (1883, 1028)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-30T06:32:20.960Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260730_063220_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260730_063220_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260730_063220_after.webp",
+      "raw_command": "Left-clicked at X=736, Y=104",
+      "converted_command": "Left-click at (736, 104)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-30T06:32:25.226Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0003_20260730_063225_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260730_063225_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260730_063225_after.webp",
+      "raw_command": "Right-clicked at X=212, Y=134",
+      "converted_command": "Right-click at (212, 134)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-30T06:32:29.366Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260730_063229_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260730_063229_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260730_063229_after.webp",
+      "raw_command": "Left-clicked at X=280, Y=420",
+      "converted_command": "Left-click at (280, 420)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-sort-trash-largest/reasoning/reasoning.jsonl b/data/sessions/explorer-sort-trash-largest/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0e7fa2753f0a6f6c29d4508b47cf3c7433f37f42
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
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+{"step_id": 2, "timestamp_action": "2026-07-30T06:32:20.960Z", "timestamp_annotated": "2026-08-19T14:18:25.950470+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=736, Y=104", "converted_command": "Left-click at (736, 104)", "image_path": "vision/frames/step_0002_20260730_063220_at.webp", "reasoning": "Move the cursor and Left-click the **`Size`** column header to sort by size. Explorer sorts a numeric column **descending on the first click**, so one click puts the largest file at the top and a second click would reverse it — clicking twice would be wrong here. Note that the resulting row order is not proof: these three names happen to sort alphabetically in the same order as their sizes descending, so the only reliable confirmation is the `Size` header being highlighted with its caret pointing down.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-30T06:32:25.226Z", "timestamp_annotated": "2026-08-19T14:18:25.950856+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=212, Y=134", "converted_command": "Right-click at (212, 134)", "image_path": "vision/frames/step_0003_20260730_063225_at.webp", "reasoning": "The top row is now the largest file, `large.bin` at 10,240 KB. Move the cursor and Right-click it to select it and open its context menu in one action.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-30T06:32:29.366Z", "timestamp_annotated": "2026-08-19T14:18:25.951240+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=280, Y=420", "converted_command": "Left-click at (280, 420)", "image_path": "vision/frames/step_0004_20260730_063229_at.webp", "reasoning": "Move the cursor and Left-click **`Delete`**. The file goes to the Recycle Bin, leaving `medium.bin` and `small.bin` behind. `Delete` sits higher in this menu than in the file menus used elsewhere in this part because `.bin` has no registered handler, so the menu opens with a bold `Open with` instead of `Open` and carries fewer entries above the cut line.", "skipped": false}
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new file mode 100644
index 0000000000000000000000000000000000000000..ef7efdfe76de75e7701cced64f9558c419e228f8
--- /dev/null
+++ b/data/sessions/explorer-sort-trash-largest/sync_log.json
@@ -0,0 +1,124 @@
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\ No newline at end of file
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+version https://git-lfs.github.com/spec/v1
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 50758
diff --git a/data/sessions/explorer-zip-selection-2/commands/actuation_commands.json b/data/sessions/explorer-zip-selection-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..084ef55b067a5a24f0bc7d43aa4ba4eae225f98d
--- /dev/null
+++ b/data/sessions/explorer-zip-selection-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 98,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:52:42.986Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Compress-Archive -Path $env:USERPROFILE\\corpus-seed\\docs -DestinationPath $env:USERPROFILE\\corpus-seed\\docs.zip",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:52:56.107Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:53:00.275Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:53:07.485Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:53:10.809Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-zip-selection-2/commands/cc_commands.json b/data/sessions/explorer-zip-selection-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..a52ea49afaca42480fca035d45c972b896173fac
--- /dev/null
+++ b/data/sessions/explorer-zip-selection-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Compress-Archive -Path $env:USERPROFILE\\corpus-seed\\docs -DestinationPath $env:USERPROFILE\\corpus-seed\\docs.zip",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-zip-selection-2/commands/converted_input.md b/data/sessions/explorer-zip-selection-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..8122018e5392b594dddf32d9fcbc0a3e4bf6087f
--- /dev/null
+++ b/data/sessions/explorer-zip-selection-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-30 05:52:42 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-30T05:52:42.986Z | Left-click at (268, 1060) |
+|    2 | 2026-07-30T05:52:56.107Z | Type: Compress-Archive -Path $env:USERPROFILE\corpus-seed\docs -DestinationPath $env:USERPROFILE\corpus-seed\docs.zip |
+|    3 | 2026-07-30T05:53:00.275Z | Press: Enter |
+|    4 | 2026-07-30T05:53:07.485Z | Type: exit |
+|    5 | 2026-07-30T05:53:10.809Z | Press: Enter |
diff --git a/data/sessions/explorer-zip-selection-2/commands/raw_input.md b/data/sessions/explorer-zip-selection-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e5d39548d210db7c752937190424bd4aa3e33f41
--- /dev/null
+++ b/data/sessions/explorer-zip-selection-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-30 05:52:42 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-30T05:52:42.986Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-30T05:52:56.107Z | Typed: Compress-Archive -Path $env:USERPROFILE\corpus-seed\docs -DestinationPath $env:USERPROFILE\corpus-seed\docs.zip |
+|    3 | 2026-07-30T05:53:00.275Z | Pressed: Return |
+|    4 | 2026-07-30T05:53:07.485Z | Typed: exit |
+|    5 | 2026-07-30T05:53:10.809Z | Pressed: Return |
diff --git a/data/sessions/explorer-zip-selection-2/memory.md b/data/sessions/explorer-zip-selection-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..40c7cd14b2362b9c8388a99fd2ef58c0519c133f
--- /dev/null
+++ b/data/sessions/explorer-zip-selection-2/memory.md
@@ -0,0 +1,76 @@
+# Memory: explorer-zip-selection-2
+
+## Overview
+
+Compress a folder into a zip archive beside it, from a shell. Use this as the terminal
+route to the same end state as the file manager's send-to-compressed action: one command
+names the source folder and the archive to write. The recorded trace opens a shell, runs
+`Compress-Archive` over the `docs` folder writing `docs.zip` next to it, and closes the
+shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can create archives, or a shell with an
+  archiving tool.
+- A folder or set of files to archive, existing and readable.
+- Write access to the location where the archive is written, and enough free space for it.
+- A decision about the archive's internal structure before starting: archiving a folder
+  puts its name at the root of the archive, while archiving the folder's contents puts the
+  files at the root. Both are reasonable and they produce different archives from the same
+  source.
+- The archive's name and location decided in advance. Tools that name the archive
+  automatically derive it from the selection, which is not always the intended name.
+- No existing archive at that path, or agreement that it may be replaced.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to compress a folder into a zip archive beside it, which PowerShell does in one command, so the first move is to open a shell. Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260730_055242_at.webp)
+
+### Step 2 — Type: Compress-Archive -Path $env:USERPROFILE\corpus-seed\docs -DestinationPath $env:USERPROFILE\corpus-seed\docs.zip
+
+Type a `Compress-Archive` command to build the zip. It is PowerShell's built-in archiver, so nothing needs installing, and it produces the same kind of archive the Explorer right-click Compress action does. `-Path` names what goes in and `-DestinationPath` names the archive to write, both given in full so the result lands beside the source folder.
+
+![Step 2](vision/frames/step_0002_20260730_055256_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to create the archive.
+
+![Step 3](vision/frames/step_0003_20260730_055300_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260730_055307_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260730_055310_at.webp)
+
+## Notes & Edge Cases
+
+- **Archiving the folder and archiving its contents produce different archives.** Naming
+  the folder puts that folder at the root of the archive; naming everything inside it puts
+  the files at the root. Both commands succeed, both produce a valid zip, and only one
+  matches what the file manager's own compress action does. Decide which structure is
+  wanted before running, and check by listing the archive afterwards.
+- **The file manager names the archive for you and the shell does not.** A file-manager
+  compress derives the name from the selection — which is the folder's name for a single
+  folder, and the anchor file's name for a multi-file selection, a difference that
+  surprises people. The shell requires the name, which is more typing and no ambiguity.
+- **The destination is refused if it already exists**, unless a flag is added to overwrite.
+  That refusal is useful; overriding it replaces an existing archive with no way back.
+- **The source folder is left untouched.** Compressing does not consume or move anything.
+- **Paths are built from an environment variable rather than written literally**, so the
+  command does not depend on the account name.
+- **A large source takes real time and the prompt does not return until it finishes.**
+  Confirm the archive exists and has a plausible size rather than assuming completion from
+  the command being accepted.
+
diff --git a/data/sessions/explorer-zip-selection-2/metadata.json b/data/sessions/explorer-zip-selection-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..64c99a19c119c385a1752d783f3d3f157575f58b
--- /dev/null
+++ b/data/sessions/explorer-zip-selection-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "explorer-zip-selection-2",
+  "memory_description": "",
+  "session_id": "53da80dd-27d3-4d2d-886c-fcb8f26a6013",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-30T05:52:33.708508976Z",
+  "completed_at": "2026-07-30T05:53:15.985968189Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-30T05:52:42.986Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260730_055242_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260730_055242_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260730_055242_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-30T05:52:56.107Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260730_055256_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260730_055256_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260730_055256_after.webp",
+      "raw_command": "Typed: Compress-Archive -Path $env:USERPROFILE\\corpus-seed\\docs -DestinationPath $env:USERPROFILE\\corpus-seed\\docs.zip",
+      "converted_command": "Type: Compress-Archive -Path $env:USERPROFILE\\corpus-seed\\docs -DestinationPath $env:USERPROFILE\\corpus-seed\\docs.zip"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-30T05:53:00.275Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260730_055300_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260730_055300_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260730_055300_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-30T05:53:07.485Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260730_055307_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260730_055307_before.webp",
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+      "converted_command": "Press: Enter"
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+  "closing_image_path": "vision/frames/closing_state.webp",
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+}
diff --git a/data/sessions/explorer-zip-selection-2/reasoning/reasoning.jsonl b/data/sessions/explorer-zip-selection-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0144ecc3c116ce60ef57905c0188bd8794d87dae
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+{"step_id": 2, "timestamp_action": "2026-07-30T05:52:56.107Z", "timestamp_annotated": "2026-08-19T11:30:05.828758+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Compress-Archive -Path $env:USERPROFILE\\corpus-seed\\docs -DestinationPath $env:USERPROFILE\\corpus-seed\\docs.zip", "converted_command": "Type: Compress-Archive -Path $env:USERPROFILE\\corpus-seed\\docs -DestinationPath $env:USERPROFILE\\corpus-seed\\docs.zip", "image_path": "vision/frames/step_0002_20260730_055256_at.webp", "reasoning": "Type a `Compress-Archive` command to build the zip. It is PowerShell's built-in archiver, so nothing needs installing, and it produces the same kind of archive the Explorer right-click Compress action does. `-Path` names what goes in and `-DestinationPath` names the archive to write, both given in full so the result lands beside the source folder.", "skipped": false}
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+{"step_id": 5, "timestamp_action": "2026-07-30T05:53:10.809Z", "timestamp_annotated": "2026-08-19T11:30:05.830053+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260730_055310_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
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+version https://git-lfs.github.com/spec/v1
+oid sha256:2aef92b21713c9cc61920efbba5fb2c6e78b4606a64a759aa10089b2b10ffaa0
+size 538336
diff --git a/data/sessions/explorer-zip-selection-2/vision/frames/step_0005_20260730_055310_before.webp b/data/sessions/explorer-zip-selection-2/vision/frames/step_0005_20260730_055310_before.webp
new file mode 100644
index 0000000000000000000000000000000000000000..d05b6267c5659e66040f87e99c3f943e68f71725
--- /dev/null
+++ b/data/sessions/explorer-zip-selection-2/vision/frames/step_0005_20260730_055310_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2aef92b21713c9cc61920efbba5fb2c6e78b4606a64a759aa10089b2b10ffaa0
+size 538336
diff --git a/data/sessions/explorer-zip-selection/commands/actuation_commands.json b/data/sessions/explorer-zip-selection/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..35a0b5ae075e93df531eb4199ef5b971e2c957f1
--- /dev/null
+++ b/data/sessions/explorer-zip-selection/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 100,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 212,
+    "mouse_y": 155,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=212, Y=155",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:51:18.561Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 26,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 212,
+    "mouse_y": 155,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=212, Y=155",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:51:21.717Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 101,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 280,
+    "mouse_y": 515,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=280, Y=515",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:51:26.063Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-33f476e0-cdfa-45cf-87ff-7fbfdb74dd9f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 99,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 600,
+    "mouse_y": 539,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=600, Y=539",
+    "session_id": "conn-f976d888-9ad7-48f6-b2a9-ddf6861b3c6b",
+    "success": true,
+    "timestamp": "2026-07-30T05:51:30.217Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-zip-selection/commands/cc_commands.json b/data/sessions/explorer-zip-selection/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..f2e93742a463c7be1fccba7a2c2cd6f956a2e739
--- /dev/null
+++ b/data/sessions/explorer-zip-selection/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "212 155 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "212 155 right",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "280 515 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "600 539 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/explorer-zip-selection/commands/converted_input.md b/data/sessions/explorer-zip-selection/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..a7414c3afde867300b4976e49db24e42a8713ce4
--- /dev/null
+++ b/data/sessions/explorer-zip-selection/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-30 05:51:18 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-30T05:51:18.561Z | Left-click at (212, 155) |
+|    2 | 2026-07-30T05:51:21.717Z | Right-click at (212, 155) |
+|    3 | 2026-07-30T05:51:26.063Z | Left-click at (280, 515) |
+|    4 | 2026-07-30T05:51:30.217Z | Left-click at (600, 539) |
diff --git a/data/sessions/explorer-zip-selection/commands/raw_input.md b/data/sessions/explorer-zip-selection/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..cb3e923d7c108aa63c58668b4276b49b11d47633
--- /dev/null
+++ b/data/sessions/explorer-zip-selection/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-30 05:51:18 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-30T05:51:18.561Z | Left-clicked at X=212, Y=155 |
+|    2 | 2026-07-30T05:51:21.717Z | Right-clicked at X=212, Y=155 |
+|    3 | 2026-07-30T05:51:26.063Z | Left-clicked at X=280, Y=515 |
+|    4 | 2026-07-30T05:51:30.217Z | Left-clicked at X=600, Y=539 |
diff --git a/data/sessions/explorer-zip-selection/memory.md b/data/sessions/explorer-zip-selection/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..abf0bd770e8a3f5abaece57ae7fec85090819297
--- /dev/null
+++ b/data/sessions/explorer-zip-selection/memory.md
@@ -0,0 +1,61 @@
+# Memory: explorer-zip-selection
+
+## Overview
+
+Compress a folder into a zip archive beside it, through the file manager's context menu.
+Use this when a folder has to be packaged for sending or storing and the work is being done
+by pointing. The route right-clicks the folder and follows the send-to submenu to the
+compressed-folder command, which creates the archive in the same place and names it after
+the folder. The recorded trace produces `docs.zip` from the `docs` folder.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can create archives, or a shell with an
+  archiving tool.
+- A folder or set of files to archive, existing and readable.
+- Write access to the location where the archive is written, and enough free space for it.
+- A decision about the archive's internal structure before starting: archiving a folder
+  puts its name at the root of the archive, while archiving the folder's contents puts the
+  files at the root. Both are reasonable and they produce different archives from the same
+  source.
+- The archive's name and location decided in advance. Tools that name the archive
+  automatically derive it from the selection, which is not always the intended name.
+- No existing archive at that path, or agreement that it may be replaced.
+
+## Steps
+
+### Step 1 — Left-click at (212, 155)
+
+The task is to produce `docs.zip` alongside the `docs` folder, so the folder itself has to be the compression target. Move the cursor and Left-click **`docs`**, the second row in `corpus-seed`, to select it. The archive takes its name from whatever is selected, which is why selecting the folder — rather than opening it and selecting its contents — is what yields `docs.zip`.
+
+![Step 1](vision/frames/step_0001_20260730_055118_at.webp)
+
+### Step 2 — Right-click at (212, 155)
+
+Move the cursor and Right-click the same row to open the context menu on the selected folder. The zip command is not on the ribbon in Windows 10; the context menu is the route.
+
+![Step 2](vision/frames/step_0002_20260730_055121_at.webp)
+
+### Step 3 — Left-click at (280, 515)
+
+Windows 10 offers no direct "Compress to ZIP file" item, so the archive is created through **`Send to ›`**. Move the cursor and Left-click it. Note that this is the *folder* context menu, which is considerably longer than the file menu used in the other Explorer takes — the same command sits at a different height depending on what was right-clicked.
+
+![Step 3](vision/frames/step_0003_20260730_055126_at.webp)
+
+### Step 4 — Left-click at (600, 539)
+
+The submenu opened on hover. Move the cursor and Left-click **`Compressed (zipped) folder`**. Windows creates `docs.zip` next to `docs` in `corpus-seed`, containing the folder and its three files at `docs/a.txt`, `docs/b.txt`, `docs/c.txt`.
+
+![Step 4](vision/frames/step_0004_20260730_055130_at.webp)
+
+## Notes & Edge Cases
+
+- **A submenu opens on hover, and clicking its parent row can close the whole menu.** Move
+  onto the parent and wait for the child list to appear rather than clicking through it.
+  This is the most common way a menu-driven step silently does nothing.
+- **Confirm the submenu is open before moving to the child item.** The pointer has to
+  travel from the parent row into the submenu without leaving the menu's bounds; cutting
+  the corner closes it and the click then lands on whatever is behind.
+- **A parent row's position is not fixed.** Menu contents differ by what was right-clicked
+  and by what is installed, so the row sits at a different height in different folders.
+  Read the row's label rather than returning to a remembered position.
diff --git a/data/sessions/explorer-zip-selection/metadata.json b/data/sessions/explorer-zip-selection/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f2003dc0f3f7347c91ac0475a2ec0b25aaf4961
--- /dev/null
+++ b/data/sessions/explorer-zip-selection/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "explorer-zip-selection",
+  "memory_description": "",
+  "session_id": "e2b6f47f-fe8e-4cc3-b665-105adf536600",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-30T05:51:09.353546291Z",
+  "completed_at": "2026-07-30T05:51:38.125430028Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-30T05:51:18.561Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260730_055118_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260730_055118_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260730_055118_after.webp",
+      "raw_command": "Left-clicked at X=212, Y=155",
+      "converted_command": "Left-click at (212, 155)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-30T05:51:21.717Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0002_20260730_055121_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260730_055121_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260730_055121_after.webp",
+      "raw_command": "Right-clicked at X=212, Y=155",
+      "converted_command": "Right-click at (212, 155)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-30T05:51:26.063Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260730_055126_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260730_055126_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260730_055126_after.webp",
+      "raw_command": "Left-clicked at X=280, Y=515",
+      "converted_command": "Left-click at (280, 515)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-30T05:51:30.217Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260730_055130_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260730_055130_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260730_055130_after.webp",
+      "raw_command": "Left-clicked at X=600, Y=539",
+      "converted_command": "Left-click at (600, 539)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/explorer-zip-selection/reasoning/reasoning.jsonl b/data/sessions/explorer-zip-selection/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0ee4408dd85f7cf2caa617d0d79fa4eddc7604f9
--- /dev/null
+++ b/data/sessions/explorer-zip-selection/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-30T05:51:18.561Z", "timestamp_annotated": "2026-08-19T14:18:25.938473+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=212, Y=155", "converted_command": "Left-click at (212, 155)", "image_path": "vision/frames/step_0001_20260730_055118_at.webp", "reasoning": "The task is to produce `docs.zip` alongside the `docs` folder, so the folder itself has to be the compression target. Move the cursor and Left-click **`docs`**, the second row in `corpus-seed`, to select it. The archive takes its name from whatever is selected, which is why selecting the folder — rather than opening it and selecting its contents — is what yields `docs.zip`.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-30T05:51:21.717Z", "timestamp_annotated": "2026-08-19T14:18:25.938817+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=212, Y=155", "converted_command": "Right-click at (212, 155)", "image_path": "vision/frames/step_0002_20260730_055121_at.webp", "reasoning": "Move the cursor and Right-click the same row to open the context menu on the selected folder. The zip command is not on the ribbon in Windows 10; the context menu is the route.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-30T05:51:26.063Z", "timestamp_annotated": "2026-08-19T14:18:25.939182+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=280, Y=515", "converted_command": "Left-click at (280, 515)", "image_path": "vision/frames/step_0003_20260730_055126_at.webp", "reasoning": "Windows 10 offers no direct \"Compress to ZIP file\" item, so the archive is created through **`Send to ›`**. Move the cursor and Left-click it. Note that this is the *folder* context menu, which is considerably longer than the file menu used in the other Explorer takes — the same command sits at a different height depending on what was right-clicked.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-30T05:51:30.217Z", "timestamp_annotated": "2026-08-19T14:18:25.939651+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=600, Y=539", "converted_command": "Left-click at (600, 539)", "image_path": "vision/frames/step_0004_20260730_055130_at.webp", "reasoning": "The submenu opened on hover. Move the cursor and Left-click **`Compressed (zipped) folder`**. Windows creates `docs.zip` next to `docs` in `corpus-seed`, containing the folder and its three files at `docs/a.txt`, `docs/b.txt`, `docs/c.txt`.", "skipped": false}
diff --git a/data/sessions/explorer-zip-selection/sync_log.json b/data/sessions/explorer-zip-selection/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..187280a55b15ae66490c0a16c0989a84e5f1f88f
--- /dev/null
+++ b/data/sessions/explorer-zip-selection/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "e2b6f47f-fe8e-4cc3-b665-105adf536600",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-zip-selection/commands/raw_input.md",
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/explorer-zip-selection/commands/actuation_commands.json",
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diff --git a/data/sessions/finder-copy-to-folder-2/commands/actuation_commands.json b/data/sessions/finder-copy-to-folder-2/commands/actuation_commands.json
new file mode 100644
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--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 550,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: report",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:13:44.206Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 484,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+C",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:13:47.945Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 205,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: dest",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:13:51.328Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 212,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Down",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:13:54.797Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 486,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+V",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:14:00.552Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-copy-to-folder-2/commands/cc_commands.json b/data/sessions/finder-copy-to-folder-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad57b1835c28ada51bc4b8eb901ae0eb015526e1
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "type report",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Cmd+C}",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "type dest",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Down}",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Cmd+V}",
+    "os": "MACOS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-copy-to-folder-2/commands/converted_input.md b/data/sessions/finder-copy-to-folder-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..05e920e5462ccca3e71a3dd0aaf936e6dc8557ec
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 13:13:44 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T13:13:44.206Z | Type: report |
+|    2 | 2026-07-28T13:13:47.945Z | Press: Cmd+C |
+|    3 | 2026-07-28T13:13:51.328Z | Type: dest |
+|    4 | 2026-07-28T13:13:54.797Z | Press: Cmd+Down |
+|    5 | 2026-07-28T13:14:00.552Z | Press: Cmd+V |
diff --git a/data/sessions/finder-copy-to-folder-2/commands/raw_input.md b/data/sessions/finder-copy-to-folder-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..44c1b9c21b4f8299c1fe46c7d05501cdd3f6e66d
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 13:13:44 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T13:13:44.206Z | Typed: report |
+|    2 | 2026-07-28T13:13:47.945Z | Pressed: Cmd+C |
+|    3 | 2026-07-28T13:13:51.328Z | Typed: dest |
+|    4 | 2026-07-28T13:13:54.797Z | Pressed: Cmd+Down |
+|    5 | 2026-07-28T13:14:00.552Z | Pressed: Cmd+V |
diff --git a/data/sessions/finder-copy-to-folder-2/memory.md b/data/sessions/finder-copy-to-folder-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..f3674e8440661a383739eefc6b038211fa882521
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-2/memory.md
@@ -0,0 +1,80 @@
+# Memory: finder-copy-to-folder-2
+
+## Overview
+
+Copy a file into a subfolder using only the keyboard: select the file by typing its name,
+copy it, select the destination folder the same way, open it, and paste. Use this when a
+file has to be placed into another folder and no pointing device is available or wanted.
+The original stays where it is. The recorded trace types `report` to select `report.pdf`,
+presses `⌘C`, types `dest` to select the folder, `⌘↓` to open it, and `⌘V` to paste the
+copy inside.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to copy and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to the destination folder, and read access to the file.
+- Enough free space at the destination for a second copy.
+- Clarity that the result is a copy, not a move. The original must still be in place when
+  the task finishes; a route that leaves the source folder empty has done a different job.
+- No file of the same name already in the destination. Both routes overwrite — the shell
+  without asking, the file manager after a confirmation that is easy to accept
+  reflexively.
+
+## Steps
+
+### Step 1 — Type: report
+
+The task is to copy a file into a subfolder while leaving the original where it is, using the keyboard only, so the file has to be selected without pointing at it. Type `report` in the Finder window to select `report.pdf`: Finder moves the selection to the first item whose name begins with what is typed, so typing part of a name is how a file gets selected without a pointer.
+
+![Step 1](vision/frames/step_0001_20260728_131344_at.webp)
+
+### Step 2 — Press: Cmd+C
+
+Press ⌘C (Cmd+C) to copy the selected file. In Finder this does not duplicate anything yet — it puts a reference to the file on the clipboard, and what actually happens to it is decided by which paste is used later.
+
+![Step 2](vision/frames/step_0002_20260728_131347_at.webp)
+
+### Step 3 — Type: dest
+
+Type `dest` to select the destination folder by name, the same type-select technique as step 1. Selecting the folder is not the same as being inside it, which is what the next step handles.
+
+![Step 3](vision/frames/step_0003_20260728_131351_at.webp)
+
+### Step 4 — Press: Cmd+Down
+
+Press ⌘↓ (Cmd+Down) to open the selected folder. Paste acts on the folder the window is showing, not on the folder that happens to be highlighted, so the window has to move inside `dest` before the file can land there.
+
+![Step 4](vision/frames/step_0004_20260728_131354_at.webp)
+
+### Step 5 — Press: Cmd+V
+
+Press ⌘V (Cmd+V) to paste the file into `dest`. Plain paste copies, so the original stays in `corpus-seed` and a second copy now exists here — which is what makes this the copy task rather than the move task.
+
+![Step 5](vision/frames/step_0005_20260728_131400_at.webp)
+
+## Notes & Edge Cases
+
+- **`⌘C` on a file copies a reference, not the bytes.** Nothing is duplicated until the
+  paste, so the clipboard holding the file is not itself the result — an interruption
+  between the two steps leaves the task half done with nothing to show for it.
+- **The same keystrokes mean different things one step apart.** Typing `report` selects a
+  file; typing `dest` selects a folder. Both are type-select against the front window's
+  contents, so both depend on the window still being focused and still showing the same
+  folder. Confirm what is highlighted before acting.
+- **`⌘↓` opens the selection — and does nothing useful if the selection is a file.** The
+  step only descends into the destination because a folder was selected first. On a file
+  it opens the file in an application instead, which puts the paste somewhere else
+  entirely.
+- **The paste target is the open window, not the selection.** After descending into the
+  destination, the copy lands in whatever the window is showing. If the descent silently
+  failed, the paste puts the copy back beside the original and the task looks finished.
+- **Verify the original is still in place.** The keystroke for copy-paste and the one for
+  move-paste differ by a single modifier, and the visible result inside the destination is
+  identical. The only way to tell a copy from a move apart is to look at where the file
+  came from.
+- **Type-select needs the file visible in the front window.** With no click anywhere in the
+  trace, a window that lost focus sends every one of these keystrokes somewhere
+  unintended.
+
diff --git a/data/sessions/finder-copy-to-folder-2/metadata.json b/data/sessions/finder-copy-to-folder-2/metadata.json
new file mode 100644
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@@ -0,0 +1,103 @@
+{
+  "memory_name": "finder-copy-to-folder-2",
+  "memory_description": "",
+  "session_id": "79e97dc2-2e53-4e82-a070-aacf8861b76a",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T13:13:28.405024485Z",
+  "completed_at": "2026-07-28T13:14:07.698528786Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T13:13:44.206Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0001_20260728_131344_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260728_131344_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_131344_after.webp",
+      "raw_command": "Typed: report",
+      "converted_command": "Type: report"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T13:13:47.945Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260728_131347_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_131347_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_131347_after.webp",
+      "raw_command": "Pressed: Cmd+C",
+      "converted_command": "Press: Cmd+C"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T13:13:51.328Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260728_131351_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_131351_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_131351_after.webp",
+      "raw_command": "Typed: dest",
+      "converted_command": "Type: dest"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T13:13:54.797Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_131354_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_131354_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_131354_after.webp",
+      "raw_command": "Pressed: Cmd+Down",
+      "converted_command": "Press: Cmd+Down"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-28T13:14:00.552Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260728_131400_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260728_131400_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260728_131400_after.webp",
+      "raw_command": "Pressed: Cmd+V",
+      "converted_command": "Press: Cmd+V"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-copy-to-folder-2/reasoning/reasoning.jsonl b/data/sessions/finder-copy-to-folder-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d6255815df4f7d6294688d9307fbb40b017a6344
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T13:13:44.206Z", "timestamp_annotated": "2026-08-19T11:30:05.748912+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: report", "converted_command": "Type: report", "image_path": "vision/frames/step_0001_20260728_131344_at.webp", "reasoning": "The task is to copy a file into a subfolder while leaving the original where it is, using the keyboard only, so the file has to be selected without pointing at it. Type `report` in the Finder window to select `report.pdf`: Finder moves the selection to the first item whose name begins with what is typed, so typing part of a name is how a file gets selected without a pointer.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T13:13:47.945Z", "timestamp_annotated": "2026-08-19T11:30:05.749242+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+C", "converted_command": "Press: Cmd+C", "image_path": "vision/frames/step_0002_20260728_131347_at.webp", "reasoning": "Press ⌘C (Cmd+C) to copy the selected file. In Finder this does not duplicate anything yet — it puts a reference to the file on the clipboard, and what actually happens to it is decided by which paste is used later.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T13:13:51.328Z", "timestamp_annotated": "2026-08-19T11:30:05.749634+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: dest", "converted_command": "Type: dest", "image_path": "vision/frames/step_0003_20260728_131351_at.webp", "reasoning": "Type `dest` to select the destination folder by name, the same type-select technique as step 1. Selecting the folder is not the same as being inside it, which is what the next step handles.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T13:13:54.797Z", "timestamp_annotated": "2026-08-19T11:30:05.750014+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Down", "converted_command": "Press: Cmd+Down", "image_path": "vision/frames/step_0004_20260728_131354_at.webp", "reasoning": "Press ⌘↓ (Cmd+Down) to open the selected folder. Paste acts on the folder the window is showing, not on the folder that happens to be highlighted, so the window has to move inside `dest` before the file can land there.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-28T13:14:00.552Z", "timestamp_annotated": "2026-08-19T11:30:05.750403+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+V", "converted_command": "Press: Cmd+V", "image_path": "vision/frames/step_0005_20260728_131400_at.webp", "reasoning": "Press ⌘V (Cmd+V) to paste the file into `dest`. Plain paste copies, so the original stays in `corpus-seed` and a second copy now exists here — which is what makes this the copy task rather than the move task.", "skipped": false}
diff --git a/data/sessions/finder-copy-to-folder-2/sync_log.json b/data/sessions/finder-copy-to-folder-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1c17bfab8ecc0241fb7cacbac23258f283a0c2d
--- /dev/null
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@@ -0,0 +1,145 @@
+{
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+      "failed_permanent": false,
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 547690
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 545062
diff --git a/data/sessions/finder-copy-to-folder-2/vision/frames/step_0004_20260728_131354_before.webp b/data/sessions/finder-copy-to-folder-2/vision/frames/step_0004_20260728_131354_before.webp
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+++ b/data/sessions/finder-copy-to-folder-2/vision/frames/step_0004_20260728_131354_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:76652b15b94e44fd30a528ae7c1c3d5ffb85d0f123eb18333133fbf848b41b19
+size 545062
diff --git a/data/sessions/finder-copy-to-folder-2/vision/frames/step_0005_20260728_131400_after.webp b/data/sessions/finder-copy-to-folder-2/vision/frames/step_0005_20260728_131400_after.webp
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--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-2/vision/frames/step_0005_20260728_131400_after.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 548748
diff --git a/data/sessions/finder-copy-to-folder-2/vision/frames/step_0005_20260728_131400_at.webp b/data/sessions/finder-copy-to-folder-2/vision/frames/step_0005_20260728_131400_at.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 547766
diff --git a/data/sessions/finder-copy-to-folder-2/vision/frames/step_0005_20260728_131400_before.webp b/data/sessions/finder-copy-to-folder-2/vision/frames/step_0005_20260728_131400_before.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 547694
diff --git a/data/sessions/finder-copy-to-folder-3/commands/actuation_commands.json b/data/sessions/finder-copy-to-folder-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c8dea884eaa271eb46f34c9d1997c09ef2c195d
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-3/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 296,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:14:59.658Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 270,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:15:08.110Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 182,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:15:12.482Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 474,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:15:18.148Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-copy-to-folder-3/commands/cc_commands.json b/data/sessions/finder-copy-to-folder-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..5b62004ab59916ac5f44f11e034cb73cf822d73b
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-3/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-copy-to-folder-3/commands/converted_input.md b/data/sessions/finder-copy-to-folder-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..3fb323bd786b9c9702953fa9e4427fb5790ebab2
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-3/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 13:14:59 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T13:14:59.658Z | Left-click at (944, 1035) |
+|    2 | 2026-07-28T13:15:08.110Z | Type: cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/ |
+|    3 | 2026-07-28T13:15:12.482Z | Press: return |
+|    4 | 2026-07-28T13:15:18.148Z | Press: Cmd+Q |
diff --git a/data/sessions/finder-copy-to-folder-3/commands/raw_input.md b/data/sessions/finder-copy-to-folder-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e5fda31564a1858d929ded6825fc31f4ea89a09e
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-3/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 13:14:59 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T13:14:59.658Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-28T13:15:08.110Z | Typed: cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/ |
+|    3 | 2026-07-28T13:15:12.482Z | Pressed: return |
+|    4 | 2026-07-28T13:15:18.148Z | Pressed: Cmd+Q |
diff --git a/data/sessions/finder-copy-to-folder-3/memory.md b/data/sessions/finder-copy-to-folder-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..c6ac11033af5a89b2e0994355e05793c3fd19306
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-3/memory.md
@@ -0,0 +1,68 @@
+# Memory: finder-copy-to-folder-3
+
+## Overview
+
+Copy a file into a subfolder from a shell. Use this as the terminal route to the same end
+state as the file-manager task: one `cp` names the source and the destination folder, the
+original is left in place, and no window or selection is involved. The recorded trace opens
+a terminal, runs `cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/`, and quits with
+`⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to copy and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to the destination folder, and read access to the file.
+- Enough free space at the destination for a second copy.
+- Clarity that the result is a copy, not a move. The original must still be in place when
+  the task finishes; a route that leaves the source folder empty has done a different job.
+- No file of the same name already in the destination. Both routes overwrite — the shell
+  without asking, the file manager after a confirmation that is easy to accept
+  reflexively.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to copy a file into a subfolder while leaving the original in place, a job that can be done with a single `cp`, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260728_131459_at.webp)
+
+### Step 2 — Type: cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/
+
+Type a `cp` command to copy the file into the destination folder. `cp` leaves the source untouched, which is exactly the difference between this task and the move task. The destination ends in a slash, naming a directory rather than a new filename, so the file keeps its own name inside `dest`.
+
+![Step 2](vision/frames/step_0002_20260728_131508_at.webp)
+
+### Step 3 — Press: return
+
+After typing the command Press Return to run the copy.
+
+![Step 3](vision/frames/step_0003_20260728_131512_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after completing the task.
+
+![Step 4](vision/frames/step_0004_20260728_131518_at.webp)
+
+## Notes & Edge Cases
+
+- **The trailing slash on the destination is the safety feature.** With it, `cp` refuses
+  if the destination is not a directory. Without it, a missing `dest` is treated as a
+  filename and the file is silently copied to a *file* called `dest` instead of into a
+  folder — a failure that leaves no error and looks nothing like what was asked for.
+- **`cp` overwrites a same-named file at the destination without asking.** Check first, or
+  use a flag that refuses to clobber.
+- **`cp` copies a file, not a directory.** Copying a folder needs `-R`, and the trailing
+  slash then changes what the result is nested inside — worth testing on something
+  disposable before running it on real data.
+- **The original is untouched, which is the whole distinction from a move.** The command
+  that moves is one word different and produces an identical-looking destination. Confirm
+  the source still exists.
+- **Absolute paths make the command independent of the shell's current directory** — which
+  is unknown in a freshly opened window and is exactly where this kind of command gets
+  typed.
+- **`~` is expanded by the shell**, so the command depends on being handed to one.
+
diff --git a/data/sessions/finder-copy-to-folder-3/metadata.json b/data/sessions/finder-copy-to-folder-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f4e19b005e14a0070c704ac94315da716daee8d7
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-3/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "finder-copy-to-folder-3",
+  "memory_description": "",
+  "session_id": "5ba6b712-a87d-4f1b-9340-b607f611be07",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T13:14:44.157743902Z",
+  "completed_at": "2026-07-28T13:15:25.240715762Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T13:14:59.658Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260728_131459_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_131459_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_131459_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T13:15:08.110Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_131508_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_131508_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_131508_after.webp",
+      "raw_command": "Typed: cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/",
+      "converted_command": "Type: cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T13:15:12.482Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_131512_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_131512_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_131512_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T13:15:18.148Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_131518_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_131518_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_131518_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-copy-to-folder-3/reasoning/reasoning.jsonl b/data/sessions/finder-copy-to-folder-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..99929936f53a95391eaddbe7581cd65d244ef808
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-3/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T13:14:59.658Z", "timestamp_annotated": "2026-08-19T11:30:05.754591+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260728_131459_at.webp", "reasoning": "The task is to copy a file into a subfolder while leaving the original in place, a job that can be done with a single `cp`, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T13:15:08.110Z", "timestamp_annotated": "2026-08-19T11:30:05.754969+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/", "converted_command": "Type: cp ~/corpus-seed/report.pdf ~/corpus-seed/dest/", "image_path": "vision/frames/step_0002_20260728_131508_at.webp", "reasoning": "Type a `cp` command to copy the file into the destination folder. `cp` leaves the source untouched, which is exactly the difference between this task and the move task. The destination ends in a slash, naming a directory rather than a new filename, so the file keeps its own name inside `dest`.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T13:15:12.482Z", "timestamp_annotated": "2026-08-19T11:30:05.755415+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_131512_at.webp", "reasoning": "After typing the command Press Return to run the copy.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T13:15:18.148Z", "timestamp_annotated": "2026-08-19T11:30:05.755911+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260728_131518_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after completing the task.", "skipped": false}
diff --git a/data/sessions/finder-copy-to-folder-3/sync_log.json b/data/sessions/finder-copy-to-folder-3/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..7192489fec2f7a8bff8f51da7a62d9dee24375e0
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder-3/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "5ba6b712-a87d-4f1b-9340-b607f611be07",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-copy-to-folder-3/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-copy-to-folder-3/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-copy-to-folder-3/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+]
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+  },
+  {
+    "command": "746 532 move",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "746 532 left",
+    "os": "MACOS",
+    "step_id": 8
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-copy-to-folder/commands/converted_input.md b/data/sessions/finder-copy-to-folder/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..60fc2d9355431e4f935f0b63067724de56d46068
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder/commands/converted_input.md
@@ -0,0 +1,14 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 13:11:40 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T13:11:40.384Z | Move-cursor at (433, 360) |
+|    2 | 2026-07-28T13:11:44.798Z | Right-click at (433, 360) |
+|    3 | 2026-07-28T13:11:49.265Z | Move-cursor at (463, 601) |
+|    4 | 2026-07-28T13:11:52.638Z | Left-click at (463, 601) |
+|    5 | 2026-07-28T13:11:56.367Z | Double-click at (543, 248) |
+|    6 | 2026-07-28T13:12:01.790Z | Right-click at (700, 500) |
+|    7 | 2026-07-28T13:12:06.221Z | Move-cursor at (746, 532) |
+|    8 | 2026-07-28T13:12:09.668Z | Left-click at (746, 532) |
diff --git a/data/sessions/finder-copy-to-folder/commands/raw_input.md b/data/sessions/finder-copy-to-folder/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..16c0c6439cadcf24285094fbec49fdd7372f846c
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder/commands/raw_input.md
@@ -0,0 +1,14 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 13:11:40 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T13:11:40.384Z | Moved cursor to at X=433, Y=360 |
+|    2 | 2026-07-28T13:11:44.798Z | Right-clicked at X=433, Y=360 |
+|    3 | 2026-07-28T13:11:49.265Z | Moved cursor to at X=463, Y=601 |
+|    4 | 2026-07-28T13:11:52.638Z | Left-clicked at X=463, Y=601 |
+|    5 | 2026-07-28T13:11:56.367Z | Double-clicked at X=543, Y=248 |
+|    6 | 2026-07-28T13:12:01.790Z | Right-clicked at X=700, Y=500 |
+|    7 | 2026-07-28T13:12:06.221Z | Moved cursor to at X=746, Y=532 |
+|    8 | 2026-07-28T13:12:09.668Z | Left-clicked at X=746, Y=532 |
diff --git a/data/sessions/finder-copy-to-folder/memory.md b/data/sessions/finder-copy-to-folder/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..15eb63e76f31be7303950d3e38c534c1e7a3a0dc
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder/memory.md
@@ -0,0 +1,84 @@
+# Memory: finder-copy-to-folder
+
+## Overview
+
+Copy a file into a subfolder through the file manager's context menu, leaving the original
+in place. Use this when a file has to be placed into another folder by pointing rather than
+by name, and a copy — not a move — is what is wanted. The route right-clicks the file and
+chooses Copy, opens the destination folder, then right-clicks empty space inside it and
+chooses Paste Item. The recorded trace leaves `report.pdf` in both the destination and the
+source folder.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to copy and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to the destination folder, and read access to the file.
+- Enough free space at the destination for a second copy.
+- Clarity that the result is a copy, not a move. The original must still be in place when
+  the task finishes; a route that leaves the source folder empty has done a different job.
+- No file of the same name already in the destination. Both routes overwrite — the shell
+  without asking, the file manager after a confirmation that is easy to accept
+  reflexively.
+
+## Steps
+
+### Step 1 — Move-cursor at (433, 360)
+
+The task is to place a copy of `report.pdf` inside the `dest` folder while leaving the original where it is. Move the cursor onto the `report.pdf` icon in the second row of the `corpus-seed` window. Moving to the target and acting as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 1](vision/frames/step_0001_20260728_131140_at.webp)
+
+### Step 2 — Right-click at (433, 360)
+
+Move the cursor and Right-click `report.pdf` to select it and open its context menu in one action.
+
+![Step 2](vision/frames/step_0002_20260728_131144_at.webp)
+
+### Step 3 — Move-cursor at (463, 601)
+
+Confirm the menu is acting on the intended file — it reads `Compress "report.pdf"`, and the file's label is highlighted — then move the cursor down onto `Copy`. `Copy` rather than `Duplicate` is what this task needs: `Duplicate` would make a second file in the same folder, whereas the copy has to end up somewhere else.
+
+![Step 3](vision/frames/step_0003_20260728_131149_at.webp)
+
+### Step 4 — Left-click at (463, 601)
+
+Move the cursor and Left-click `Copy`. Nothing visible happens and no file is created: the file is placed on the clipboard, and the copy only exists once it is pasted. This is the step whose effect cannot be seen in a frame, so the confirmation for it comes later, from `Paste Item` appearing in the destination's menu.
+
+![Step 4](vision/frames/step_0004_20260728_131152_at.webp)
+
+### Step 5 — Double-click at (543, 248)
+
+Move the cursor and Double-click the `dest` folder in the first row to open it. The window now shows `dest`'s contents, which are empty — moving into the destination first is what makes the paste land there, since Paste puts the clipboard into whichever folder is being viewed.
+
+![Step 5](vision/frames/step_0005_20260728_131156_at.webp)
+
+### Step 6 — Right-click at (700, 500)
+
+Move the cursor and Right-click an empty area inside the open `dest` folder. Right-clicking empty space rather than an item gives the folder's own context menu, which is where `Paste Item` lives; a menu opened on a file would offer that file's commands instead.
+
+![Step 6](vision/frames/step_0006_20260728_131201_at.webp)
+
+### Step 7 — Move-cursor at (746, 532)
+
+Move the cursor onto `Paste Item`. Its presence in the menu is the confirmation that the earlier `Copy` actually put something on the clipboard — on an empty clipboard the item would be absent or dimmed.
+
+![Step 7](vision/frames/step_0007_20260728_131206_at.webp)
+
+### Step 8 — Left-click at (746, 532)
+
+Move the cursor and Left-click `Paste Item` to write the copy into `dest`. Pasting copies rather than moves, so `report.pdf` now exists in both `dest` and `corpus-seed` — the original being left behind is what distinguishes this task from the move variant, and is the thing to check rather than only confirming the new file arrived.
+
+![Step 8](vision/frames/step_0008_20260728_131209_at.webp)
+
+## Notes & Edge Cases
+
+1. Copying a file puts a reference on the clipboard, not the bytes. Nothing is duplicated until the paste, so the clipboard holding the file is not itself the result — an interruption between the two halves leaves the task done by half with nothing on disk to show for it.
+2. The first right-click is on the file and the second on empty space inside the destination. They open different menus and each holds only half of what the task needs, so the same gesture in the wrong place produces a menu without the wanted entry.
+3. Opening the destination is what decides where the paste lands: the paste targets whatever the window is showing, not whatever is selected. If the descent silently failed, the copy lands beside the original and the task looks finished.
+4. Verify the original is still in place afterwards. Copy and move produce an identical-looking destination, and the only way to tell them apart is to look at where the file came from.
+5. A dimmed paste entry is a report that the clipboard is empty and the first half did not land. Read it rather than clicking past it.
+6. Move to the target and click as separate actions; a combined move-and-click sometimes reaches the position without the click registering.
+7. Both halves exist as key commands and are quicker than the menus. Prefer them when the right ones are known, and use menu navigation as the fallback.
+8. The file and folder names here are for demonstration. Verify the real names, paths and locations against the machine the task is running on rather than reusing what the trace shows.
diff --git a/data/sessions/finder-copy-to-folder/metadata.json b/data/sessions/finder-copy-to-folder/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..692873d95c2fa8f03386e75de33dee958b95c77a
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder/metadata.json
@@ -0,0 +1,142 @@
+{
+  "memory_name": "finder-copy-to-folder",
+  "memory_description": "",
+  "session_id": "44c0a906-c4d7-4d2c-a165-ed891e041c46",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T13:11:24.710456627Z",
+  "completed_at": "2026-07-28T13:12:40.672905705Z",
+  "total_steps": 8,
+  "annotated_steps": 8,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T13:11:40.384Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260728_131140_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_131140_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_131140_after.webp",
+      "raw_command": "Moved cursor to at X=433, Y=360",
+      "converted_command": "Move-cursor at (433, 360)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T13:11:44.798Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0002_20260728_131144_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260728_131144_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_131144_after.webp",
+      "raw_command": "Right-clicked at X=433, Y=360",
+      "converted_command": "Right-click at (433, 360)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T13:11:49.265Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260728_131149_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260728_131149_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_131149_after.webp",
+      "raw_command": "Moved cursor to at X=463, Y=601",
+      "converted_command": "Move-cursor at (463, 601)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T13:11:52.638Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260728_131152_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260728_131152_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_131152_after.webp",
+      "raw_command": "Left-clicked at X=463, Y=601",
+      "converted_command": "Left-click at (463, 601)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-28T13:11:56.367Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0005_20260728_131156_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260728_131156_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260728_131156_after.webp",
+      "raw_command": "Double-clicked at X=543, Y=248",
+      "converted_command": "Double-click at (543, 248)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-28T13:12:01.790Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0006_20260728_131201_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260728_131201_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260728_131201_after.webp",
+      "raw_command": "Right-clicked at X=700, Y=500",
+      "converted_command": "Right-click at (700, 500)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-28T13:12:06.221Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0007_20260728_131206_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260728_131206_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260728_131206_after.webp",
+      "raw_command": "Moved cursor to at X=746, Y=532",
+      "converted_command": "Move-cursor at (746, 532)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-28T13:12:09.668Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260728_131209_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260728_131209_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260728_131209_after.webp",
+      "raw_command": "Left-clicked at X=746, Y=532",
+      "converted_command": "Left-click at (746, 532)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-copy-to-folder/reasoning/reasoning.jsonl b/data/sessions/finder-copy-to-folder/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f8860a663c30d15507380a7334424b6d040a7678
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder/reasoning/reasoning.jsonl
@@ -0,0 +1,8 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T13:11:40.384Z", "timestamp_annotated": "2026-08-19T14:18:25.763867+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=433, Y=360", "converted_command": "Move-cursor at (433, 360)", "image_path": "vision/frames/step_0001_20260728_131140_at.webp", "reasoning": "The task is to place a copy of `report.pdf` inside the `dest` folder while leaving the original where it is. Move the cursor onto the `report.pdf` icon in the second row of the `corpus-seed` window. Moving to the target and acting as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T13:11:44.798Z", "timestamp_annotated": "2026-08-19T14:18:25.764341+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=433, Y=360", "converted_command": "Right-click at (433, 360)", "image_path": "vision/frames/step_0002_20260728_131144_at.webp", "reasoning": "Move the cursor and Right-click `report.pdf` to select it and open its context menu in one action.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T13:11:49.265Z", "timestamp_annotated": "2026-08-19T14:18:25.764776+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=463, Y=601", "converted_command": "Move-cursor at (463, 601)", "image_path": "vision/frames/step_0003_20260728_131149_at.webp", "reasoning": "Confirm the menu is acting on the intended file — it reads `Compress \"report.pdf\"`, and the file's label is highlighted — then move the cursor down onto `Copy`. `Copy` rather than `Duplicate` is what this task needs: `Duplicate` would make a second file in the same folder, whereas the copy has to end up somewhere else.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T13:11:52.638Z", "timestamp_annotated": "2026-08-19T14:18:25.765114+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=463, Y=601", "converted_command": "Left-click at (463, 601)", "image_path": "vision/frames/step_0004_20260728_131152_at.webp", "reasoning": "Move the cursor and Left-click `Copy`. Nothing visible happens and no file is created: the file is placed on the clipboard, and the copy only exists once it is pasted. This is the step whose effect cannot be seen in a frame, so the confirmation for it comes later, from `Paste Item` appearing in the destination's menu.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-28T13:11:56.367Z", "timestamp_annotated": "2026-08-19T14:18:25.765463+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=543, Y=248", "converted_command": "Double-click at (543, 248)", "image_path": "vision/frames/step_0005_20260728_131156_at.webp", "reasoning": "Move the cursor and Double-click the `dest` folder in the first row to open it. The window now shows `dest`'s contents, which are empty — moving into the destination first is what makes the paste land there, since Paste puts the clipboard into whichever folder is being viewed.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-28T13:12:01.790Z", "timestamp_annotated": "2026-08-19T14:18:25.765891+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=700, Y=500", "converted_command": "Right-click at (700, 500)", "image_path": "vision/frames/step_0006_20260728_131201_at.webp", "reasoning": "Move the cursor and Right-click an empty area inside the open `dest` folder. Right-clicking empty space rather than an item gives the folder's own context menu, which is where `Paste Item` lives; a menu opened on a file would offer that file's commands instead.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-28T13:12:06.221Z", "timestamp_annotated": "2026-08-19T14:18:25.766263+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=746, Y=532", "converted_command": "Move-cursor at (746, 532)", "image_path": "vision/frames/step_0007_20260728_131206_at.webp", "reasoning": "Move the cursor onto `Paste Item`. Its presence in the menu is the confirmation that the earlier `Copy` actually put something on the clipboard — on an empty clipboard the item would be absent or dimmed.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-28T13:12:09.668Z", "timestamp_annotated": "2026-08-19T14:18:25.766707+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=746, Y=532", "converted_command": "Left-click at (746, 532)", "image_path": "vision/frames/step_0008_20260728_131209_at.webp", "reasoning": "Move the cursor and Left-click `Paste Item` to write the copy into `dest`. Pasting copies rather than moves, so `report.pdf` now exists in both `dest` and `corpus-seed` — the original being left behind is what distinguishes this task from the move variant, and is the thing to check rather than only confirming the new file arrived.", "skipped": false}
diff --git a/data/sessions/finder-copy-to-folder/sync_log.json b/data/sessions/finder-copy-to-folder/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4f1fd7cc47503fc22f7530a4d1aefa069460efd
--- /dev/null
+++ b/data/sessions/finder-copy-to-folder/sync_log.json
@@ -0,0 +1,208 @@
+{
+  "session_id": "44c0a906-c4d7-4d2c-a165-ed891e041c46",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-copy-to-folder/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-copy-to-folder/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-copy-to-folder/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-copy-to-folder/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_131140_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-copy-to-folder/vision/frames/step_0001_20260728_131140_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_131140_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-copy-to-folder/vision/frames/step_0001_20260728_131140_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+size 552444
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new file mode 100644
index 0000000000000000000000000000000000000000..59ae1fbf67029687fe1ba06161a342e49d409791
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+++ b/data/sessions/finder-copy-to-folder/vision/frames/step_0007_20260728_131206_at.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:938164d9fb2c84ea365de0e89aa879c43a734b77473e926b48e07f79e21fcf44
+size 2132914
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 552444
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+size 2136588
diff --git a/data/sessions/finder-copy-to-folder/vision/frames/step_0008_20260728_131209_before.webp b/data/sessions/finder-copy-to-folder/vision/frames/step_0008_20260728_131209_before.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/data/sessions/finder-delete-file-2/commands/actuation_commands.json b/data/sessions/finder-delete-file-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..c74f54112c93d795fff5ea1230b9978eebb07fd6
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/commands/actuation_commands.json
@@ -0,0 +1,40 @@
+[
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 699,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: report",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:25:19.305Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 244,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Delete",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:25:22.833Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-delete-file-2/commands/cc_commands.json b/data/sessions/finder-delete-file-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..aa8c5e4a63096813b0d3f02a901e13862ca73ae0
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/commands/cc_commands.json
@@ -0,0 +1,12 @@
+[
+  {
+    "command": "type report",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Cmd+Delete}",
+    "os": "MACOS",
+    "step_id": 2
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-delete-file-2/commands/converted_input.md b/data/sessions/finder-delete-file-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..86fbbb1da9dc691625922e4d122425d6e9bd32be
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/commands/converted_input.md
@@ -0,0 +1,8 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 13:25:19 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T13:25:19.305Z | Type: report |
+|    2 | 2026-07-28T13:25:22.833Z | Press: Cmd+Delete |
diff --git a/data/sessions/finder-delete-file-2/commands/raw_input.md b/data/sessions/finder-delete-file-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..49eb88be03033a2fb990d789e7e1dd567c683661
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/commands/raw_input.md
@@ -0,0 +1,8 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 13:25:19 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T13:25:19.305Z | Typed: report |
+|    2 | 2026-07-28T13:25:22.833Z | Pressed: Cmd+Delete |
diff --git a/data/sessions/finder-delete-file-2/memory.md b/data/sessions/finder-delete-file-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..cd593f35193b6dc5adf05d7e3300a69d109fe109
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/memory.md
@@ -0,0 +1,58 @@
+# Memory: finder-delete-file-2
+
+## Overview
+
+Send a file to the trash using only the keyboard: select it by typing its name, then press
+the delete shortcut. Use this when a file has to be removed and a recoverable deletion is
+wanted — the file leaves the folder but remains restorable until the trash is emptied. The
+recorded trace types `report` to land on `report.pdf` in the open folder and presses
+`⌘⌫`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and can be identified at run time by name.
+- Write access to the folder holding it. Deletion changes the folder, not the file, so the
+  folder's permissions are what govern.
+- Certainty that the file is the right one and is genuinely no longer wanted. Neither route
+  asks for confirmation.
+- An understanding of which of the two end states is wanted. The file-manager route moves
+  the file to a recoverable holding area; the shell route unlinks it immediately with
+  nothing to restore from. The folder ends up in the same state either way, but only one
+  of them is reversible.
+- A backup, if the contents matter. Nothing in this task creates one.
+
+## Steps
+
+### Step 1 — Type: report
+
+The task is to send a file to the Trash using the keyboard only, which starts with selecting it. Type `report` to select `report.pdf` by name using Finder's type-select.
+
+![Step 1](vision/frames/step_0001_20260728_132519_at.webp)
+
+### Step 2 — Press: Cmd+Delete
+
+Press ⌘⌫ (Cmd+Delete) to move the selected file to the Trash. Delete on its own does nothing to a file in Finder — the Command modifier is what makes the keystroke a delete rather than a no-op, and the file goes to the Trash rather than being erased, so the action is recoverable.
+
+![Step 2](vision/frames/step_0002_20260728_132522_at.webp)
+
+## Notes & Edge Cases
+
+- **This route is recoverable and the shell equivalent is not.** The file moves to the
+  trash and can be put back; `rm` unlinks it immediately. The folder looks the same after
+  either, so the choice between them is about what happens next, not about the visible
+  result.
+- **There is no confirmation prompt.** The keystroke acts on whatever is selected, at once.
+  Read which file is highlighted before pressing it — this is the step where a wrong
+  type-select becomes destructive rather than merely wrong.
+- **Type-select matches a prefix, and the first match in sort order wins.** A folder
+  holding several names sharing that prefix selects one of them, not necessarily the
+  intended one, and typing more characters is what narrows it.
+- **The window must have focus and the file must be visible in it.** With no click anywhere
+  in the trace, there is nothing establishing which window the keystrokes reach.
+- **Emptying the trash is a separate task and is not part of this one.** The end state here
+  is "the file is out of the folder", which is deliberately the reversible half.
+- **Verify the file's contents, not just its presence, before deleting it.** A file of the
+  right name can hold nothing at all, and finding that out after deleting is finding it out
+  too late.
+
diff --git a/data/sessions/finder-delete-file-2/metadata.json b/data/sessions/finder-delete-file-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e811cd610ab064f0d9a0bb2c40cefd06104bf83a
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/metadata.json
@@ -0,0 +1,64 @@
+{
+  "memory_name": "finder-delete-file-2",
+  "memory_description": "",
+  "session_id": "6f919f28-bcbb-4b3d-8d88-301f85872463",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T13:25:03.302766512Z",
+  "completed_at": "2026-07-28T13:25:29.805675489Z",
+  "total_steps": 2,
+  "annotated_steps": 2,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T13:25:19.305Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0001_20260728_132519_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260728_132519_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_132519_after.webp",
+      "raw_command": "Typed: report",
+      "converted_command": "Type: report"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T13:25:22.833Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260728_132522_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_132522_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_132522_after.webp",
+      "raw_command": "Pressed: Cmd+Delete",
+      "converted_command": "Press: Cmd+Delete"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-delete-file-2/reasoning/reasoning.jsonl b/data/sessions/finder-delete-file-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..80ba583b68e6cb843131603cb263d456ad5b88b2
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/reasoning/reasoning.jsonl
@@ -0,0 +1,2 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T13:25:19.305Z", "timestamp_annotated": "2026-08-19T11:30:05.770616+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: report", "converted_command": "Type: report", "image_path": "vision/frames/step_0001_20260728_132519_at.webp", "reasoning": "The task is to send a file to the Trash using the keyboard only, which starts with selecting it. Type `report` to select `report.pdf` by name using Finder's type-select.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T13:25:22.833Z", "timestamp_annotated": "2026-08-19T11:30:05.771001+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Delete", "converted_command": "Press: Cmd+Delete", "image_path": "vision/frames/step_0002_20260728_132522_at.webp", "reasoning": "Press ⌘⌫ (Cmd+Delete) to move the selected file to the Trash. Delete on its own does nothing to a file in Finder — the Command modifier is what makes the keystroke a delete rather than a no-op, and the file goes to the Trash rather than being erased, so the action is recoverable.", "skipped": false}
diff --git a/data/sessions/finder-delete-file-2/sync_log.json b/data/sessions/finder-delete-file-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..c059e5503237c18425a55400c04d8ae22d8d7280
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/sync_log.json
@@ -0,0 +1,82 @@
+{
+  "session_id": "6f919f28-bcbb-4b3d-8d88-301f85872463",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file-2/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file-2/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file-2/commands/actuation_commands.json",
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file-2/vision/frames/step_0002_20260728_132522_before.webp",
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+    }
+  }
+}
\ No newline at end of file
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@@ -0,0 +1,3 @@
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+size 543932
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index 0000000000000000000000000000000000000000..42b1d2a687e13e4212bfe63fc259d4da9276884a
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/vision/frames/step_0002_20260728_132522_after.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:05fc015424418a6ee19cfeac3c2edb7a2031dacc7be4ccd0530a30a91469e6cf
+size 544004
diff --git a/data/sessions/finder-delete-file-2/vision/frames/step_0002_20260728_132522_at.webp b/data/sessions/finder-delete-file-2/vision/frames/step_0002_20260728_132522_at.webp
new file mode 100644
index 0000000000000000000000000000000000000000..7f973b17d47e88d0a815dc5d1c0226d226e3d39d
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/vision/frames/step_0002_20260728_132522_at.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6c0e5f24d8c68ae54bc0bde95c7a8bbbdae739520ced8600be7f46b28beb5336
+size 545338
diff --git a/data/sessions/finder-delete-file-2/vision/frames/step_0002_20260728_132522_before.webp b/data/sessions/finder-delete-file-2/vision/frames/step_0002_20260728_132522_before.webp
new file mode 100644
index 0000000000000000000000000000000000000000..7f973b17d47e88d0a815dc5d1c0226d226e3d39d
--- /dev/null
+++ b/data/sessions/finder-delete-file-2/vision/frames/step_0002_20260728_132522_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6c0e5f24d8c68ae54bc0bde95c7a8bbbdae739520ced8600be7f46b28beb5336
+size 545338
diff --git a/data/sessions/finder-delete-file-3/commands/actuation_commands.json b/data/sessions/finder-delete-file-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ab61fd25932731dbb5261f788b593cf9b165948d
--- /dev/null
+++ b/data/sessions/finder-delete-file-3/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 321,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:26:20.334Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 299,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: rm ~/corpus-seed/report.pdf",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:26:28.871Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 212,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:26:33.281Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 487,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:26:39.038Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-delete-file-3/commands/cc_commands.json b/data/sessions/finder-delete-file-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..fafefbba80ecd081bd3e43d70340b064d97766c8
--- /dev/null
+++ b/data/sessions/finder-delete-file-3/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type rm ~/corpus-seed/report.pdf",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-delete-file-3/commands/converted_input.md b/data/sessions/finder-delete-file-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..0ef5d1a0ff89321593734f1a68204b5840882839
--- /dev/null
+++ b/data/sessions/finder-delete-file-3/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 13:26:20 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T13:26:20.334Z | Left-click at (944, 1035) |
+|    2 | 2026-07-28T13:26:28.871Z | Type: rm ~/corpus-seed/report.pdf |
+|    3 | 2026-07-28T13:26:33.281Z | Press: return |
+|    4 | 2026-07-28T13:26:39.038Z | Press: Cmd+Q |
diff --git a/data/sessions/finder-delete-file-3/commands/raw_input.md b/data/sessions/finder-delete-file-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..90e6a5c00d1d957a37233ebfb69025cec222adf2
--- /dev/null
+++ b/data/sessions/finder-delete-file-3/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 13:26:20 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T13:26:20.334Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-28T13:26:28.871Z | Typed: rm ~/corpus-seed/report.pdf |
+|    3 | 2026-07-28T13:26:33.281Z | Pressed: return |
+|    4 | 2026-07-28T13:26:39.038Z | Pressed: Cmd+Q |
diff --git a/data/sessions/finder-delete-file-3/memory.md b/data/sessions/finder-delete-file-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..67146775abd0e3f8823a66e23d5690dd23f2d2cc
--- /dev/null
+++ b/data/sessions/finder-delete-file-3/memory.md
@@ -0,0 +1,69 @@
+# Memory: finder-delete-file-3
+
+## Overview
+
+Delete a file from a shell. Use this as the terminal route to the same folder end state as
+the file-manager task, with one important difference: `rm` removes the file immediately
+rather than moving it to a recoverable holding area. The recorded trace opens a terminal,
+runs `rm ~/corpus-seed/report.pdf`, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and can be identified at run time by name.
+- Write access to the folder holding it. Deletion changes the folder, not the file, so the
+  folder's permissions are what govern.
+- Certainty that the file is the right one and is genuinely no longer wanted. Neither route
+  asks for confirmation.
+- An understanding of which of the two end states is wanted. The file-manager route moves
+  the file to a recoverable holding area; the shell route unlinks it immediately with
+  nothing to restore from. The folder ends up in the same state either way, but only one
+  of them is reversible.
+- A backup, if the contents matter. Nothing in this task creates one.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to delete a file outright, which is a single `rm`, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260728_132620_at.webp)
+
+### Step 2 — Type: rm ~/corpus-seed/report.pdf
+
+Type `rm` with the file's full path to delete it. This differs from the Finder route in one respect worth knowing: `rm` removes the file outright rather than moving it to the Trash, so there is no recovery step afterwards. The end state matches the GUI take — the file is gone from `corpus-seed` — but the mechanism is not reversible.
+
+![Step 2](vision/frames/step_0002_20260728_132628_at.webp)
+
+### Step 3 — Press: return
+
+After typing the command Press Return to run the deletion.
+
+![Step 3](vision/frames/step_0003_20260728_132633_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 4](vision/frames/step_0004_20260728_132639_at.webp)
+
+## Notes & Edge Cases
+
+- **`rm` is not the trash.** It unlinks the file straight away, with no holding area and
+  nothing to restore from. The folder ends in the same state as the file-manager route, but
+  the two are not interchangeable — this one cannot be undone. Where reversibility matters,
+  move the file to a holding location instead.
+- **There is no confirmation.** `rm` acts silently on exactly what it is given, which makes
+  the accuracy of the path the entire safety mechanism.
+- **Read the path back before pressing Return.** A wrong character produces an error;
+  a wrong but valid path produces a successful deletion of the wrong file. Only one of
+  those announces itself.
+- **Never widen the command to make it work.** A recursive or forced flag added because a
+  plain `rm` refused is the point at which a small mistake becomes a large one. If `rm`
+  refuses, find out why.
+- **Glob patterns are expanded by the shell before `rm` sees them.** By the time the
+  command runs, the wildcard is already a list of real files, and `rm` cannot tell that
+  more of them matched than intended.
+- **`rm` succeeds quietly and reports nothing.** Confirm from the folder, not from the
+  prompt returning.
+
diff --git a/data/sessions/finder-delete-file-3/metadata.json b/data/sessions/finder-delete-file-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6bd3349301bcd0fbc368d68cb5d17bfd67ce9818
--- /dev/null
+++ b/data/sessions/finder-delete-file-3/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "finder-delete-file-3",
+  "memory_description": "",
+  "session_id": "0a44f852-ef55-428c-9252-4c14182fcf3c",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T13:26:04.784297625Z",
+  "completed_at": "2026-07-28T13:26:45.850829524Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T13:26:20.334Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260728_132620_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_132620_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_132620_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T13:26:28.871Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_132628_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_132628_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_132628_after.webp",
+      "raw_command": "Typed: rm ~/corpus-seed/report.pdf",
+      "converted_command": "Type: rm ~/corpus-seed/report.pdf"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T13:26:33.281Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_132633_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_132633_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_132633_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T13:26:39.038Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_132639_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_132639_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_132639_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-delete-file-3/reasoning/reasoning.jsonl b/data/sessions/finder-delete-file-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6025331155efade75c897b8317f84d7449c5ab58
--- /dev/null
+++ b/data/sessions/finder-delete-file-3/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T13:26:20.334Z", "timestamp_annotated": "2026-08-19T11:30:05.773654+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260728_132620_at.webp", "reasoning": "The task is to delete a file outright, which is a single `rm`, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T13:26:28.871Z", "timestamp_annotated": "2026-08-19T11:30:05.773957+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: rm ~/corpus-seed/report.pdf", "converted_command": "Type: rm ~/corpus-seed/report.pdf", "image_path": "vision/frames/step_0002_20260728_132628_at.webp", "reasoning": "Type `rm` with the file's full path to delete it. This differs from the Finder route in one respect worth knowing: `rm` removes the file outright rather than moving it to the Trash, so there is no recovery step afterwards. The end state matches the GUI take — the file is gone from `corpus-seed` — but the mechanism is not reversible.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T13:26:33.281Z", "timestamp_annotated": "2026-08-19T11:30:05.774308+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_132633_at.webp", "reasoning": "After typing the command Press Return to run the deletion.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T13:26:39.038Z", "timestamp_annotated": "2026-08-19T11:30:05.774674+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260728_132639_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
diff --git a/data/sessions/finder-delete-file-3/sync_log.json b/data/sessions/finder-delete-file-3/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..7bd8665b5cba01b9698fb1a17943edd5a573c791
--- /dev/null
+++ b/data/sessions/finder-delete-file-3/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "0a44f852-ef55-428c-9252-4c14182fcf3c",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file-3/commands/raw_input.md",
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+      "failed_permanent": false,
+      "last_error": null
+    },
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diff --git a/data/sessions/finder-delete-file/commands/actuation_commands.json b/data/sessions/finder-delete-file/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e6f7ad721d786264aa5b9c9ceed28e403d6d8b4
--- /dev/null
+++ b/data/sessions/finder-delete-file/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 295,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 433,
+    "mouse_y": 360,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=433, Y=360",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:22:07.036Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 278,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 433,
+    "mouse_y": 360,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=433, Y=360",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:22:10.531Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 322,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 490,
+    "mouse_y": 425,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=490, Y=425",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:22:15.698Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 374,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 490,
+    "mouse_y": 425,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=490, Y=425",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:22:18.788Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-delete-file/commands/cc_commands.json b/data/sessions/finder-delete-file/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..9dd4fd5631a2b75c62547a32326d910dd5741fd0
--- /dev/null
+++ b/data/sessions/finder-delete-file/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "433 360 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "433 360 right",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "490 425 move",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "490 425 left",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-delete-file/commands/converted_input.md b/data/sessions/finder-delete-file/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..006862bae24f8e62c07a160ea04b23804db8d6e8
--- /dev/null
+++ b/data/sessions/finder-delete-file/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 13:22:07 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T13:22:07.036Z | Move-cursor at (433, 360) |
+|    2 | 2026-07-28T13:22:10.531Z | Right-click at (433, 360) |
+|    3 | 2026-07-28T13:22:15.698Z | Move-cursor at (490, 425) |
+|    4 | 2026-07-28T13:22:18.788Z | Left-click at (490, 425) |
diff --git a/data/sessions/finder-delete-file/commands/raw_input.md b/data/sessions/finder-delete-file/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..0348f3957b72ac1105ace222aed112a978d6e278
--- /dev/null
+++ b/data/sessions/finder-delete-file/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 13:22:07 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T13:22:07.036Z | Moved cursor to at X=433, Y=360 |
+|    2 | 2026-07-28T13:22:10.531Z | Right-clicked at X=433, Y=360 |
+|    3 | 2026-07-28T13:22:15.698Z | Moved cursor to at X=490, Y=425 |
+|    4 | 2026-07-28T13:22:18.788Z | Left-clicked at X=490, Y=425 |
diff --git a/data/sessions/finder-delete-file/memory.md b/data/sessions/finder-delete-file/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..99b5791b45bc292f304dce2542ef6ac980519453
--- /dev/null
+++ b/data/sessions/finder-delete-file/memory.md
@@ -0,0 +1,60 @@
+# Memory: finder-delete-file
+
+## Overview
+
+Send a file to the trash through the file manager's context menu. Use this when a file has
+to be removed by pointing rather than by name, and a recoverable deletion is wanted — the
+file leaves the folder but stays restorable until the trash is emptied. The route
+right-clicks the file, which selects it and opens its menu in one action, and chooses Move
+to Trash. The recorded trace removes `report.pdf` from the working folder.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and can be identified at run time by name.
+- Write access to the folder holding it. Deletion changes the folder, not the file, so the
+  folder's permissions are what govern.
+- Certainty that the file is the right one and is genuinely no longer wanted. Neither route
+  asks for confirmation.
+- An understanding of which of the two end states is wanted. The file-manager route moves
+  the file to a recoverable holding area; the shell route unlinks it immediately with
+  nothing to restore from. The folder ends up in the same state either way, but only one
+  of them is reversible.
+- A backup, if the contents matter. Nothing in this task creates one.
+
+## Steps
+
+### Step 1 — Move-cursor at (433, 360)
+
+The task is to delete `report.pdf` from `corpus-seed`, so the file has to be selected before a delete command can act on it. Move the cursor onto the `report.pdf` icon in the second row of the window. Moving first and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 1](vision/frames/step_0001_20260728_132207_at.webp)
+
+### Step 2 — Right-click at (433, 360)
+
+Move the cursor and Right-click `report.pdf` to select it and open its context menu together. The menu is where `Move to Trash` lives, which is the deletion the task calls for.
+
+![Step 2](vision/frames/step_0002_20260728_132210_at.webp)
+
+### Step 3 — Move-cursor at (490, 425)
+
+Confirm the menu is acting on the intended file before moving onto a destructive item — it reads `Compress "report.pdf"`, which names the target explicitly, and `report.pdf`'s label is highlighted. Move the cursor onto `Move to Trash`. This check matters more here than in a copy or rename: a context menu opened on the wrong icon would delete the wrong file with no further prompt.
+
+![Step 3](vision/frames/step_0003_20260728_132215_at.webp)
+
+### Step 4 — Left-click at (490, 425)
+
+Move the cursor and Left-click `Move to Trash`. The file leaves `corpus-seed` immediately with no confirmation dialog. It is moved to the Trash rather than erased, so it is still recoverable until the Trash is emptied — this step does not permanently destroy the file, and nothing in this task empties the Trash.
+
+![Step 4](vision/frames/step_0004_20260728_132218_at.webp)
+
+## Notes & Edge Cases
+
+1. This route is recoverable and the shell equivalent is not. The file moves to the trash and can be put back, where the shell command unlinks it immediately. The folder looks the same after either, so the choice between them is about what happens next rather than about the visible result.
+2. Right-click the file itself. The delete command is on the file's own menu and not on the folder's, so what is under the pointer decides whether the wanted entry exists at all.
+3. There is no confirmation prompt. The command acts on whatever is selected, at once, which makes reading the highlight the entire safety step.
+4. The menu wording names the destination rather than the act — it says the file is being moved somewhere. That wording is the clue that the operation is reversible; an entry that says delete instead usually means it is not.
+5. Emptying the trash is a separate task and is not part of this one. The end state here is that the file is out of the folder, which is deliberately the reversible half.
+6. Verify the file's contents, not just its name, before deleting it. A file of the right name can hold nothing at all, and finding that out after deleting is finding it out too late.
+7. Move to the target and click as separate actions; a combined move-and-click sometimes reaches the position without the click registering.
+8. A key command exists for this and is quicker than the menu route. Prefer it when the right one is known, and use menu navigation as the fallback.
diff --git a/data/sessions/finder-delete-file/metadata.json b/data/sessions/finder-delete-file/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a712ce1e34547c1ebe870db18bb5be5658b8f28
--- /dev/null
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@@ -0,0 +1,90 @@
+{
+  "memory_name": "finder-delete-file",
+  "memory_description": "",
+  "session_id": "d1d546fc-e2eb-4cc0-a9d4-8610d02ef3de",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T13:21:50.901036161Z",
+  "completed_at": "2026-07-28T13:22:48.150254543Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T13:22:07.036Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260728_132207_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_132207_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_132207_after.webp",
+      "raw_command": "Moved cursor to at X=433, Y=360",
+      "converted_command": "Move-cursor at (433, 360)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T13:22:10.531Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0002_20260728_132210_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260728_132210_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_132210_after.webp",
+      "raw_command": "Right-clicked at X=433, Y=360",
+      "converted_command": "Right-click at (433, 360)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T13:22:15.698Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260728_132215_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260728_132215_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_132215_after.webp",
+      "raw_command": "Moved cursor to at X=490, Y=425",
+      "converted_command": "Move-cursor at (490, 425)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T13:22:18.788Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260728_132218_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260728_132218_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_132218_after.webp",
+      "raw_command": "Left-clicked at X=490, Y=425",
+      "converted_command": "Left-click at (490, 425)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-delete-file/reasoning/reasoning.jsonl b/data/sessions/finder-delete-file/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2e1207fdfb196547d0a9bb5c428128d44269e570
--- /dev/null
+++ b/data/sessions/finder-delete-file/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T13:22:07.036Z", "timestamp_annotated": "2026-08-19T14:18:25.749393+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=433, Y=360", "converted_command": "Move-cursor at (433, 360)", "image_path": "vision/frames/step_0001_20260728_132207_at.webp", "reasoning": "The task is to delete `report.pdf` from `corpus-seed`, so the file has to be selected before a delete command can act on it. Move the cursor onto the `report.pdf` icon in the second row of the window. Moving first and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T13:22:10.531Z", "timestamp_annotated": "2026-08-19T14:18:25.749722+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=433, Y=360", "converted_command": "Right-click at (433, 360)", "image_path": "vision/frames/step_0002_20260728_132210_at.webp", "reasoning": "Move the cursor and Right-click `report.pdf` to select it and open its context menu together. The menu is where `Move to Trash` lives, which is the deletion the task calls for.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T13:22:15.698Z", "timestamp_annotated": "2026-08-19T14:18:25.750100+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=490, Y=425", "converted_command": "Move-cursor at (490, 425)", "image_path": "vision/frames/step_0003_20260728_132215_at.webp", "reasoning": "Confirm the menu is acting on the intended file before moving onto a destructive item — it reads `Compress \"report.pdf\"`, which names the target explicitly, and `report.pdf`'s label is highlighted. Move the cursor onto `Move to Trash`. This check matters more here than in a copy or rename: a context menu opened on the wrong icon would delete the wrong file with no further prompt.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T13:22:18.788Z", "timestamp_annotated": "2026-08-19T14:18:25.750498+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=490, Y=425", "converted_command": "Left-click at (490, 425)", "image_path": "vision/frames/step_0004_20260728_132218_at.webp", "reasoning": "Move the cursor and Left-click `Move to Trash`. The file leaves `corpus-seed` immediately with no confirmation dialog. It is moved to the Trash rather than erased, so it is still recoverable until the Trash is emptied — this step does not permanently destroy the file, and nothing in this task empties the Trash.", "skipped": false}
diff --git a/data/sessions/finder-delete-file/sync_log.json b/data/sessions/finder-delete-file/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..c88b82554ac121c5821f0e57ea23bd79ba2649a2
--- /dev/null
+++ b/data/sessions/finder-delete-file/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "d1d546fc-e2eb-4cc0-a9d4-8610d02ef3de",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file/vision/frames/step_0001_20260728_132207_at.webp",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-delete-file/vision/frames/step_0004_20260728_132218_before.webp",
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+  }
+}
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diff --git a/data/sessions/finder-duplicate-file-2/commands/actuation_commands.json b/data/sessions/finder-duplicate-file-2/commands/actuation_commands.json
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+++ b/data/sessions/finder-duplicate-file-2/commands/actuation_commands.json
@@ -0,0 +1,40 @@
+[
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 198,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: report",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:30:11.395Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 507,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+D",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:30:16.263Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-duplicate-file-2/commands/cc_commands.json b/data/sessions/finder-duplicate-file-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..8f95769e53bdbe806d3fdcea0615fde1d86ab57b
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-2/commands/cc_commands.json
@@ -0,0 +1,12 @@
+[
+  {
+    "command": "type report",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Cmd+D}",
+    "os": "MACOS",
+    "step_id": 2
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-duplicate-file-2/commands/converted_input.md b/data/sessions/finder-duplicate-file-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..bd59d281a203d9b8c3814e90fa82f2dbdc8fa90c
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-2/commands/converted_input.md
@@ -0,0 +1,8 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 12:30:11 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T12:30:11.395Z | Type: report |
+|    2 | 2026-07-28T12:30:16.263Z | Press: Cmd+D |
diff --git a/data/sessions/finder-duplicate-file-2/commands/raw_input.md b/data/sessions/finder-duplicate-file-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..45f27164a2f5a5350c93f5674c8aad650e472ba8
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-2/commands/raw_input.md
@@ -0,0 +1,8 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 12:30:11 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T12:30:11.395Z | Typed: report |
+|    2 | 2026-07-28T12:30:16.263Z | Pressed: Cmd+D |
diff --git a/data/sessions/finder-duplicate-file-2/memory.md b/data/sessions/finder-duplicate-file-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..22f66ed4f63962d55bc75563d2209a4fdd0782fc
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-2/memory.md
@@ -0,0 +1,63 @@
+# Memory: finder-duplicate-file-2
+
+## Overview
+
+Duplicate a file in place using only the keyboard: select it by typing its name, then
+invoke the file manager's duplicate command. Use this when a second copy of a file is
+wanted in the same folder and no pointing device is available or wanted. There is no mouse
+step at all — the selection is made by type-select rather than by clicking. The recorded
+trace types `report` to land on `report.pdf` in the open folder and presses `⌘D`, leaving
+`report copy.pdf` beside it.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell — either route reaches the same
+  end state.
+- A file that already exists and can be identified at run time, together with the folder
+  holding it. The file is found by name, so the name has to be known; its path does not.
+- Write access to that folder. The copy is created beside the original, so the folder
+  itself must be writable even though the original is only read.
+- Enough free space for a second copy of the file.
+- A decision about the copy's name. The file manager names it automatically, following its
+  own convention; a shell names it explicitly. The two produce the same file only if the
+  shell is told to use the same name.
+- No file already occupying the copy's name. The shell route overwrites it silently; the
+  file manager route sidesteps it by choosing a different name, which is a different end
+  state from the one intended.
+
+## Steps
+
+### Step 1 — Type: report
+
+The task is to make a duplicate copy of a file in Finder using the keyboard only, so the file has to be selected without pointing at it. Type `report` into the open Finder window: Finder jumps the selection to the first item whose name starts with the typed characters, so typing the beginning of a name is how a file gets selected without a pointer — which is what makes this the keyboard route to the same result the mouse take reaches by clicking.
+
+![Step 1](vision/frames/step_0001_20260728_123011_at.webp)
+
+### Step 2 — Press: Cmd+D
+
+Press ⌘D to duplicate the selected file. Finder creates a copy in the same folder and names it by appending `copy` to the original name, so the whole operation is a single keystroke once the right file is selected — no menu and no dialog.
+
+![Step 2](vision/frames/step_0002_20260728_123016_at.webp)
+
+## Notes & Edge Cases
+
+- When naming a file never use spaces between the words, always use an underscore or any other necessary special character. This avoids the trouble of not being able to find a specific file or folder just because there is a space between the words when working via terminal.
+- **Type-select matches a prefix and picks the first match in sort order — which changes
+  as soon as the copy exists.** Typing `report` selects `report.pdf` only while it is the
+  only match. Once `report copy.pdf` is present the same keystrokes land on the copy
+  instead, because a space sorts before a dot. The task works because it starts with the
+  copy absent; running it twice does something different the second time.
+- **The window has to have focus and the file has to be visible in it.** Type-select acts
+  on the front file-manager window's current contents. Typed into anything else, the same
+  characters go somewhere unintended — which, with no click anywhere in the trace, is easy
+  to miss.
+- **Confirm the selection before acting on it.** Read which file is highlighted rather
+  than assuming the prefix resolved as expected. The duplicate command gives no
+  confirmation and no undo prompt.
+- **The copy's name is the file manager's choice, not the task's.** It appends its own
+  word to the base name and keeps the extension. A shell doing the same job has to be told
+  that name explicitly to match.
+- **Selection moves to the new copy.** After the duplicate, the highlighted file is the
+  copy, not the original — which is a useful confirmation signal, and a trap for any
+  keystroke issued straight afterwards.
+
diff --git a/data/sessions/finder-duplicate-file-2/metadata.json b/data/sessions/finder-duplicate-file-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..bcc87afc57ae2fd76508af73b1f73cce00e62b37
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-2/metadata.json
@@ -0,0 +1,64 @@
+{
+  "memory_name": "finder-duplicate-file-2",
+  "memory_description": "",
+  "session_id": "d15a0707-6d74-4086-8137-2db40a23fe47",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T12:29:34.172663254Z",
+  "completed_at": "2026-07-28T12:31:01.274474597Z",
+  "total_steps": 2,
+  "annotated_steps": 2,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T12:30:11.395Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0001_20260728_123011_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260728_123011_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_123011_after.webp",
+      "raw_command": "Typed: report",
+      "converted_command": "Type: report"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T12:30:16.263Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260728_123016_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_123016_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_123016_after.webp",
+      "raw_command": "Pressed: Cmd+D",
+      "converted_command": "Press: Cmd+D"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-duplicate-file-2/reasoning/reasoning.jsonl b/data/sessions/finder-duplicate-file-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ef3f4b58704822fcd44566102b0eb9d9c2cd65d7
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-2/reasoning/reasoning.jsonl
@@ -0,0 +1,2 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T12:30:11.395Z", "timestamp_annotated": "2026-08-19T11:30:05.727307+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: report", "converted_command": "Type: report", "image_path": "vision/frames/step_0001_20260728_123011_at.webp", "reasoning": "The task is to make a duplicate copy of a file in Finder using the keyboard only, so the file has to be selected without pointing at it. Type `report` into the open Finder window: Finder jumps the selection to the first item whose name starts with the typed characters, so typing the beginning of a name is how a file gets selected without a pointer — which is what makes this the keyboard route to the same result the mouse take reaches by clicking.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T12:30:16.263Z", "timestamp_annotated": "2026-08-19T11:30:05.727740+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+D", "converted_command": "Press: Cmd+D", "image_path": "vision/frames/step_0002_20260728_123016_at.webp", "reasoning": "Press ⌘D to duplicate the selected file. Finder creates a copy in the same folder and names it by appending `copy` to the original name, so the whole operation is a single keystroke once the right file is selected — no menu and no dialog.", "skipped": false}
diff --git a/data/sessions/finder-duplicate-file-2/sync_log.json b/data/sessions/finder-duplicate-file-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..11f954a4edc49603e317ffdc4a70030a7ae8e6f5
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-2/sync_log.json
@@ -0,0 +1,82 @@
+{
+  "session_id": "d15a0707-6d74-4086-8137-2db40a23fe47",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_123011_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/vision/frames/step_0001_20260728_123011_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_123011_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/vision/frames/step_0001_20260728_123011_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_123011_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/vision/frames/step_0001_20260728_123011_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
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+    "metadata.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/metadata.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/vision/frames/step_0002_20260728_123016_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260728_123016_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/vision/frames/step_0002_20260728_123016_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260728_123016_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-2/vision/frames/step_0002_20260728_123016_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
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@@ -0,0 +1,3 @@
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diff --git a/data/sessions/finder-duplicate-file-3/commands/actuation_commands.json b/data/sessions/finder-duplicate-file-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..e49f482309601089013eabf894cee86dc0cf0e85
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-3/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 321,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:33:15.991Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 545,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: cp ~/corpus-seed/report.pdf ~/corpus-seed/report\\ copy.pdf",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:33:25.675Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 402,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:33:30.631Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 520,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:33:37.624Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-duplicate-file-3/commands/cc_commands.json b/data/sessions/finder-duplicate-file-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1da8afe93ab33f766afbd2393b5f61947755b0f
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-3/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type cp ~/corpus-seed/report.pdf ~/corpus-seed/report\\ copy.pdf",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-duplicate-file-3/commands/converted_input.md b/data/sessions/finder-duplicate-file-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..dbf039b9c29b5ae2d4cf3670588bf639b10961df
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-3/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 12:33:15 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T12:33:15.991Z | Left-click at (944, 1035) |
+|    2 | 2026-07-28T12:33:25.675Z | Type: cp ~/corpus-seed/report.pdf ~/corpus-seed/report\ copy.pdf |
+|    3 | 2026-07-28T12:33:30.631Z | Press: return |
+|    4 | 2026-07-28T12:33:37.624Z | Press: Cmd+Q |
diff --git a/data/sessions/finder-duplicate-file-3/commands/raw_input.md b/data/sessions/finder-duplicate-file-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..bda8eee9d7323096c4135c482e6d8169b690cb0b
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-3/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 12:33:15 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T12:33:15.991Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-28T12:33:25.675Z | Typed: cp ~/corpus-seed/report.pdf ~/corpus-seed/report\ copy.pdf |
+|    3 | 2026-07-28T12:33:30.631Z | Pressed: return |
+|    4 | 2026-07-28T12:33:37.624Z | Pressed: Cmd+Q |
diff --git a/data/sessions/finder-duplicate-file-3/memory.md b/data/sessions/finder-duplicate-file-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..4cbcc1030bdb0f57391b0ebe3c77034d3c7f6358
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-3/memory.md
@@ -0,0 +1,74 @@
+# Memory: finder-duplicate-file-3
+
+## Overview
+
+Duplicate a file in place from a shell, giving the copy the same name the file manager
+would have chosen. Use this as the terminal route to the same end state as the file-manager
+task: one `cp` produces the second file, with the destination name written out rather than
+generated. The recorded trace opens a terminal, runs `cp ~/corpus-seed/report.pdf
+~/corpus-seed/report\ copy.pdf`, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell — either route reaches the same
+  end state.
+- A file that already exists and can be identified at run time, together with the folder
+  holding it. The file is found by name, so the name has to be known; its path does not.
+- Write access to that folder. The copy is created beside the original, so the folder
+  itself must be writable even though the original is only read.
+- Enough free space for a second copy of the file.
+- A decision about the copy's name. The file manager names it automatically, following its
+  own convention; a shell names it explicitly. The two produce the same file only if the
+  shell is told to use the same name.
+- No file already occupying the copy's name. The shell route overwrites it silently; the
+  file manager route sidesteps it by choosing a different name, which is a different end
+  state from the one intended.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to make a second copy of a file beside the original under a new name, which is a single copy command, so the first move is to open a shell. Move the cursor Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260728_123315_at.webp)
+
+### Step 2 — Type: cp ~/corpus-seed/report.pdf ~/corpus-seed/report\ copy.pdf
+
+Type a `cp` command that copies the file to a new name in the same directory. The destination name is `report copy.pdf` — with a space — because that is exactly what Finder's Duplicate produces, and the twin has to leave the directory in the same state as the GUI take. The space is escaped with a backslash so the shell reads `report copy.pdf` as one filename rather than as two separate arguments.
+
+![Step 2](vision/frames/step_0002_20260728_123325_at.webp)
+
+### Step 3 — Press: return
+
+After typing the command Press Return to run the copy.
+
+![Step 3](vision/frames/step_0003_20260728_123330_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 4](vision/frames/step_0004_20260728_123337_at.webp)
+
+## Notes & Edge Cases
+
+- **The space in the destination name has to be escaped, and that is a real cost.** A file
+  manager creates names containing spaces without asking; a shell then needs `\ ` or
+  quotes for every reference to that file afterwards, for as long as it exists. Prefer a
+  name without spaces whenever the name is actually a free choice — here it is not,
+  because it has to match what the file manager produces.
+- **Escaping and quoting are alternatives, and the choice can be forced from outside.**
+  `report\ copy.pdf` and `"report copy.pdf"` are equivalent to the shell. The escaped form
+  is used here because the command channel could not carry the quoted one intact — a
+  constraint worth checking before assuming either form is available.
+- **`cp` overwrites the destination without asking.** If a file of that name is already
+  there, it is replaced and nothing reports it. Check first, or use a flag that refuses.
+- **`cp` copies contents, not everything.** Ownership, timestamps and extended attributes
+  are not preserved by default, so the copy is identical in content and not necessarily in
+  metadata.
+- **Both paths are written in full rather than relying on the current directory.** That
+  makes the command independent of where the shell happens to be, which matters when it is
+  typed into a freshly opened window.
+- **`~` is expanded by the shell.** Quoting the whole path or passing it to something that
+  is not a shell leaves a literal `~` directory instead.
+
diff --git a/data/sessions/finder-duplicate-file-3/metadata.json b/data/sessions/finder-duplicate-file-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c26095bbb8a0358a4eb147baa0e3fbea37a43dcc
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-3/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "finder-duplicate-file-3",
+  "memory_description": "",
+  "session_id": "1d206e52-6956-4384-8b6e-7efa6a4278ff",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T12:32:38.179044741Z",
+  "completed_at": "2026-07-28T12:34:03.000152053Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T12:33:15.991Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260728_123315_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_123315_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_123315_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T12:33:25.675Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_123325_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_123325_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_123325_after.webp",
+      "raw_command": "Typed: cp ~/corpus-seed/report.pdf ~/corpus-seed/report\\ copy.pdf",
+      "converted_command": "Type: cp ~/corpus-seed/report.pdf ~/corpus-seed/report\\ copy.pdf"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T12:33:30.631Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_123330_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_123330_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_123330_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T12:33:37.624Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_123337_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_123337_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_123337_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-duplicate-file-3/reasoning/reasoning.jsonl b/data/sessions/finder-duplicate-file-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ce8fdfae8ead82f78981b86c75b18f37dab0c057
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-3/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T12:33:15.991Z", "timestamp_annotated": "2026-08-19T11:30:05.732599+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260728_123315_at.webp", "reasoning": "The task is to make a second copy of a file beside the original under a new name, which is a single copy command, so the first move is to open a shell. Move the cursor Left-click the Terminal icon in the Dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T12:33:25.675Z", "timestamp_annotated": "2026-08-19T11:30:05.732994+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: cp ~/corpus-seed/report.pdf ~/corpus-seed/report\\ copy.pdf", "converted_command": "Type: cp ~/corpus-seed/report.pdf ~/corpus-seed/report\\ copy.pdf", "image_path": "vision/frames/step_0002_20260728_123325_at.webp", "reasoning": "Type a `cp` command that copies the file to a new name in the same directory. The destination name is `report copy.pdf` — with a space — because that is exactly what Finder's Duplicate produces, and the twin has to leave the directory in the same state as the GUI take. The space is escaped with a backslash so the shell reads `report copy.pdf` as one filename rather than as two separate arguments.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T12:33:30.631Z", "timestamp_annotated": "2026-08-19T11:30:05.733452+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_123330_at.webp", "reasoning": "After typing the command Press Return to run the copy.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T12:33:37.624Z", "timestamp_annotated": "2026-08-19T11:30:05.733924+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260728_123337_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
diff --git a/data/sessions/finder-duplicate-file-3/sync_log.json b/data/sessions/finder-duplicate-file-3/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ecba98ef8b3ddc7bc4862e17df48259f92ba9e9
--- /dev/null
+++ b/data/sessions/finder-duplicate-file-3/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "1d206e52-6956-4384-8b6e-7efa6a4278ff",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-3/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-3/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-3/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-3/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_123315_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-3/vision/frames/step_0001_20260728_123315_at.webp",
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+      "failed_permanent": false,
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+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-3/metadata.json",
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+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-3/vision/frames/step_0003_20260728_123330_before.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-3/vision/frames/step_0004_20260728_123337_before.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0004_20260728_123337_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file-3/vision/frames/step_0004_20260728_123337_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
diff --git a/data/sessions/finder-duplicate-file-3/vision/frames/closing_state.webp b/data/sessions/finder-duplicate-file-3/vision/frames/closing_state.webp
new file mode 100644
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+version https://git-lfs.github.com/spec/v1
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diff --git a/data/sessions/finder-duplicate-file/commands/actuation_commands.json b/data/sessions/finder-duplicate-file/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..e02f83bcf911069fb3d4fcd0d4716cd24c911aaf
--- /dev/null
+++ b/data/sessions/finder-duplicate-file/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 210,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 433,
+    "mouse_y": 360,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=433, Y=360",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:12:42.757Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 256,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 433,
+    "mouse_y": 360,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=433, Y=360",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:12:46.230Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 218,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 477,
+    "mouse_y": 524,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=477, Y=524",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:13:28.799Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 299,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 477,
+    "mouse_y": 524,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=477, Y=524",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:13:32.283Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-duplicate-file/commands/cc_commands.json b/data/sessions/finder-duplicate-file/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..8aabd0d2fc045c1bc44e06b1d4346bde1f27e7ee
--- /dev/null
+++ b/data/sessions/finder-duplicate-file/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "433 360 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "433 360 right",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "477 524 move",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "477 524 left",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-duplicate-file/commands/converted_input.md b/data/sessions/finder-duplicate-file/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..10a5dca78d4b2173acc4ef620801157d45e5cda9
--- /dev/null
+++ b/data/sessions/finder-duplicate-file/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 12:12:42 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T12:12:42.757Z | Move-cursor at (433, 360) |
+|    2 | 2026-07-28T12:12:46.230Z | Right-click at (433, 360) |
+|    3 | 2026-07-28T12:13:28.799Z | Move-cursor at (477, 524) |
+|    4 | 2026-07-28T12:13:32.283Z | Left-click at (477, 524) |
diff --git a/data/sessions/finder-duplicate-file/commands/raw_input.md b/data/sessions/finder-duplicate-file/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..8aecc17d1255c2d19acc49294c3d10383734c61f
--- /dev/null
+++ b/data/sessions/finder-duplicate-file/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 12:12:42 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T12:12:42.757Z | Moved cursor to at X=433, Y=360 |
+|    2 | 2026-07-28T12:12:46.230Z | Right-clicked at X=433, Y=360 |
+|    3 | 2026-07-28T12:13:28.799Z | Moved cursor to at X=477, Y=524 |
+|    4 | 2026-07-28T12:13:32.283Z | Left-clicked at X=477, Y=524 |
diff --git a/data/sessions/finder-duplicate-file/memory.md b/data/sessions/finder-duplicate-file/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..5386e98e5e2821a669a6fbd5278e98cb4c589e26
--- /dev/null
+++ b/data/sessions/finder-duplicate-file/memory.md
@@ -0,0 +1,62 @@
+# Memory: finder-duplicate-file
+
+## Overview
+
+Duplicate a file in place through the file manager's context menu. Use this when a second
+copy of a file is wanted in the same folder and the file is being worked with by pointing
+rather than by name. The route right-clicks the file — which selects it and opens its menu
+in one action — and chooses Duplicate. The recorded trace leaves `report copy.pdf` beside
+`report.pdf`, byte-identical in size to the original.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell — either route reaches the same
+  end state.
+- A file that already exists and can be identified at run time, together with the folder
+  holding it. The file is found by name, so the name has to be known; its path does not.
+- Write access to that folder. The copy is created beside the original, so the folder
+  itself must be writable even though the original is only read.
+- Enough free space for a second copy of the file.
+- A decision about the copy's name. The file manager names it automatically, following its
+  own convention; a shell names it explicitly. The two produce the same file only if the
+  shell is told to use the same name.
+- No file already occupying the copy's name. The shell route overwrites it silently; the
+  file manager route sidesteps it by choosing a different name, which is a different end
+  state from the one intended.
+
+## Steps
+
+### Step 1 — Move-cursor at (433, 360)
+
+The task is to make a second copy of `report.pdf` in the folder it already sits in, so the file has to be selected before any command can act on it. Move the cursor onto the `report.pdf` icon in the second row of the `corpus-seed` window. Moving to the target and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 1](vision/frames/step_0001_20260728_121242_at.webp)
+
+### Step 2 — Right-click at (433, 360)
+
+Move the cursor and Right-click `report.pdf` to select it and open its context menu in one action. The menu holds `Duplicate`, which is the file-manager operation that makes a copy in place; reaching for it through the context menu means the file is named by pointing at it rather than by typing a path.
+
+![Step 2](vision/frames/step_0002_20260728_121246_at.webp)
+
+### Step 3 — Move-cursor at (477, 524)
+
+Before committing to a menu item, check that the menu is acting on the intended file: it reads `Compress "report.pdf"`, which names the target explicitly, and `report.pdf`'s label is highlighted. A context menu opened on empty space or on a neighbouring icon offers a different set of items entirely. Move the cursor down onto `Duplicate`.
+
+![Step 3](vision/frames/step_0003_20260728_121328_at.webp)
+
+### Step 4 — Left-click at (477, 524)
+
+Move the cursor and Left-click `Duplicate`. Finder copies the file into the same folder and names the copy by inserting ` copy` before the extension, producing `report copy.pdf` — the name is chosen by Finder, not typed, so no dialog appears and nothing needs confirming. The new file is created selected, which is the signal that the duplication ran.
+
+![Step 4](vision/frames/step_0004_20260728_121332_at.webp)
+
+## Notes & Edge Cases
+
+1. Right-click the file itself rather than empty space. The menu that opens depends on what is under the pointer, and the duplicate command exists only on a file's own menu — empty space gives the folder's menu, which does not contain it.
+2. Move to the target and click as separate actions. A combined move-and-click sometimes reaches the position without the click registering, and on a context menu that failure looks identical to the menu simply not opening.
+3. The copy's name is the file manager's choice, not the task's. It appends its own word to the stem and keeps the extension, so a shell asked to do the same job has to be told that exact name — it will not invent the same one.
+4. The selection moves to the new copy. That is a useful confirmation, and a trap for any keystroke issued immediately afterwards, which will act on the copy rather than on the original.
+5. There is no confirmation, no progress and no undo prompt. Read which file is highlighted before invoking the command, because nothing will ask afterwards.
+6. Running the task a second time does not repeat it. With a copy already present the command duplicates whatever is selected and produces a third name, so re-running is not the same as being idempotent.
+7. A key command exists for this as well as the menu route. Prefer the key command when the right one is known, and fall back to menu navigation when it does not respond.
+8. The file and folder names here are for demonstration. The real names, paths and locations vary by system, so verify them against the machine the task is running on rather than reusing what the trace shows.
diff --git a/data/sessions/finder-duplicate-file/metadata.json b/data/sessions/finder-duplicate-file/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..af81d260545ce31939ed94e42b321375500ab949
--- /dev/null
+++ b/data/sessions/finder-duplicate-file/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "finder-duplicate-file",
+  "memory_description": "",
+  "session_id": "2ab62bb5-9736-45c9-8da1-3062013df20e",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T12:11:42.022544614Z",
+  "completed_at": "2026-07-28T12:14:40.866899057Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T12:12:42.757Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260728_121242_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_121242_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_121242_after.webp",
+      "raw_command": "Moved cursor to at X=433, Y=360",
+      "converted_command": "Move-cursor at (433, 360)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T12:12:46.230Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0002_20260728_121246_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260728_121246_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_121246_after.webp",
+      "raw_command": "Right-clicked at X=433, Y=360",
+      "converted_command": "Right-click at (433, 360)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T12:13:28.799Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260728_121328_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260728_121328_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_121328_after.webp",
+      "raw_command": "Moved cursor to at X=477, Y=524",
+      "converted_command": "Move-cursor at (477, 524)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T12:13:32.283Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260728_121332_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260728_121332_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_121332_after.webp",
+      "raw_command": "Left-clicked at X=477, Y=524",
+      "converted_command": "Left-click at (477, 524)"
+    }
+  ],
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+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
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+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
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+}
diff --git a/data/sessions/finder-duplicate-file/reasoning/reasoning.jsonl b/data/sessions/finder-duplicate-file/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3a21caebf29c15ddf9fdf177e3baad4e55442298
--- /dev/null
+++ b/data/sessions/finder-duplicate-file/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T12:12:42.757Z", "timestamp_annotated": "2026-08-19T14:18:25.741047+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=433, Y=360", "converted_command": "Move-cursor at (433, 360)", "image_path": "vision/frames/step_0001_20260728_121242_at.webp", "reasoning": "The task is to make a second copy of `report.pdf` in the folder it already sits in, so the file has to be selected before any command can act on it. Move the cursor onto the `report.pdf` icon in the second row of the `corpus-seed` window. Moving to the target and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T12:12:46.230Z", "timestamp_annotated": "2026-08-19T14:18:25.741331+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=433, Y=360", "converted_command": "Right-click at (433, 360)", "image_path": "vision/frames/step_0002_20260728_121246_at.webp", "reasoning": "Move the cursor and Right-click `report.pdf` to select it and open its context menu in one action. The menu holds `Duplicate`, which is the file-manager operation that makes a copy in place; reaching for it through the context menu means the file is named by pointing at it rather than by typing a path.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T12:13:28.799Z", "timestamp_annotated": "2026-08-19T14:18:25.741692+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=477, Y=524", "converted_command": "Move-cursor at (477, 524)", "image_path": "vision/frames/step_0003_20260728_121328_at.webp", "reasoning": "Before committing to a menu item, check that the menu is acting on the intended file: it reads `Compress \"report.pdf\"`, which names the target explicitly, and `report.pdf`'s label is highlighted. A context menu opened on empty space or on a neighbouring icon offers a different set of items entirely. Move the cursor down onto `Duplicate`.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T12:13:32.283Z", "timestamp_annotated": "2026-08-19T14:18:25.742053+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=477, Y=524", "converted_command": "Left-click at (477, 524)", "image_path": "vision/frames/step_0004_20260728_121332_at.webp", "reasoning": "Move the cursor and Left-click `Duplicate`. Finder copies the file into the same folder and names the copy by inserting ` copy` before the extension, producing `report copy.pdf` — the name is chosen by Finder, not typed, so no dialog appears and nothing needs confirming. The new file is created selected, which is the signal that the duplication ran.", "skipped": false}
diff --git a/data/sessions/finder-duplicate-file/sync_log.json b/data/sessions/finder-duplicate-file/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..00418afb7f8333163751ec038b08f873e518ff39
--- /dev/null
+++ b/data/sessions/finder-duplicate-file/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "2ab62bb5-9736-45c9-8da1-3062013df20e",
+  "files": {
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
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+      "synced": true,
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+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-duplicate-file/vision/frames/step_0001_20260728_121242_at.webp",
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diff --git a/data/sessions/finder-extract-zip-2/commands/actuation_commands.json b/data/sessions/finder-extract-zip-2/commands/actuation_commands.json
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+++ b/data/sessions/finder-extract-zip-2/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 281,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:39:58.216Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
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+    "mouse_x": 0,
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+    "os_type": "MACOS",
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+    "raw_command": "Typed: unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:40:07.114Z"
+  },
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+    "raw_command": "Pressed: return",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:40:11.934Z"
+  },
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+    "success": true,
+    "timestamp": "2026-07-28T16:40:19.055Z"
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+]
\ No newline at end of file
diff --git a/data/sessions/finder-extract-zip-2/commands/cc_commands.json b/data/sessions/finder-extract-zip-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..a7ca12b49242778bad3421ec7864040a69df09fd
--- /dev/null
+++ b/data/sessions/finder-extract-zip-2/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-extract-zip-2/commands/converted_input.md b/data/sessions/finder-extract-zip-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..23360a7cd691dcdbb37fe7de6717af29a26c79b8
--- /dev/null
+++ b/data/sessions/finder-extract-zip-2/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 16:39:58 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T16:39:58.216Z | Left-click at (944, 1035) |
+|    2 | 2026-07-28T16:40:07.114Z | Type: unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/ |
+|    3 | 2026-07-28T16:40:11.934Z | Press: return |
+|    4 | 2026-07-28T16:40:19.055Z | Press: Cmd+Q |
diff --git a/data/sessions/finder-extract-zip-2/commands/raw_input.md b/data/sessions/finder-extract-zip-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..191610137b03549423eabb0c0e10a7b7c150d93e
--- /dev/null
+++ b/data/sessions/finder-extract-zip-2/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 16:39:58 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T16:39:58.216Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-28T16:40:07.114Z | Typed: unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/ |
+|    3 | 2026-07-28T16:40:11.934Z | Pressed: return |
+|    4 | 2026-07-28T16:40:19.055Z | Pressed: Cmd+Q |
diff --git a/data/sessions/finder-extract-zip-2/memory.md b/data/sessions/finder-extract-zip-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..11806035dfd57838049e4a62d377e06b9f5101cf
--- /dev/null
+++ b/data/sessions/finder-extract-zip-2/memory.md
@@ -0,0 +1,70 @@
+# Memory: finder-extract-zip-2
+
+## Overview
+
+Extract a zip archive in place from a shell, so its contents land beside the archive. Use
+this as the terminal route to the same end state as double-clicking the archive in a file
+manager: the archive is left intact and its contents appear alongside it. The recorded
+trace opens a terminal, runs `unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/`, and quits
+with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can expand archives, or a shell with an
+  extraction tool.
+- An archive file that exists and is readable, in a format the tool handles.
+- Write access to the destination folder, and enough free space for the uncompressed
+  contents — which can be far larger than the archive.
+- Knowledge of whether the archive contains a single top-level folder or a set of loose
+  files. This determines whether extracting "in place" produces one tidy folder or scatters
+  files across the destination.
+- No existing files at the destination that the archive's contents would replace.
+- An archive from a source that is trusted enough to unpack. Extraction writes whatever
+  paths the archive names.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to extract the contents of a zip archive into the folder that holds it, which `unzip` does in one command, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260728_163958_at.webp)
+
+### Step 2 — Type: unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/
+
+Type an `unzip` command to extract the archive. `-d` names the directory to extract into, which is given explicitly rather than relying on the current directory — that makes the destination the same as the GUI take's, where double-clicking an archive extracts it beside itself.
+
+![Step 2](vision/frames/step_0002_20260728_164007_at.webp)
+
+### Step 3 — Press: return
+
+After typing the command Press Return to extract.
+
+![Step 3](vision/frames/step_0003_20260728_164011_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 4](vision/frames/step_0004_20260728_164019_at.webp)
+
+## Notes & Edge Cases
+
+- **Where the contents land depends on the archive, not on the command.** An archive that
+  stores a top-level folder produces that one folder; an archive of loose files scatters
+  them directly into the destination. Listing the archive's contents before extracting is
+  what tells the two apart — and is the difference between a tidy result and a folder full
+  of stray files.
+- **`-d` names the directory to extract *into*, not the folder to create.** Pointing it at
+  the archive's own folder is what reproduces in-place extraction; pointing it anywhere
+  else changes the end state even though the command looks the same.
+- **The archive is not consumed.** Both routes leave it in place, so the folder ends with
+  the archive and its contents side by side.
+- **Same-named files are the awkward case.** The tool prompts per file by default, which
+  stalls a command expected to run unattended, and the flags that stop the prompting each
+  pick a different answer. Decide which before running, not at the prompt.
+- **Archives can name paths outside the destination.** Extracting an untrusted archive can
+  write where it was not pointed. Inspect the entries first when the source is not known.
+- **Free space is measured against the uncompressed size**, which the archive's own size
+  says nothing useful about.
+
diff --git a/data/sessions/finder-extract-zip-2/metadata.json b/data/sessions/finder-extract-zip-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4cb6af25ee48195c90d51f69d63c2070f4bdb6b2
--- /dev/null
+++ b/data/sessions/finder-extract-zip-2/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "finder-extract-zip-2",
+  "memory_description": "",
+  "session_id": "7b3c30eb-a7df-4249-8864-d8c75afa3f41",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T16:39:32.512384038Z",
+  "completed_at": "2026-07-28T16:40:30.812643545Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T16:39:58.216Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260728_163958_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_163958_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_163958_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T16:40:07.114Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_164007_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_164007_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_164007_after.webp",
+      "raw_command": "Typed: unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/",
+      "converted_command": "Type: unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T16:40:11.934Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_164011_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_164011_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_164011_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T16:40:19.055Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_164019_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_164019_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_164019_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-extract-zip-2/reasoning/reasoning.jsonl b/data/sessions/finder-extract-zip-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2a0a64fd8b798794c295f65034a5572e80cd83fb
--- /dev/null
+++ b/data/sessions/finder-extract-zip-2/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T16:39:58.216Z", "timestamp_annotated": "2026-08-19T11:30:05.790751+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260728_163958_at.webp", "reasoning": "The task is to extract the contents of a zip archive into the folder that holds it, which `unzip` does in one command, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T16:40:07.114Z", "timestamp_annotated": "2026-08-19T11:30:05.791017+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/", "converted_command": "Type: unzip ~/corpus-seed/Archive.zip -d ~/corpus-seed/", "image_path": "vision/frames/step_0002_20260728_164007_at.webp", "reasoning": "Type an `unzip` command to extract the archive. `-d` names the directory to extract into, which is given explicitly rather than relying on the current directory — that makes the destination the same as the GUI take's, where double-clicking an archive extracts it beside itself.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T16:40:11.934Z", "timestamp_annotated": "2026-08-19T11:30:05.791385+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_164011_at.webp", "reasoning": "After typing the command Press Return to extract.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T16:40:19.055Z", "timestamp_annotated": "2026-08-19T11:30:05.791774+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260728_164019_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
diff --git a/data/sessions/finder-extract-zip-2/sync_log.json b/data/sessions/finder-extract-zip-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..8dc2890427cda7b1385fde8b003361723788067c
--- /dev/null
+++ b/data/sessions/finder-extract-zip-2/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "7b3c30eb-a7df-4249-8864-d8c75afa3f41",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-extract-zip-2/commands/raw_input.md",
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-extract-zip-2/commands/actuation_commands.json",
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+  }
+}
\ No newline at end of file
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+version https://git-lfs.github.com/spec/v1
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@@ -0,0 +1,3 @@
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 509982
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/data/sessions/finder-extract-zip/commands/actuation_commands.json b/data/sessions/finder-extract-zip/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..0085926717058d335140086b820aa2d34f9758c5
--- /dev/null
+++ b/data/sessions/finder-extract-zip/commands/actuation_commands.json
@@ -0,0 +1,40 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 256,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 574,
+    "mouse_y": 218,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=574, Y=218",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:38:49.395Z"
+  },
+  {
+    "action_subtype": "double",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 615,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 574,
+    "mouse_y": 218,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Double-clicked at X=574, Y=218",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:38:53.580Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-extract-zip/commands/cc_commands.json b/data/sessions/finder-extract-zip/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8c9ee9d77564ec5b322e710e2bf7d12bf19adc5
--- /dev/null
+++ b/data/sessions/finder-extract-zip/commands/cc_commands.json
@@ -0,0 +1,12 @@
+[
+  {
+    "command": "574 218 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "574 218 double",
+    "os": "MACOS",
+    "step_id": 2
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-extract-zip/commands/converted_input.md b/data/sessions/finder-extract-zip/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..553906dcb3334108b7fe8d22476e71df489e447c
--- /dev/null
+++ b/data/sessions/finder-extract-zip/commands/converted_input.md
@@ -0,0 +1,8 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 16:38:49 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T16:38:49.395Z | Move-cursor at (574, 218) |
+|    2 | 2026-07-28T16:38:53.580Z | Double-click at (574, 218) |
diff --git a/data/sessions/finder-extract-zip/commands/raw_input.md b/data/sessions/finder-extract-zip/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..c878eb9b3377e2a8c492a5e55c04fb4592564539
--- /dev/null
+++ b/data/sessions/finder-extract-zip/commands/raw_input.md
@@ -0,0 +1,8 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 16:38:49 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T16:38:49.395Z | Moved cursor to at X=574, Y=218 |
+|    2 | 2026-07-28T16:38:53.580Z | Double-clicked at X=574, Y=218 |
diff --git a/data/sessions/finder-extract-zip/memory.md b/data/sessions/finder-extract-zip/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..2052beb0344d6e831b62b28da6728a17b77a771c
--- /dev/null
+++ b/data/sessions/finder-extract-zip/memory.md
@@ -0,0 +1,48 @@
+# Memory: finder-extract-zip
+
+## Overview
+
+Extract a zip archive in place by opening it in the file manager. Use this when an
+archive's contents are wanted beside the archive and the archive is visible in a window —
+a double-click is the whole task, because the system's archive handler owns the file type
+and extracts into the containing folder. The recorded trace is two steps and leaves an
+`Archive/` folder next to the untouched `Archive.zip`.
+
+## Prerequisites
+
+- A desktop environment with a file manager that can expand archives, or a shell with an
+  extraction tool.
+- An archive file that exists and is readable, in a format the tool handles.
+- Write access to the destination folder, and enough free space for the uncompressed
+  contents — which can be far larger than the archive.
+- Knowledge of whether the archive contains a single top-level folder or a set of loose
+  files. This determines whether extracting "in place" produces one tidy folder or scatters
+  files across the destination.
+- No existing files at the destination that the archive's contents would replace.
+- An archive from a source that is trusted enough to unpack. Extraction writes whatever
+  paths the archive names.
+
+## Steps
+
+### Step 1 — Move-cursor at (574, 218)
+
+The task is to extract the contents of `Archive.zip` into the folder it sits in. Move the cursor onto the `Archive.zip` icon. Moving to the target and acting as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 1](vision/frames/step_0001_20260728_163849_at.webp)
+
+### Step 2 — Double-click at (574, 218)
+
+Move the cursor and Double-click `Archive.zip`. Opening a zip archive on macOS does not show its contents in a viewer — the double-click hands the file to Archive Utility, which expands it in place, so the open *is* the extraction and no separate Extract command exists. A folder named after the archive, `Archive`, appears beside it holding the contents. The original `Archive.zip` is left in place rather than consumed, so the folder ends up with both.
+
+![Step 2](vision/frames/step_0002_20260728_163853_at.webp)
+
+## Notes & Edge Cases
+
+1. Double-clicking an archive extracts it on this system rather than opening it for browsing. The archive tool takes the double-click, there is no dialog and no choice of destination, so the entire operation is decided before it starts.
+2. Where the contents land depends on the archive, not on the action. An archive that stores a top-level folder produces that one folder; an archive of loose files scatters them directly into the folder holding the archive. Listing the contents first is what tells the two apart.
+3. The archive is not consumed. The folder ends with the archive and its contents side by side, which is normal and not a sign the extraction only half ran.
+4. A same-named item already present is not overwritten. The tool appends to the new folder's name instead, so a second run produces a second folder rather than replacing the first — the task is not idempotent.
+5. For a small archive there is no progress and no completion message. The extracted item appearing is the only signal, so confirm from the folder rather than waiting for something to report.
+6. Free space is measured against the uncompressed size, which the archive's own size says nothing useful about.
+7. An archive from an unknown source can name paths outside the destination and write where it was not pointed. Inspect the entries first when the source is not trusted.
+8. A double-click is the least reliable gesture to send synthetically. Selecting the file and using the open key command reaches the same place and is easier to confirm.
diff --git a/data/sessions/finder-extract-zip/metadata.json b/data/sessions/finder-extract-zip/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fe689bce5581cd02727db6d41c14898d88a55735
--- /dev/null
+++ b/data/sessions/finder-extract-zip/metadata.json
@@ -0,0 +1,64 @@
+{
+  "memory_name": "finder-extract-zip",
+  "memory_description": "",
+  "session_id": "12185360-6561-472e-aa6c-c250ca972c6f",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T16:38:39.663997651Z",
+  "completed_at": "2026-07-28T16:39:13.791320750Z",
+  "total_steps": 2,
+  "annotated_steps": 2,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T16:38:49.395Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260728_163849_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_163849_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_163849_after.webp",
+      "raw_command": "Moved cursor to at X=574, Y=218",
+      "converted_command": "Move-cursor at (574, 218)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T16:38:53.580Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0002_20260728_163853_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260728_163853_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_163853_after.webp",
+      "raw_command": "Double-clicked at X=574, Y=218",
+      "converted_command": "Double-click at (574, 218)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-extract-zip/reasoning/reasoning.jsonl b/data/sessions/finder-extract-zip/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..02d2a071c8c03716060f0abaa22fc3a07ea7e706
--- /dev/null
+++ b/data/sessions/finder-extract-zip/reasoning/reasoning.jsonl
@@ -0,0 +1,2 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T16:38:49.395Z", "timestamp_annotated": "2026-08-19T14:18:25.754229+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=574, Y=218", "converted_command": "Move-cursor at (574, 218)", "image_path": "vision/frames/step_0001_20260728_163849_at.webp", "reasoning": "The task is to extract the contents of `Archive.zip` into the folder it sits in. Move the cursor onto the `Archive.zip` icon. Moving to the target and acting as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T16:38:53.580Z", "timestamp_annotated": "2026-08-19T14:18:25.754504+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=574, Y=218", "converted_command": "Double-click at (574, 218)", "image_path": "vision/frames/step_0002_20260728_163853_at.webp", "reasoning": "Move the cursor and Double-click `Archive.zip`. Opening a zip archive on macOS does not show its contents in a viewer — the double-click hands the file to Archive Utility, which expands it in place, so the open *is* the extraction and no separate Extract command exists. A folder named after the archive, `Archive`, appears beside it holding the contents. The original `Archive.zip` is left in place rather than consumed, so the folder ends up with both.", "skipped": false}
diff --git a/data/sessions/finder-extract-zip/sync_log.json b/data/sessions/finder-extract-zip/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a691eb04396a9eaeb15870042d875312c70570f
--- /dev/null
+++ b/data/sessions/finder-extract-zip/sync_log.json
@@ -0,0 +1,82 @@
+{
+  "session_id": "12185360-6561-472e-aa6c-c250ca972c6f",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-extract-zip/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-extract-zip/commands/converted_input.md",
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+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-extract-zip/commands/actuation_commands.json",
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+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260728_163853_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-extract-zip/vision/frames/step_0002_20260728_163853_after.webp",
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+    }
+  }
+}
\ No newline at end of file
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new file mode 100644
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 511720
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+++ b/data/sessions/finder-extract-zip/vision/frames/step_0001_20260728_163849_after.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 1936584
diff --git a/data/sessions/finder-extract-zip/vision/frames/step_0001_20260728_163849_before.webp b/data/sessions/finder-extract-zip/vision/frames/step_0001_20260728_163849_before.webp
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+++ b/data/sessions/finder-extract-zip/vision/frames/step_0001_20260728_163849_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87d743d1cc0bc0c4c0118f231e4e5c8ad7e5d54ee58f2549d7227380869ee8b9
+size 510350
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d3fdb095a79568a2011e06f17535e505410800d12ea6ce33101026b536f716b
+size 505178
diff --git a/data/sessions/finder-extract-zip/vision/frames/step_0002_20260728_163853_at.webp b/data/sessions/finder-extract-zip/vision/frames/step_0002_20260728_163853_at.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e38c2752fce263a639965b2c4b59dd2c4c34f3238ff50fe3d8e98527ba2579df
+size 1936584
diff --git a/data/sessions/finder-extract-zip/vision/frames/step_0002_20260728_163853_before.webp b/data/sessions/finder-extract-zip/vision/frames/step_0002_20260728_163853_before.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 510350
diff --git a/data/sessions/finder-move-to-folder-2/commands/actuation_commands.json b/data/sessions/finder-move-to-folder-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..372dff7a35e87d6d074cc4eeccc9b5a7364e2937
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 571,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: report",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:19:31.837Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 488,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+C",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:19:35.599Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 343,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: dest",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:19:39.215Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 260,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Down",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:19:43.180Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 702,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Option+Cmd+V",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:19:49.819Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-move-to-folder-2/commands/cc_commands.json b/data/sessions/finder-move-to-folder-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..73197f87cb4a345ec531665f414f9cb23ea79d3c
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "type report",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Cmd+C}",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "type dest",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Down}",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Option+Cmd+V}",
+    "os": "MACOS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-move-to-folder-2/commands/converted_input.md b/data/sessions/finder-move-to-folder-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..85824e93b5f0b3a341795f0148d5cd9fdb39f7a3
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 13:19:31 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T13:19:31.837Z | Type: report |
+|    2 | 2026-07-28T13:19:35.599Z | Press: Cmd+C |
+|    3 | 2026-07-28T13:19:39.215Z | Type: dest |
+|    4 | 2026-07-28T13:19:43.180Z | Press: Cmd+Down |
+|    5 | 2026-07-28T13:19:49.819Z | Press: Option+Cmd+V |
diff --git a/data/sessions/finder-move-to-folder-2/commands/raw_input.md b/data/sessions/finder-move-to-folder-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e622fd7d91191c27c40f529e9a72df7c1456fb7d
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 13:19:31 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T13:19:31.837Z | Typed: report |
+|    2 | 2026-07-28T13:19:35.599Z | Pressed: Cmd+C |
+|    3 | 2026-07-28T13:19:39.215Z | Typed: dest |
+|    4 | 2026-07-28T13:19:43.180Z | Pressed: Cmd+Down |
+|    5 | 2026-07-28T13:19:49.819Z | Pressed: Option+Cmd+V |
diff --git a/data/sessions/finder-move-to-folder-2/memory.md b/data/sessions/finder-move-to-folder-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..666de4efb820815df2df0f1dd6a73eee94978e60
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-2/memory.md
@@ -0,0 +1,79 @@
+# Memory: finder-move-to-folder-2
+
+## Overview
+
+Move a file into a subfolder using only the keyboard: select the file by typing its name,
+copy it, select the destination folder the same way, open it, and paste as a move. Use this
+when a file has to be relocated and no pointing device is available or wanted. Nothing is
+left at the source. The recorded trace types `report` to select `report.pdf`, presses
+`⌘C`, types `dest` to select the folder, `⌘↓` to open it, and `⌥⌘V` — the move variant of
+paste — to place the file inside.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to move and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to both the source folder and the destination. A move deletes from one and
+  creates in the other, so read access to the file alone is not enough.
+- Clarity that the result is a move, not a copy. Nothing must remain at the source when
+  the task finishes.
+- No file of the same name already in the destination — it is overwritten without a useful
+  warning, and the original is gone by then, so the overwritten data is unrecoverable.
+- Both locations on the same volume, where that can be arranged. A move within a volume
+  renames an entry; a move across volumes copies and then deletes, which takes time
+  proportional to the file and can fail partway.
+
+## Steps
+
+### Step 1 — Type: report
+
+The task is to move a file into a subfolder so that nothing is left behind, using the keyboard only, which starts with selecting the file. Type `report` to select `report.pdf` by name, using Finder's type-select.
+
+![Step 1](vision/frames/step_0001_20260728_131931_at.webp)
+
+### Step 2 — Press: Cmd+C
+
+Press ⌘C (Cmd+C) to put the file on the clipboard. Finder has no separate cut command for files — copy is the only way to load the clipboard, and whether the result is a copy or a move is decided at paste time.
+
+![Step 2](vision/frames/step_0002_20260728_131935_at.webp)
+
+### Step 3 — Type: dest
+
+Type `dest` to select the destination folder by name.
+
+![Step 3](vision/frames/step_0003_20260728_131939_at.webp)
+
+### Step 4 — Press: Cmd+Down
+
+Press ⌘↓ (Cmd+Down) to open the folder, so the window is inside `dest` when the paste happens.
+
+![Step 4](vision/frames/step_0004_20260728_131943_at.webp)
+
+### Step 5 — Press: Option+Cmd+V
+
+Press ⌥⌘V (Option+Cmd+V) to paste as a move. This is the one step that differs from the copy task: holding Option turns Finder's Paste Item into Move Item Here, so the file is removed from `corpus-seed` instead of being duplicated. The same clipboard contents produce either outcome depending on this modifier.
+
+![Step 5](vision/frames/step_0005_20260728_131949_at.webp)
+
+## Notes & Edge Cases
+
+- **The move is decided at the paste, not at the copy.** The first keystroke is the same
+  one a copy uses; holding the extra modifier at paste time is the entire difference
+  between the two tasks. Pasting without it leaves the original behind and the task has
+  quietly done something else.
+- **A copy and a move look identical at the destination.** The only way to tell them apart
+  is to check that the source folder no longer holds the file. Verify there, not in the
+  folder just opened.
+- **The move variant of paste is not always advertised.** It appears in the menu only
+  while the modifier is held, so there is nothing on screen to discover it from — and no
+  feedback afterwards saying which of the two happened.
+- **`⌘↓` opens the selection, so the selection has to be the folder.** On a file it opens
+  the file in an application instead, and the paste then lands somewhere unintended.
+- **Type-select acts on the front window's contents.** With no click anywhere in the
+  trace, a window that has lost focus sends every keystroke somewhere else, including the
+  destructive one.
+- **A move that overwrites destroys the target silently, and the source is already gone.**
+  Check the destination for a same-named file before pasting; there is nothing to undo to
+  afterwards.
+
diff --git a/data/sessions/finder-move-to-folder-2/metadata.json b/data/sessions/finder-move-to-folder-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9370dd81f1499606c39f08a66a72b189e945f44d
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "finder-move-to-folder-2",
+  "memory_description": "",
+  "session_id": "e56f077f-a294-484b-9d1e-3c9beca86b50",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T13:19:16.007939630Z",
+  "completed_at": "2026-07-28T13:20:30.750785309Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T13:19:31.837Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0001_20260728_131931_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260728_131931_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_131931_after.webp",
+      "raw_command": "Typed: report",
+      "converted_command": "Type: report"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T13:19:35.599Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260728_131935_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_131935_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_131935_after.webp",
+      "raw_command": "Pressed: Cmd+C",
+      "converted_command": "Press: Cmd+C"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T13:19:39.215Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260728_131939_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_131939_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_131939_after.webp",
+      "raw_command": "Typed: dest",
+      "converted_command": "Type: dest"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T13:19:43.180Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_131943_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_131943_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_131943_after.webp",
+      "raw_command": "Pressed: Cmd+Down",
+      "converted_command": "Press: Cmd+Down"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-28T13:19:49.819Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260728_131949_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260728_131949_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260728_131949_after.webp",
+      "raw_command": "Pressed: Option+Cmd+V",
+      "converted_command": "Press: Option+Cmd+V"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-move-to-folder-2/reasoning/reasoning.jsonl b/data/sessions/finder-move-to-folder-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..615a197dd524297c851c8eecae21f593d5d8d03e
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T13:19:31.837Z", "timestamp_annotated": "2026-08-19T11:30:05.760754+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: report", "converted_command": "Type: report", "image_path": "vision/frames/step_0001_20260728_131931_at.webp", "reasoning": "The task is to move a file into a subfolder so that nothing is left behind, using the keyboard only, which starts with selecting the file. Type `report` to select `report.pdf` by name, using Finder's type-select.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T13:19:35.599Z", "timestamp_annotated": "2026-08-19T11:30:05.761097+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+C", "converted_command": "Press: Cmd+C", "image_path": "vision/frames/step_0002_20260728_131935_at.webp", "reasoning": "Press ⌘C (Cmd+C) to put the file on the clipboard. Finder has no separate cut command for files — copy is the only way to load the clipboard, and whether the result is a copy or a move is decided at paste time.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T13:19:39.215Z", "timestamp_annotated": "2026-08-19T11:30:05.761428+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: dest", "converted_command": "Type: dest", "image_path": "vision/frames/step_0003_20260728_131939_at.webp", "reasoning": "Type `dest` to select the destination folder by name.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T13:19:43.180Z", "timestamp_annotated": "2026-08-19T11:30:05.761785+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Down", "converted_command": "Press: Cmd+Down", "image_path": "vision/frames/step_0004_20260728_131943_at.webp", "reasoning": "Press ⌘↓ (Cmd+Down) to open the folder, so the window is inside `dest` when the paste happens.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-28T13:19:49.819Z", "timestamp_annotated": "2026-08-19T11:30:05.762179+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Option+Cmd+V", "converted_command": "Press: Option+Cmd+V", "image_path": "vision/frames/step_0005_20260728_131949_at.webp", "reasoning": "Press ⌥⌘V (Option+Cmd+V) to paste as a move. This is the one step that differs from the copy task: holding Option turns Finder's Paste Item into Move Item Here, so the file is removed from `corpus-seed` instead of being duplicated. The same clipboard contents produce either outcome depending on this modifier.", "skipped": false}
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new file mode 100644
index 0000000000000000000000000000000000000000..ceb108a5160236f555da66560411b35cb18e0a16
--- /dev/null
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+}
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+++ b/data/sessions/finder-move-to-folder-3/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 263,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:20:51.584Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 331,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: mv ~/corpus-seed/report.pdf ~/corpus-seed/dest/",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:21:00.225Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 203,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:21:04.558Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 478,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:21:10.176Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-move-to-folder-3/commands/cc_commands.json b/data/sessions/finder-move-to-folder-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..7515bc94843a532be663c7352f595fd00145394e
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-3/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type mv ~/corpus-seed/report.pdf ~/corpus-seed/dest/",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-move-to-folder-3/commands/converted_input.md b/data/sessions/finder-move-to-folder-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..bc820f2edd52a62576600b0ab45c2ae7a0e0bd72
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-3/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 13:20:51 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T13:20:51.584Z | Left-click at (944, 1035) |
+|    2 | 2026-07-28T13:21:00.225Z | Type: mv ~/corpus-seed/report.pdf ~/corpus-seed/dest/ |
+|    3 | 2026-07-28T13:21:04.558Z | Press: return |
+|    4 | 2026-07-28T13:21:10.176Z | Press: Cmd+Q |
diff --git a/data/sessions/finder-move-to-folder-3/commands/raw_input.md b/data/sessions/finder-move-to-folder-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..3c1437a6646b621184afb742d27bbac98942a193
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-3/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 13:20:51 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T13:20:51.584Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-28T13:21:00.225Z | Typed: mv ~/corpus-seed/report.pdf ~/corpus-seed/dest/ |
+|    3 | 2026-07-28T13:21:04.558Z | Pressed: return |
+|    4 | 2026-07-28T13:21:10.176Z | Pressed: Cmd+Q |
diff --git a/data/sessions/finder-move-to-folder-3/memory.md b/data/sessions/finder-move-to-folder-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..541ffe82ffd8dff094a2c4f924bce3fdfd683897
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-3/memory.md
@@ -0,0 +1,69 @@
+# Memory: finder-move-to-folder-3
+
+## Overview
+
+Move a file into a subfolder from a shell. Use this as the terminal route to the same end
+state as the file-manager task: one `mv` names the source and the destination folder, and
+nothing is left behind. The recorded trace opens a terminal, runs `mv
+~/corpus-seed/report.pdf ~/corpus-seed/dest/`, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to move and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to both the source folder and the destination. A move deletes from one and
+  creates in the other, so read access to the file alone is not enough.
+- Clarity that the result is a move, not a copy. Nothing must remain at the source when
+  the task finishes.
+- No file of the same name already in the destination — it is overwritten without a useful
+  warning, and the original is gone by then, so the overwritten data is unrecoverable.
+- Both locations on the same volume, where that can be arranged. A move within a volume
+  renames an entry; a move across volumes copies and then deletes, which takes time
+  proportional to the file and can fail partway.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to move a file into a subfolder, leaving nothing behind, which is a single `mv`, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260728_132051_at.webp)
+
+### Step 2 — Type: mv ~/corpus-seed/report.pdf ~/corpus-seed/dest/
+
+Type an `mv` command to move the file into the destination folder. `mv` relocates rather than duplicating, so nothing is left at the source — the single-word difference from `cp` is the whole difference between this task and the copy task.
+
+![Step 2](vision/frames/step_0002_20260728_132100_at.webp)
+
+### Step 3 — Press: return
+
+After typing the command Press Return to run the move.
+
+![Step 3](vision/frames/step_0003_20260728_132104_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 4](vision/frames/step_0004_20260728_132110_at.webp)
+
+## Notes & Edge Cases
+
+- **The trailing slash is what forces the destination to be a directory.** Without it, a
+  missing `dest` is treated as a new filename and the file is renamed instead of moved —
+  the original disappears, a strangely-named file appears, and nothing reports an error.
+  This is the single most consequential character in the command.
+- **`mv` overwrites a same-named file at the destination without asking, and the source is
+  gone by then.** Unlike a copy, there is nothing left to recover from. Check the
+  destination first, or use a flag that refuses to clobber.
+- **A move within one volume is instant; across volumes it is a copy and a delete.** The
+  slow case can fail partway and leave the file in both places, or in neither. Where the
+  data matters, confirm both ends afterwards rather than assuming atomicity.
+- **`mv` renames and moves with the same verb.** Whether it does one or the other depends
+  entirely on whether the destination resolves to an existing directory — which is why the
+  destination's existence matters more here than in most commands.
+- **Absolute paths keep the command independent of the shell's current directory**, which
+  is unknown in a freshly opened window.
+- **The prompt returning is not confirmation the file arrived.** Check the destination.
+
diff --git a/data/sessions/finder-move-to-folder-3/metadata.json b/data/sessions/finder-move-to-folder-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b11acc7892021bdd891207362073032c033f6dd
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-3/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "finder-move-to-folder-3",
+  "memory_description": "",
+  "session_id": "8527e7ec-ae48-4c39-9810-b7aebe0d6454",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T13:20:36.131386209Z",
+  "completed_at": "2026-07-28T13:21:17.060006727Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T13:20:51.584Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260728_132051_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_132051_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_132051_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T13:21:00.225Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_132100_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_132100_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_132100_after.webp",
+      "raw_command": "Typed: mv ~/corpus-seed/report.pdf ~/corpus-seed/dest/",
+      "converted_command": "Type: mv ~/corpus-seed/report.pdf ~/corpus-seed/dest/"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T13:21:04.558Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_132104_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_132104_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_132104_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T13:21:10.176Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_132110_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_132110_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_132110_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-move-to-folder-3/reasoning/reasoning.jsonl b/data/sessions/finder-move-to-folder-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..862eee1645b8b804c1edb325dc8897465be8d0f8
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-3/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T13:20:51.584Z", "timestamp_annotated": "2026-08-19T11:30:05.765408+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260728_132051_at.webp", "reasoning": "The task is to move a file into a subfolder, leaving nothing behind, which is a single `mv`, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T13:21:00.225Z", "timestamp_annotated": "2026-08-19T11:30:05.765752+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: mv ~/corpus-seed/report.pdf ~/corpus-seed/dest/", "converted_command": "Type: mv ~/corpus-seed/report.pdf ~/corpus-seed/dest/", "image_path": "vision/frames/step_0002_20260728_132100_at.webp", "reasoning": "Type an `mv` command to move the file into the destination folder. `mv` relocates rather than duplicating, so nothing is left at the source — the single-word difference from `cp` is the whole difference between this task and the copy task.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T13:21:04.558Z", "timestamp_annotated": "2026-08-19T11:30:05.766165+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_132104_at.webp", "reasoning": "After typing the command Press Return to run the move.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T13:21:10.176Z", "timestamp_annotated": "2026-08-19T11:30:05.766600+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260728_132110_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
diff --git a/data/sessions/finder-move-to-folder-3/sync_log.json b/data/sessions/finder-move-to-folder-3/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..4daeea71d11903dea59553cd75035daa5a6a5ae2
--- /dev/null
+++ b/data/sessions/finder-move-to-folder-3/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "8527e7ec-ae48-4c39-9810-b7aebe0d6454",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-move-to-folder-3/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-move-to-folder-3/commands/actuation_commands.json",
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+      "failed_permanent": false,
+      "last_error": null
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diff --git a/data/sessions/finder-move-to-folder/commands/actuation_commands.json b/data/sessions/finder-move-to-folder/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..b163ed93eac55c8cc6edfaa7caab50980dd0a5c5
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/commands/actuation_commands.json
@@ -0,0 +1,21 @@
+[
+  {
+    "action_subtype": "drag",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 3060,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 543,
+    "mouse_y": 248,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Dragged to X=543, Y=248",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T13:18:28.023Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-move-to-folder/commands/cc_commands.json b/data/sessions/finder-move-to-folder/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..69028923445bc9f32651dd9b807eb02a0049d6af
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/commands/cc_commands.json
@@ -0,0 +1,7 @@
+[
+  {
+    "command": "Dragged to X=543, Y=248",
+    "os": "MACOS",
+    "step_id": 1
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-move-to-folder/commands/converted_input.md b/data/sessions/finder-move-to-folder/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..f9c4fe637dd617f3b41485705906d9cd92c809d5
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/commands/converted_input.md
@@ -0,0 +1,7 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 13:18:28 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T13:18:28.023Z | Drag at (543, 248) |
diff --git a/data/sessions/finder-move-to-folder/commands/raw_input.md b/data/sessions/finder-move-to-folder/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..ba496c3acee64e99267a28ed6d6037a8a75b79a7
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/commands/raw_input.md
@@ -0,0 +1,7 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 13:18:28 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T13:18:28.023Z | Dragged to X=543, Y=248 |
diff --git a/data/sessions/finder-move-to-folder/memory.md b/data/sessions/finder-move-to-folder/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..a4985e673721448b3ba227a85f42b5f119fe5f91
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/memory.md
@@ -0,0 +1,48 @@
+# Memory: finder-move-to-folder
+
+## Overview
+
+Move a file into a subfolder by dragging it onto the destination folder. Use this when
+both the file and the destination are visible in the same window — the drag is the whole
+task, and it is the most direct route there is. The recorded trace is a single step:
+`report.pdf` dragged onto `dest`, leaving nothing behind in the source folder.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file to move and a destination folder, both existing before the task starts and both
+  identifiable by name.
+- Write access to both the source folder and the destination. A move deletes from one and
+  creates in the other, so read access to the file alone is not enough.
+- Clarity that the result is a move, not a copy. Nothing must remain at the source when
+  the task finishes.
+- No file of the same name already in the destination — it is overwritten without a useful
+  warning, and the original is gone by then, so the overwritten data is unrecoverable.
+- Both locations on the same volume, where that can be arranged. A move within a volume
+  renames an entry; a move across volumes copies and then deletes, which takes time
+  proportional to the file and can fail partway.
+
+## Steps
+
+### Step 1 — Drag from (433, 360) to (543, 248)
+
+The task is to move `report.pdf` into the `dest` folder, and dragging the file onto the folder does the whole thing in one action — the drop both names the destination and performs the move, so no menu, dialog or path is involved. Press on the `report.pdf` icon in row 2, drag it onto the `dest` folder icon in row 1, and release. Within a single volume a plain drag **moves** rather than copies, which is why no modifier is held; the confirmation is that `report.pdf` disappears from `corpus-seed` afterwards rather than appearing twice. Give the drop a moment before checking — the file system is not updated instantly, and spring-loaded folders can re-open the target under the pointer, both of which can make a landed drag look as though it failed.
+
+![Step 1](vision/frames/step_0001_20260728_131828_at.webp)
+
+## Notes & Edge Cases
+
+- **A drag is one gesture, and only the release commits it.** Press on the source, move to
+  the target, release there — the drop point is what names the destination. A move with no
+  button held changes nothing, and a release over the wrong thing is a completed action
+  with no warning, not a cancelled one.
+- **The drop target has to be the folder, not the space near it.** A release a few pixels
+  off lands the file back in the same folder at a new icon position, which looks like
+  nothing happened. Confirm from the destination's contents, not from the drag appearing
+  to complete.
+- **Hovering over a folder mid-drag can open it.** Spring-loading treats a pause over a
+  folder as an instruction to go inside, so a slow drag can end up dropping a level deeper
+  than intended. Move deliberately and check where the window ended up.
+- **Check the destination before assuming failure.** A drop can take a moment to appear in
+  a window that has not refreshed; reading the folder too early is what makes a successful
+  move look like a failed one.
diff --git a/data/sessions/finder-move-to-folder/metadata.json b/data/sessions/finder-move-to-folder/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1f0f6aeb0d97163132af142f0d344a9f3b781a7
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/metadata.json
@@ -0,0 +1,51 @@
+{
+  "memory_name": "finder-move-to-folder",
+  "memory_description": "",
+  "session_id": "ddd495ba-0b73-44a1-85ed-a944bfec91be",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T13:18:09.496667232Z",
+  "completed_at": "2026-07-28T13:18:36.957688120Z",
+  "total_steps": 1,
+  "annotated_steps": 1,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T13:18:28.023Z",
+      "action_type": "mouse",
+      "action_subtype": "drag",
+      "image_path": "vision/frames/step_0001_20260728_131828_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_131828_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_131828_after.webp",
+      "raw_command": "Dragged to X=543, Y=248",
+      "converted_command": "Drag from (433, 360) to (543, 248)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-move-to-folder/reasoning/reasoning.jsonl b/data/sessions/finder-move-to-folder/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f4564954fbf05d61459b36795264f27c950f04bc
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/reasoning/reasoning.jsonl
@@ -0,0 +1 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T13:18:28.023Z", "timestamp_annotated": "2026-08-19T14:18:25.745600+00:00", "action_type": "mouse", "action_subtype": "drag", "raw_command": "Dragged to X=543, Y=248", "converted_command": "Drag from (433, 360) to (543, 248)", "image_path": "vision/frames/step_0001_20260728_131828_at.webp", "reasoning": "The task is to move `report.pdf` into the `dest` folder, and dragging the file onto the folder does the whole thing in one action — the drop both names the destination and performs the move, so no menu, dialog or path is involved. Press on the `report.pdf` icon in row 2, drag it onto the `dest` folder icon in row 1, and release. Within a single volume a plain drag **moves** rather than copies, which is why no modifier is held; the confirmation is that `report.pdf` disappears from `corpus-seed` afterwards rather than appearing twice. Give the drop a moment before checking — the file system is not updated instantly, and spring-loaded folders can re-open the target under the pointer, both of which can make a landed drag look as though it failed.", "skipped": false}
diff --git a/data/sessions/finder-move-to-folder/sync_log.json b/data/sessions/finder-move-to-folder/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..144c17d8a1fd34fd02ea4d99ced3b8f2aa04d466
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/sync_log.json
@@ -0,0 +1,61 @@
+{
+  "session_id": "ddd495ba-0b73-44a1-85ed-a944bfec91be",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-move-to-folder/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-move-to-folder/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-move-to-folder/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-move-to-folder/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_131828_at.webp": {
+      "synced": true,
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+      "retry_count": 0,
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-move-to-folder/metadata.json",
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+    }
+  }
+}
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 543502
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index 0000000000000000000000000000000000000000..839e44af84d910a9d6bce7b24e72a2ebeee20c43
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/vision/frames/step_0001_20260728_131828_after.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b313d4e51647f8b4e1bf9f9975910af0caabf7ec2dd384ca6cb2dc3b5f2151dd
+size 543710
diff --git a/data/sessions/finder-move-to-folder/vision/frames/step_0001_20260728_131828_at.webp b/data/sessions/finder-move-to-folder/vision/frames/step_0001_20260728_131828_at.webp
new file mode 100644
index 0000000000000000000000000000000000000000..f9fe1a238ae874aa8c17f15cfd69718d8dbac60b
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+++ b/data/sessions/finder-move-to-folder/vision/frames/step_0001_20260728_131828_at.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8d4bca0f6a601c0a3a5ce0ce4d110c20a2aa47a1759e3dba0f084c11460a488e
+size 2151376
diff --git a/data/sessions/finder-move-to-folder/vision/frames/step_0001_20260728_131828_before.webp b/data/sessions/finder-move-to-folder/vision/frames/step_0001_20260728_131828_before.webp
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index 0000000000000000000000000000000000000000..45ad0247bf1acd0315573c9a60c9ecf614b03051
--- /dev/null
+++ b/data/sessions/finder-move-to-folder/vision/frames/step_0001_20260728_131828_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af96826b388a695312f65786f8922813d0d05c5ada4f829f7dd24c5effb8d695
+size 546692
diff --git a/data/sessions/finder-nested-folders-2/commands/actuation_commands.json b/data/sessions/finder-nested-folders-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..774d5b582f103c286da82bebc089ad4eb677de2a
--- /dev/null
+++ b/data/sessions/finder-nested-folders-2/commands/actuation_commands.json
@@ -0,0 +1,382 @@
+[
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 506,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Shift+O",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:13:43.041Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 522,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Shift+N",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:14:10.564Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 946,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Projects",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:14:19.732Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 205,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:14:32.516Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 214,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Down",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:14:46.698Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 519,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Shift+N",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:15:04.128Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 204,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: 2026",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:15:12.226Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 220,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:15:20.476Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 176,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Down",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:15:32.668Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 502,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Shift+N",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:15:47.160Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 187,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Q3",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:16:01.816Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 159,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:16:12.607Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 164,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Down",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:16:23.664Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 503,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Shift+D",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:16:58.913Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 164,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: sample",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:17:15.906Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 506,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+C",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:17:44.033Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 502,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Shift+G",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:17:55.739Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 182,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: ~/Documents/Projects/2026/Q3",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:18:17.524Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 179,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:18:47.728Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 478,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Option+V",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:18:54.715Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-nested-folders-2/commands/cc_commands.json b/data/sessions/finder-nested-folders-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f3530cc7bd2174495057e54a385fdb0ec30c21c
--- /dev/null
+++ b/data/sessions/finder-nested-folders-2/commands/cc_commands.json
@@ -0,0 +1,102 @@
+[
+  {
+    "command": "press {Cmd+Shift+O}",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Cmd+Shift+N}",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "type Projects",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Cmd+Down}",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Cmd+Shift+N}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "type 2026",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Cmd+Down}",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "press {Cmd+Shift+N}",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "type Q3",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "press {Cmd+Down}",
+    "os": "MACOS",
+    "step_id": 13
+  },
+  {
+    "command": "press {Cmd+Shift+D}",
+    "os": "MACOS",
+    "step_id": 14
+  },
+  {
+    "command": "type sample",
+    "os": "MACOS",
+    "step_id": 15
+  },
+  {
+    "command": "press {Cmd+C}",
+    "os": "MACOS",
+    "step_id": 16
+  },
+  {
+    "command": "press {Cmd+Shift+G}",
+    "os": "MACOS",
+    "step_id": 17
+  },
+  {
+    "command": "type ~/Documents/Projects/2026/Q3",
+    "os": "MACOS",
+    "step_id": 18
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 19
+  },
+  {
+    "command": "press {Cmd+Option+V}",
+    "os": "MACOS",
+    "step_id": 20
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-nested-folders-2/commands/converted_input.md b/data/sessions/finder-nested-folders-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..318380687f06d4e6463ed1a5c364f82122eb15aa
--- /dev/null
+++ b/data/sessions/finder-nested-folders-2/commands/converted_input.md
@@ -0,0 +1,26 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-13 11:13:43 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-13T11:13:43.041Z | Press: Cmd+Shift+O |
+|    2 | 2026-07-13T11:14:10.564Z | Press: Cmd+Shift+N |
+|    3 | 2026-07-13T11:14:19.732Z | Type: Projects |
+|    4 | 2026-07-13T11:14:32.516Z | Press: Enter |
+|    5 | 2026-07-13T11:14:46.698Z | Press: Cmd+Down |
+|    6 | 2026-07-13T11:15:04.128Z | Press: Cmd+Shift+N |
+|    7 | 2026-07-13T11:15:12.226Z | Type: 2026 |
+|    8 | 2026-07-13T11:15:20.476Z | Press: Enter |
+|    9 | 2026-07-13T11:15:32.668Z | Press: Cmd+Down |
+|   10 | 2026-07-13T11:15:47.160Z | Press: Cmd+Shift+N |
+|   11 | 2026-07-13T11:16:01.816Z | Type: Q3 |
+|   12 | 2026-07-13T11:16:12.607Z | Press: Enter |
+|   13 | 2026-07-13T11:16:23.664Z | Press: Cmd+Down |
+|   14 | 2026-07-13T11:16:58.913Z | Press: Cmd+Shift+D |
+|   15 | 2026-07-13T11:17:15.906Z | Type: sample |
+|   16 | 2026-07-13T11:17:44.033Z | Press: Cmd+C |
+|   17 | 2026-07-13T11:17:55.739Z | Press: Cmd+Shift+G |
+|   18 | 2026-07-13T11:18:17.524Z | Type: ~/Documents/Projects/2026/Q3 |
+|   19 | 2026-07-13T11:18:47.728Z | Press: Enter |
+|   20 | 2026-07-13T11:18:54.715Z | Press: Cmd+Option+V |
diff --git a/data/sessions/finder-nested-folders-2/commands/raw_input.md b/data/sessions/finder-nested-folders-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..400b3dbebfa39417f87502adc1a5d5fd32d62864
--- /dev/null
+++ b/data/sessions/finder-nested-folders-2/commands/raw_input.md
@@ -0,0 +1,26 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-13 11:13:43 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-13T11:13:43.041Z | Pressed: Cmd+Shift+O |
+|    2 | 2026-07-13T11:14:10.564Z | Pressed: Cmd+Shift+N |
+|    3 | 2026-07-13T11:14:19.732Z | Typed: Projects |
+|    4 | 2026-07-13T11:14:32.516Z | Pressed: Return |
+|    5 | 2026-07-13T11:14:46.698Z | Pressed: Cmd+Down |
+|    6 | 2026-07-13T11:15:04.128Z | Pressed: Cmd+Shift+N |
+|    7 | 2026-07-13T11:15:12.226Z | Typed: 2026 |
+|    8 | 2026-07-13T11:15:20.476Z | Pressed: Return |
+|    9 | 2026-07-13T11:15:32.668Z | Pressed: Cmd+Down |
+|   10 | 2026-07-13T11:15:47.160Z | Pressed: Cmd+Shift+N |
+|   11 | 2026-07-13T11:16:01.816Z | Typed: Q3 |
+|   12 | 2026-07-13T11:16:12.607Z | Pressed: Return |
+|   13 | 2026-07-13T11:16:23.664Z | Pressed: Cmd+Down |
+|   14 | 2026-07-13T11:16:58.913Z | Pressed: Cmd+Shift+D |
+|   15 | 2026-07-13T11:17:15.906Z | Typed: sample |
+|   16 | 2026-07-13T11:17:44.033Z | Pressed: Cmd+C |
+|   17 | 2026-07-13T11:17:55.739Z | Pressed: Cmd+Shift+G |
+|   18 | 2026-07-13T11:18:17.524Z | Typed: ~/Documents/Projects/2026/Q3 |
+|   19 | 2026-07-13T11:18:47.728Z | Pressed: Return |
+|   20 | 2026-07-13T11:18:54.715Z | Pressed: Cmd+Option+V |
diff --git a/data/sessions/finder-nested-folders-2/memory.md b/data/sessions/finder-nested-folders-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..3978eadf1c290702ef1223365e7d6a795d934a28
--- /dev/null
+++ b/data/sessions/finder-nested-folders-2/memory.md
@@ -0,0 +1,152 @@
+# Memory: finder-nested-folders-2
+
+## Overview
+Create a nested folder hierarchy in macOS Finder and file a loose file into the deepest
+level using the **keyboard only**, no pointer. This memory reaches Documents with
+`⇧⌘O`, builds `Documents/Projects/2026/Q3/` one level at a time — `⇧⌘N`, type the name
+(`Projects`, `2026`, `Q3`), `Return`, then `⌘↓` to descend into each new level — then
+selects the target with `⇧⌘D` + type-to-select, copies it with `⌘C`, jumps to the
+destination with `⇧⌘G` (typing the path), and moves it in place with `⌥⌘V` (move-here
+paste). Use it when the same "categorize a file into a project → year → quarter tree"
+goal must be accomplished without a mouse — e.g. from a keyboard-driven or
+accessibility context.
+
+## Prerequisites
+- Runs on macOS with Finder available (the GUI path uses Finder's context-menu
+  "New Folder" and drag-to-move; the terminal and keyboard modalities reach the
+  same end state on the same system).
+- A file to be organized already exists and is locatable — this memory relocates a
+  file, it does not create one. Its name and location differ from machine to
+  machine, so identify the target file at run time rather than assuming a fixed
+  path.
+- Write access to the location where the folder tree is created, and no folder of
+  the same name already exists at that level (otherwise the create step collides or
+  renames).
+
+## Steps
+
+### Step 1 — Press: Cmd+Shift+O
+
+The task is creating nested folders. For that the first step is to open the finder and select the directory where the folder is intended to be created.
+
+![Step 1](vision/frames/step_0001_20260713_111343_at.webp)
+
+### Step 2 — Press: Cmd+Shift+N
+
+Once in the directory in the finder is open use key commands to create a new folder.
+
+![Step 2](vision/frames/step_0002_20260713_111410_at.webp)
+
+### Step 3 — Type: Projects
+
+A folder with a pre-filled name untitled folder selected by default. Normally there is no need to backspace and typing the required folder name should name the folder. In this case the folder is named as Projects.
+
+![Step 3](vision/frames/step_0003_20260713_111419_at.webp)
+
+### Step 4 — Press: Enter
+
+Once the name is typed pressing the enter button finalizes the folder name.
+
+![Step 4](vision/frames/step_0004_20260713_111432_at.webp)
+
+### Step 5 — Press: Cmd+Down
+
+To create the nested folder first open the newly created folder using the key command or by double left mouse click.
+
+![Step 5](vision/frames/step_0005_20260713_111446_at.webp)
+
+### Step 6 — Press: Cmd+Shift+N
+
+Once the folder is open use the key command to create a new folder.
+
+![Step 6](vision/frames/step_0006_20260713_111504_at.webp)
+
+### Step 7 — Type: 2026
+
+Just like in the step 3 the system will ask to enter the new folder name that was created inside the Projects folder as a nested folder. In this case the data is being segregated by year and the current year is 2026 the folder will be named as 2026.
+
+![Step 7](vision/frames/step_0007_20260713_111512_at.webp)
+
+### Step 8 — Press: Enter
+
+After name typing is done press enter to finalize the folder name.
+
+![Step 8](vision/frames/step_0008_20260713_111520_at.webp)
+
+### Step 9 — Press: Cmd+Down
+
+Repeat step 5 to open the newly created 2026 folder because the data is further drilled down into quarters to organize the data more accurately.
+
+![Step 9](vision/frames/step_0009_20260713_111532_at.webp)
+
+### Step 10 — Press: Cmd+Shift+N
+
+Repeat step 2 to create a new folder inside the folder 2026.
+
+![Step 10](vision/frames/step_0010_20260713_111547_at.webp)
+
+### Step 11 — Type: Q3
+
+At the time of creation the current quarter is Q3 so the folder will be named Q3.
+
+![Step 11](vision/frames/step_0011_20260713_111601_at.webp)
+
+### Step 12 — Press: Enter
+
+After typing the folder name press enter to finalize the folder name.
+
+![Step 12](vision/frames/step_0012_20260713_111612_at.webp)
+
+### Step 13 — Press: Cmd+Down
+
+Once the folder is finalized and nested folders are prepared for the task, open the folder to move the file that belongs to quarter 3.
+
+![Step 13](vision/frames/step_0013_20260713_111623_at.webp)
+
+### Step 14 — Press: Cmd+Shift+D
+
+The file that needs to be moved into Q3 is located on desktop home screen, but normally the file can be located anywhere and finding the file location is the first task before moving. In this case the file location is known and is located at desktop directory, so open the desktop directory use key command.
+
+![Step 14](vision/frames/step_0014_20260713_111658_at.webp)
+
+### Step 15 — Type: sample
+
+Once in the desktop directory find and select the text file named sample.
+
+![Step 15](vision/frames/step_0015_20260713_111715_at.webp)
+
+### Step 16 — Press: Cmd+C
+
+After selecting the sample.txt file use the copy key command (Cmd+C) to copy the file.
+
+![Step 16](vision/frames/step_0016_20260713_111744_at.webp)
+
+### Step 17 — Press: Cmd+Shift+G
+
+After the file is copied use the key command (Cmd+Shift+G) to open a small text field in Finder where you type a folder path and press Enter to jump straight there.
+
+![Step 17](vision/frames/step_0017_20260713_111755_at.webp)
+
+### Step 18 — Type: ~/Documents/Projects/2026/Q3
+
+Once the text field is open type the file path to Q3 folder.
+
+![Step 18](vision/frames/step_0018_20260713_111817_at.webp)
+
+### Step 19 — Press: Enter
+
+After entering the file path press enter to jump straight to the Q3 nested folder.
+
+![Step 19](vision/frames/step_0019_20260713_111847_at.webp)
+
+### Step 20 — Press: Cmd+Option+V
+
+Once in Q3 folder use the key command (Cmd+Option+V) to paste the copied sample.txt file.
+
+![Step 20](vision/frames/step_0020_20260713_111854_at.webp)
+
+## Notes & Edge Cases
+
+1. Certain keyboard shortcuts also have manual mouse based alternatives, so when a key command fails or changes due to an update, navigate manually using the mouse as an alternative to the keyboard shortcut, and vice-versa.
+2. The nested directory can be created using the both manual navigating the interface and using the terminal commands, when one method fails another can be used as an alternative. But always select the fastest and efficient method for performing the task and use the manual navigation as fallback in case of failure.
+3. The folders, files, and file paths are for demonstration purposes only. The actual folders, files, and file paths vary based on the user's own system and environment. This only demonstrates how the task, sub-task, and so on are performed, so always verify the folders, files, file paths, and folder locations when performing the tasks.
diff --git a/data/sessions/finder-nested-folders-2/metadata.json b/data/sessions/finder-nested-folders-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1fb42855fefea03d581406c26bd99f5ff4bfb804
--- /dev/null
+++ b/data/sessions/finder-nested-folders-2/metadata.json
@@ -0,0 +1,295 @@
+{
+  "memory_name": "finder-nested-folders-2",
+  "memory_description": "",
+  "session_id": "4cf3e58a-edca-4789-9dd8-01ae786951e7",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-13T10:55:35.133561244Z",
+  "completed_at": "2026-07-13T11:21:01.674028275Z",
+  "total_steps": 20,
+  "annotated_steps": 20,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-13T11:13:43.041Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260713_111343_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260713_111343_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260713_111343_after.webp",
+      "raw_command": "Pressed: Cmd+Shift+O",
+      "converted_command": "Press: Cmd+Shift+O"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-13T11:14:10.564Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260713_111410_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260713_111410_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260713_111410_after.webp",
+      "raw_command": "Pressed: Cmd+Shift+N",
+      "converted_command": "Press: Cmd+Shift+N"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-13T11:14:19.732Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260713_111419_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260713_111419_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260713_111419_after.webp",
+      "raw_command": "Typed: Projects",
+      "converted_command": "Type: Projects"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-13T11:14:32.516Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260713_111432_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260713_111432_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260713_111432_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-13T11:14:46.698Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260713_111446_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260713_111446_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260713_111446_after.webp",
+      "raw_command": "Pressed: Cmd+Down",
+      "converted_command": "Press: Cmd+Down"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-13T11:15:04.128Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260713_111504_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260713_111504_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260713_111504_after.webp",
+      "raw_command": "Pressed: Cmd+Shift+N",
+      "converted_command": "Press: Cmd+Shift+N"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-13T11:15:12.226Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0007_20260713_111512_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260713_111512_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260713_111512_after.webp",
+      "raw_command": "Typed: 2026",
+      "converted_command": "Type: 2026"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-13T11:15:20.476Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0008_20260713_111520_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260713_111520_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260713_111520_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-13T11:15:32.668Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260713_111532_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260713_111532_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260713_111532_after.webp",
+      "raw_command": "Pressed: Cmd+Down",
+      "converted_command": "Press: Cmd+Down"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-13T11:15:47.160Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0010_20260713_111547_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260713_111547_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260713_111547_after.webp",
+      "raw_command": "Pressed: Cmd+Shift+N",
+      "converted_command": "Press: Cmd+Shift+N"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-13T11:16:01.816Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0011_20260713_111601_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260713_111601_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260713_111601_after.webp",
+      "raw_command": "Typed: Q3",
+      "converted_command": "Type: Q3"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-13T11:16:12.607Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0012_20260713_111612_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260713_111612_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260713_111612_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-13T11:16:23.664Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0013_20260713_111623_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260713_111623_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260713_111623_after.webp",
+      "raw_command": "Pressed: Cmd+Down",
+      "converted_command": "Press: Cmd+Down"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-13T11:16:58.913Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0014_20260713_111658_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0014_20260713_111658_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260713_111658_after.webp",
+      "raw_command": "Pressed: Cmd+Shift+D",
+      "converted_command": "Press: Cmd+Shift+D"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-13T11:17:15.906Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0015_20260713_111715_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0015_20260713_111715_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260713_111715_after.webp",
+      "raw_command": "Typed: sample",
+      "converted_command": "Type: sample"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-07-13T11:17:44.033Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0016_20260713_111744_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0016_20260713_111744_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260713_111744_after.webp",
+      "raw_command": "Pressed: Cmd+C",
+      "converted_command": "Press: Cmd+C"
+    },
+    {
+      "step_id": 17,
+      "timestamp": "2026-07-13T11:17:55.739Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0017_20260713_111755_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0017_20260713_111755_before.webp",
+      "after_image_path": "vision/frames/step_0017_20260713_111755_after.webp",
+      "raw_command": "Pressed: Cmd+Shift+G",
+      "converted_command": "Press: Cmd+Shift+G"
+    },
+    {
+      "step_id": 18,
+      "timestamp": "2026-07-13T11:18:17.524Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0018_20260713_111817_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0018_20260713_111817_before.webp",
+      "after_image_path": "vision/frames/step_0018_20260713_111817_after.webp",
+      "raw_command": "Typed: ~/Documents/Projects/2026/Q3",
+      "converted_command": "Type: ~/Documents/Projects/2026/Q3"
+    },
+    {
+      "step_id": 19,
+      "timestamp": "2026-07-13T11:18:47.728Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0019_20260713_111847_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0019_20260713_111847_before.webp",
+      "after_image_path": "vision/frames/step_0019_20260713_111847_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 20,
+      "timestamp": "2026-07-13T11:18:54.715Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0020_20260713_111854_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0020_20260713_111854_before.webp",
+      "after_image_path": "vision/frames/step_0020_20260713_111854_after.webp",
+      "raw_command": "Pressed: Cmd+Option+V",
+      "converted_command": "Press: Cmd+Option+V"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-nested-folders-2/reasoning/reasoning.jsonl b/data/sessions/finder-nested-folders-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..17090bff9aa5ce8399b398c0945c1b2b3e52ad3b
--- /dev/null
+++ b/data/sessions/finder-nested-folders-2/reasoning/reasoning.jsonl
@@ -0,0 +1,20 @@
+{"step_id": 1, "timestamp_action": "2026-07-13T11:13:43.041Z", "timestamp_annotated": "2026-08-04T08:52:35.175162+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Shift+O", "converted_command": "Press: Cmd+Shift+O", "image_path": "vision/frames/step_0001_20260713_111343_at.webp", "reasoning": "The task is creating nested folders. For that the first step is to open the finder and select the directory where the folder is intended to be created.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-13T11:14:10.564Z", "timestamp_annotated": "2026-08-04T08:55:02.791831+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Shift+N", "converted_command": "Press: Cmd+Shift+N", "image_path": "vision/frames/step_0002_20260713_111410_at.webp", "reasoning": "Once in the directory in the finder is open use key commands to create a new folder.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-13T11:14:19.732Z", "timestamp_annotated": "2026-08-04T09:03:17.673520+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Projects", "converted_command": "Type: Projects", "image_path": "vision/frames/step_0003_20260713_111419_at.webp", "reasoning": "A folder with a pre-filled name untitled folder selected by default. Normally there is no need to backspace and typing the required folder name should name the folder. In this case the folder is named as Projects.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-13T11:14:32.516Z", "timestamp_annotated": "2026-08-04T09:00:17.060515+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0004_20260713_111432_at.webp", "reasoning": "Once the name is typed pressing the enter button finalizes the folder name.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-13T11:14:46.698Z", "timestamp_annotated": "2026-08-04T09:15:07.508062+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Down", "converted_command": "Press: Cmd+Down", "image_path": "vision/frames/step_0005_20260713_111446_at.webp", "reasoning": "To create the nested folder first open the newly created folder using the key command or by double left mouse click.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-13T11:15:04.128Z", "timestamp_annotated": "2026-08-04T09:17:31.467408+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Shift+N", "converted_command": "Press: Cmd+Shift+N", "image_path": "vision/frames/step_0006_20260713_111504_at.webp", "reasoning": "Once the folder is open use the key command to create a new folder.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-13T11:15:12.226Z", "timestamp_annotated": "2026-08-04T09:22:10.144465+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 2026", "converted_command": "Type: 2026", "image_path": "vision/frames/step_0007_20260713_111512_at.webp", "reasoning": "Just like in the step 3 the system will ask to enter the new folder name that was created inside the Projects folder as a nested folder. In this case the data is being segregated by year and the current year is 2026 the folder will be named as 2026.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-13T11:15:20.476Z", "timestamp_annotated": "2026-08-04T09:37:45.064038+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0008_20260713_111520_at.webp", "reasoning": "After name typing is done press enter to finalize the folder name.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-13T11:15:32.668Z", "timestamp_annotated": "2026-08-04T09:39:26.869034+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Down", "converted_command": "Press: Cmd+Down", "image_path": "vision/frames/step_0009_20260713_111532_at.webp", "reasoning": "Repeat step 5 to open the newly created 2026 folder because the data is further drilled down into quarters to organize the data more accurately.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-13T11:15:47.160Z", "timestamp_annotated": "2026-08-04T09:40:12.483609+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Shift+N", "converted_command": "Press: Cmd+Shift+N", "image_path": "vision/frames/step_0010_20260713_111547_at.webp", "reasoning": "Repeat step 2 to create a new folder inside the folder 2026.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-13T11:16:01.816Z", "timestamp_annotated": "2026-08-04T10:11:38.047193+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Q3", "converted_command": "Type: Q3", "image_path": "vision/frames/step_0011_20260713_111601_at.webp", "reasoning": "At the time of creation the current quarter is Q3 so the folder will be named Q3.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-13T11:16:12.607Z", "timestamp_annotated": "2026-08-04T10:14:43.581569+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0012_20260713_111612_at.webp", "reasoning": "After typing the folder name press enter to finalize the folder name.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-13T11:16:23.664Z", "timestamp_annotated": "2026-08-04T10:24:17.674527+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Down", "converted_command": "Press: Cmd+Down", "image_path": "vision/frames/step_0013_20260713_111623_at.webp", "reasoning": "Once the folder is finalized and nested folders are prepared for the task, open the folder to move the file that belongs to quarter 3.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-13T11:16:58.913Z", "timestamp_annotated": "2026-08-04T11:13:25.418884+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Shift+D", "converted_command": "Press: Cmd+Shift+D", "image_path": "vision/frames/step_0014_20260713_111658_at.webp", "reasoning": "The file that needs to be moved into Q3 is located on desktop home screen, but normally the file can be located anywhere and finding the file location is the first task before moving. In this case the file location is known and is located at desktop directory, so open the desktop directory use key command.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-13T11:17:15.906Z", "timestamp_annotated": "2026-08-04T11:25:17.496326+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: sample", "converted_command": "Type: sample", "image_path": "vision/frames/step_0015_20260713_111715_at.webp", "reasoning": "Once in the desktop directory find and select the text file named sample.", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-07-13T11:17:44.033Z", "timestamp_annotated": "2026-08-04T11:26:19.568791+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+C", "converted_command": "Press: Cmd+C", "image_path": "vision/frames/step_0016_20260713_111744_at.webp", "reasoning": "After selecting the sample.txt file use the copy key command (Cmd+C) to copy the file.", "skipped": false}
+{"step_id": 17, "timestamp_action": "2026-07-13T11:17:55.739Z", "timestamp_annotated": "2026-08-04T11:37:51.548869+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Shift+G", "converted_command": "Press: Cmd+Shift+G", "image_path": "vision/frames/step_0017_20260713_111755_at.webp", "reasoning": "After the file is copied use the key command (Cmd+Shift+G) to open a small text field in Finder where you type a folder path and press Enter to jump straight there.", "skipped": false}
+{"step_id": 18, "timestamp_action": "2026-07-13T11:18:17.524Z", "timestamp_annotated": "2026-08-04T11:38:34.961783+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: ~/Documents/Projects/2026/Q3", "converted_command": "Type: ~/Documents/Projects/2026/Q3", "image_path": "vision/frames/step_0018_20260713_111817_at.webp", "reasoning": "Once the text field is open type the file path to Q3 folder.", "skipped": false}
+{"step_id": 19, "timestamp_action": "2026-07-13T11:18:47.728Z", "timestamp_annotated": "2026-08-04T11:39:10.014693+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0019_20260713_111847_at.webp", "reasoning": "After entering the file path press enter to jump straight to the Q3 nested folder.", "skipped": false}
+{"step_id": 20, "timestamp_action": "2026-07-13T11:18:54.715Z", "timestamp_annotated": "2026-08-04T11:40:37.652454+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Option+V", "converted_command": "Press: Cmd+Option+V", "image_path": "vision/frames/step_0020_20260713_111854_at.webp", "reasoning": "Once in Q3 folder use the key command (Cmd+Option+V) to paste the copied sample.txt file.", "skipped": false}
diff --git a/data/sessions/finder-nested-folders-2/sync_log.json b/data/sessions/finder-nested-folders-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..8edc5595ad8767884bd243580ac4289456a26c80
--- /dev/null
+++ b/data/sessions/finder-nested-folders-2/sync_log.json
@@ -0,0 +1,474 @@
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diff --git a/data/sessions/finder-nested-folders-3/commands/actuation_commands.json b/data/sessions/finder-nested-folders-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..98c112fd66cb186ab035b3235103a6593dd3ec64
--- /dev/null
+++ b/data/sessions/finder-nested-folders-3/commands/actuation_commands.json
@@ -0,0 +1,154 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 207,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 943,
+    "mouse_y": 1028,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=943, Y=1028",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:53:11.685Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 248,
+    "is_heartbeat": false,
+    "is_here_command": true,
+    "mouse_x": 943,
+    "mouse_y": 1028,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=943, Y=1028",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:53:17.846Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 512,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: mkdir -p ~/Documents/Projects/2026/Q3",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:54:46.668Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 164,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:55:11.712Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 255,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: mv ~/Desktop/Sample.txt ~/Documents/Projects/2026/Q3/",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:55:27.695Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 187,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:55:42.825Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 219,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: ls ~/Documents/Projects/2026/Q3",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:56:03.748Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f178cc90-8388-4dc8-8074-ff1b1b52925f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 173,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-51543f57-4919-40be-ac94-c136b0f0ca96",
+    "success": true,
+    "timestamp": "2026-07-13T11:56:11.124Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-nested-folders-3/commands/cc_commands.json b/data/sessions/finder-nested-folders-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c477c60fdf625f58791903eee110491104df03e
--- /dev/null
+++ b/data/sessions/finder-nested-folders-3/commands/cc_commands.json
@@ -0,0 +1,42 @@
+[
+  {
+    "command": "943 1028 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "943 1028 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "type mkdir -p ~/Documents/Projects/2026/Q3",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "type mv ~/Desktop/Sample.txt ~/Documents/Projects/2026/Q3/",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "type ls ~/Documents/Projects/2026/Q3",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 8
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-nested-folders-3/commands/converted_input.md b/data/sessions/finder-nested-folders-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..011b9befb2c36fd87dd0d506a5ee8d6a09601899
--- /dev/null
+++ b/data/sessions/finder-nested-folders-3/commands/converted_input.md
@@ -0,0 +1,14 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-13 11:53:11 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-13T11:53:11.685Z | Move-cursor at (943, 1028) |
+|    2 | 2026-07-13T11:53:17.846Z | Left-click at (943, 1028) |
+|    3 | 2026-07-13T11:54:46.668Z | Type: mkdir -p ~/Documents/Projects/2026/Q3 |
+|    4 | 2026-07-13T11:55:11.712Z | Press: Enter |
+|    5 | 2026-07-13T11:55:27.695Z | Type: mv ~/Desktop/Sample.txt ~/Documents/Projects/2026/Q3/ |
+|    6 | 2026-07-13T11:55:42.825Z | Press: Enter |
+|    7 | 2026-07-13T11:56:03.748Z | Type: ls ~/Documents/Projects/2026/Q3 |
+|    8 | 2026-07-13T11:56:11.124Z | Press: Enter |
diff --git a/data/sessions/finder-nested-folders-3/commands/raw_input.md b/data/sessions/finder-nested-folders-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..89131f9d6f8eaed05aa7d4bce12df7cd56e998fc
--- /dev/null
+++ b/data/sessions/finder-nested-folders-3/commands/raw_input.md
@@ -0,0 +1,14 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-13 11:53:11 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-13T11:53:11.685Z | Moved cursor to at X=943, Y=1028 |
+|    2 | 2026-07-13T11:53:17.846Z | Left-clicked at X=943, Y=1028 |
+|    3 | 2026-07-13T11:54:46.668Z | Typed: mkdir -p ~/Documents/Projects/2026/Q3 |
+|    4 | 2026-07-13T11:55:11.712Z | Pressed: Return |
+|    5 | 2026-07-13T11:55:27.695Z | Typed: mv ~/Desktop/Sample.txt ~/Documents/Projects/2026/Q3/ |
+|    6 | 2026-07-13T11:55:42.825Z | Pressed: Return |
+|    7 | 2026-07-13T11:56:03.748Z | Typed: ls ~/Documents/Projects/2026/Q3 |
+|    8 | 2026-07-13T11:56:11.124Z | Pressed: Return |
diff --git a/data/sessions/finder-nested-folders-3/memory.md b/data/sessions/finder-nested-folders-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..4fc92bffa462afc67ffc9b80ed250542db1b9bc8
--- /dev/null
+++ b/data/sessions/finder-nested-folders-3/memory.md
@@ -0,0 +1,78 @@
+# Memory: finder-nested-folders-3
+
+## Overview
+Create a nested folder hierarchy and file a loose file into the deepest level
+from the **terminal**. This memory opens a shell from the Dock, builds the whole
+`Documents/Projects/2026/Q3/` path in one `mkdir -p`, relocates the target file
+from the Desktop into `Q3/` with `mv`, then lists the directory to confirm the
+file landed. Use it when the environment offers a shell and the whole
+"categorize a file into a project → year → quarter tree" goal collapses into two
+commands and a check, rather than a walk through a file manager.
+
+## Prerequisites
+- Runs on macOS with Finder available (the GUI path uses Finder's context-menu
+  "New Folder" and drag-to-move; the terminal and keyboard modalities reach the
+  same end state on the same system).
+- A file to be organized already exists and is locatable — this memory relocates a
+  file, it does not create one. Its name and location differ from machine to
+  machine, so identify the target file at run time rather than assuming a fixed
+  path.
+- Write access to the location where the folder tree is created, and no folder of
+  the same name already exists at that level (otherwise the create step collides or
+  renames).
+
+## Steps
+
+### Step 1 — Move-cursor at (943, 1028)
+
+The task is to create a nested folder/directory using the terminal so find the terminal and navigate the cursor to the terminal icon. In this case the terminal icon is in the dock so guide the cursor to terminal icon in dock.
+
+![Step 1](vision/frames/step_0001_20260713_115311_at.webp)
+
+### Step 2 — Left-click at (943, 1028)
+
+Once the cursor is at the terminal icon located in dock left click to open the terminal.
+
+![Step 2](vision/frames/step_0002_20260713_115317_at.webp)
+
+### Step 3 — Type: mkdir -p ~/Documents/Projects/2026/Q3
+
+After the terminal opens type the make directory command mkdir to create the nested directory along with the file path where the nested folder is planned to be placed.
+
+![Step 3](vision/frames/step_0003_20260713_115446_at.webp)
+
+### Step 4 — Press: Enter
+
+After typing the command press enter to run the command.
+
+![Step 4](vision/frames/step_0004_20260713_115511_at.webp)
+
+### Step 5 — Type: mv ~/Desktop/Sample.txt ~/Documents/Projects/2026/Q3/
+
+Once the directory is created move the sample.txt file located in desktop directory to the newly created nested folder. In this case the data for a project is being organized based on the year it started and drilled down to quarter of the year to refine data organization. Type the move command to move the sample.txt to nested folder inside Q3 folder because the project file was created in Q3 of 2026.
+
+![Step 5](vision/frames/step_0005_20260713_115527_at.webp)
+
+### Step 6 — Press: Enter
+
+After typing the command press enter to run the command.
+
+![Step 6](vision/frames/step_0006_20260713_115542_at.webp)
+
+### Step 7 — Type: ls ~/Documents/Projects/2026/Q3
+
+Once the command is run the file is moved from Desktop directory to Q3 directory. To check if the file is in the intended directory use the ls command with path to Q3 folder.
+
+![Step 7](vision/frames/step_0007_20260713_115603_at.webp)
+
+### Step 8 — Press: Enter
+
+After typing the command press enter. The command will list the files and directories inside Q3 folder and the file sample.txt should be present.
+
+![Step 8](vision/frames/step_0008_20260713_115611_at.webp)
+
+## Notes & Edge Cases
+1. The quickest way to create nested directories, move files, and so on is to use the terminal, but knowing the path beforehand is recommended to avoid the files being misplaced.
+2. Always check if the file has landed on the intended page because in some rare cases the file might not land in the intended location or a wrong command can delete/corrupt/place in an unintended location, so always check the command before hitting enter to run it.
+3. The folders, files, and file paths are for demonstration purposes only. The actual folders, files, and file paths vary based on the user's own system and environment. This only demonstrates how the task, sub-task, and so on are performed, so always verify the folders, files, file paths, and folder locations when performing the tasks.
+4. When an app is opened by clicking on the app icon the system automatically focuses on the window that just opened, but in rare cases the window is not focused, so in those cases it is recommended to move the cursor to the window that just opened and use left click to focus the window.
diff --git a/data/sessions/finder-nested-folders-3/metadata.json b/data/sessions/finder-nested-folders-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d99cd4e24dfdbb0b461881fc3401ce08d1e4bef8
--- /dev/null
+++ b/data/sessions/finder-nested-folders-3/metadata.json
@@ -0,0 +1,139 @@
+{
+  "memory_name": "finder-nested-folders-3",
+  "memory_description": "",
+  "session_id": "353e246b-87eb-497a-a6c2-0bf4d44cc7ef",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-13T11:49:15.990622963Z",
+  "completed_at": "2026-07-13T11:56:31.849963369Z",
+  "total_steps": 8,
+  "annotated_steps": 8,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-13T11:53:11.685Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260713_115311_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260713_115311_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260713_115311_after.webp",
+      "raw_command": "Moved cursor to at X=943, Y=1028",
+      "converted_command": "Move-cursor at (943, 1028)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-13T11:53:17.846Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260713_115317_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260713_115317_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260713_115317_after.webp",
+      "raw_command": "Left-clicked at X=943, Y=1028",
+      "converted_command": "Left-click at (943, 1028)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-13T11:54:46.668Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260713_115446_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260713_115446_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260713_115446_after.webp",
+      "raw_command": "Typed: mkdir -p ~/Documents/Projects/2026/Q3",
+      "converted_command": "Type: mkdir -p ~/Documents/Projects/2026/Q3"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-13T11:55:11.712Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260713_115511_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260713_115511_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260713_115511_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-13T11:55:27.695Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0005_20260713_115527_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260713_115527_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260713_115527_after.webp",
+      "raw_command": "Typed: mv ~/Desktop/Sample.txt ~/Documents/Projects/2026/Q3/",
+      "converted_command": "Type: mv ~/Desktop/Sample.txt ~/Documents/Projects/2026/Q3/"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-13T11:55:42.825Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260713_115542_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260713_115542_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260713_115542_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-13T11:56:03.748Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0007_20260713_115603_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260713_115603_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260713_115603_after.webp",
+      "raw_command": "Typed: ls ~/Documents/Projects/2026/Q3",
+      "converted_command": "Type: ls ~/Documents/Projects/2026/Q3"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-13T11:56:11.124Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0008_20260713_115611_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260713_115611_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260713_115611_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-nested-folders-3/reasoning/reasoning.jsonl b/data/sessions/finder-nested-folders-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f8682d2155edc697a66202ae9dc1d2047cfa836c
--- /dev/null
+++ b/data/sessions/finder-nested-folders-3/reasoning/reasoning.jsonl
@@ -0,0 +1,8 @@
+{"step_id": 1, "timestamp_action": "2026-07-13T11:53:11.685Z", "timestamp_annotated": "2026-08-04T12:37:16.170035+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=943, Y=1028", "converted_command": "Move-cursor at (943, 1028)", "image_path": "vision/frames/step_0001_20260713_115311_at.webp", "reasoning": "The task is to create a nested folder/directory using the terminal so find the terminal and navigate the cursor to the terminal icon. In this case the terminal icon is in the dock so guide the cursor to terminal icon in dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-13T11:53:17.846Z", "timestamp_annotated": "2026-08-04T12:06:18.240461+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=943, Y=1028", "converted_command": "Left-click at (943, 1028)", "image_path": "vision/frames/step_0002_20260713_115317_at.webp", "reasoning": "Once the cursor is at the terminal icon located in dock left click to open the terminal.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-13T11:54:46.668Z", "timestamp_annotated": "2026-08-04T12:10:41.317736+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: mkdir -p ~/Documents/Projects/2026/Q3", "converted_command": "Type: mkdir -p ~/Documents/Projects/2026/Q3", "image_path": "vision/frames/step_0003_20260713_115446_at.webp", "reasoning": "After the terminal opens type the make directory command mkdir to create the nested directory along with the file path where the nested folder is planned to be placed.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-13T11:55:11.712Z", "timestamp_annotated": "2026-08-04T12:38:02.572237+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0004_20260713_115511_at.webp", "reasoning": "After typing the command press enter to run the command.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-13T11:55:27.695Z", "timestamp_annotated": "2026-08-04T12:42:49.321639+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: mv ~/Desktop/Sample.txt ~/Documents/Projects/2026/Q3/", "converted_command": "Type: mv ~/Desktop/Sample.txt ~/Documents/Projects/2026/Q3/", "image_path": "vision/frames/step_0005_20260713_115527_at.webp", "reasoning": "Once the directory is created move the sample.txt file located in desktop directory to the newly created nested folder. In this case the data for a project is being organized based on the year it started and drilled down to quarter of the year to refine data organization. Type the move command to move the sample.txt to nested folder inside Q3 folder because the project file was created in Q3 of 2026.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-13T11:55:42.825Z", "timestamp_annotated": "2026-08-04T12:43:35.730657+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0006_20260713_115542_at.webp", "reasoning": "After typing the command press enter to run the command.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-13T11:56:03.748Z", "timestamp_annotated": "2026-08-04T12:45:22.593448+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: ls ~/Documents/Projects/2026/Q3", "converted_command": "Type: ls ~/Documents/Projects/2026/Q3", "image_path": "vision/frames/step_0007_20260713_115603_at.webp", "reasoning": "Once the command is run the file is moved from Desktop directory to Q3 directory. To check if the file is in the intended directory use the ls command with path to Q3 folder.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-13T11:56:11.124Z", "timestamp_annotated": "2026-08-04T12:46:47.087130+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0008_20260713_115611_at.webp", "reasoning": "After typing the command press enter. The command will list the files and directories inside Q3 folder and the file sample.txt should be present.", "skipped": false}
diff --git a/data/sessions/finder-nested-folders-3/sync_log.json b/data/sessions/finder-nested-folders-3/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1a6252bcf1f28db9809e3960266af768cb9ed4b
--- /dev/null
+++ b/data/sessions/finder-nested-folders-3/sync_log.json
@@ -0,0 +1,222 @@
+{
+  "session_id": "353e246b-87eb-497a-a6c2-0bf4d44cc7ef",
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+      "last_error": null
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+      "failed_permanent": false,
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-nested-folders-3/vision/frames/step_0003_20260713_115446_after.webp",
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diff --git a/data/sessions/finder-nested-folders/commands/cc_commands.json b/data/sessions/finder-nested-folders/commands/cc_commands.json
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index 0000000000000000000000000000000000000000..970dfea03de817c2f47de1ef50c5706c2548ce82
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+    "step_id": 4
+  },
+  {
+    "command": "840 264 move",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "840 264 right",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "878 278 move",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "878 278 left",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "type Projects",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "821 250 double",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "821 250 right",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "841 258 move",
+    "os": "MACOS",
+    "step_id": 13
+  },
+  {
+    "command": "841 258 left",
+    "os": "MACOS",
+    "step_id": 14
+  },
+  {
+    "command": "type 2026",
+    "os": "MACOS",
+    "step_id": 15
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 16
+  },
+  {
+    "command": "818 251 double",
+    "os": "MACOS",
+    "step_id": 17
+  },
+  {
+    "command": "818 251 right",
+    "os": "MACOS",
+    "step_id": 18
+  },
+  {
+    "command": "877 261 move",
+    "os": "MACOS",
+    "step_id": 19
+  },
+  {
+    "command": "877 261 left",
+    "os": "MACOS",
+    "step_id": 20
+  },
+  {
+    "command": "type Q3",
+    "os": "MACOS",
+    "step_id": 21
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 22
+  },
+  {
+    "command": "816 252 double",
+    "os": "MACOS",
+    "step_id": 23
+  },
+  {
+    "command": "1851 62 move",
+    "os": "MACOS",
+    "step_id": 24
+  },
+  {
+    "command": "877 261 hold",
+    "os": "MACOS",
+    "step_id": 25
+  },
+  {
+    "command": "877 261 left",
+    "os": "MACOS",
+    "step_id": 26
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-nested-folders/commands/converted_input.md b/data/sessions/finder-nested-folders/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..0b8785d918787fd08f992e865b1ef9eb5b7d03f0
--- /dev/null
+++ b/data/sessions/finder-nested-folders/commands/converted_input.md
@@ -0,0 +1,32 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-09 15:17:24 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-09T15:17:24.441Z | Move-cursor at (604, 1028) |
+|    2 | 2026-07-09T15:17:29.202Z | Left-click at (604, 1028) |
+|    3 | 2026-07-09T15:17:53.972Z | Move-cursor at (597, 329) |
+|    4 | 2026-07-09T15:17:59.802Z | Left-click at (597, 329) |
+|    5 | 2026-07-09T15:18:24.822Z | Move-cursor at (840, 264) |
+|    6 | 2026-07-09T15:18:30.672Z | Right-click at (840, 264) |
+|    7 | 2026-07-09T15:18:54.929Z | Move-cursor at (878, 278) |
+|    8 | 2026-07-09T15:19:00.866Z | Left-click at (878, 278) |
+|    9 | 2026-07-09T15:19:14.930Z | Type: Projects |
+|   10 | 2026-07-09T15:19:41.404Z | Press: Enter |
+|   11 | 2026-07-09T15:19:58.113Z | Double-click at (821, 250) |
+|   12 | 2026-07-09T15:20:06.241Z | Right-click at (821, 250) |
+|   13 | 2026-07-09T15:20:21.091Z | Move-cursor at (841, 258) |
+|   14 | 2026-07-09T15:20:31.715Z | Left-click at (841, 258) |
+|   15 | 2026-07-09T15:20:42.123Z | Type: 2026 |
+|   16 | 2026-07-09T15:21:14.987Z | Press: Enter |
+|   17 | 2026-07-09T15:21:50.537Z | Double-click at (818, 251) |
+|   18 | 2026-07-09T15:21:57.843Z | Right-click at (818, 251) |
+|   19 | 2026-07-09T15:22:12.181Z | Move-cursor at (877, 261) |
+|   20 | 2026-07-09T15:22:19.723Z | Left-click at (877, 261) |
+|   21 | 2026-07-09T15:23:20.227Z | Type: Q3 |
+|   22 | 2026-07-09T15:23:32.431Z | Press: Enter |
+|   23 | 2026-07-09T15:23:41.933Z | Double-click at (816, 252) |
+|   24 | 2026-07-09T15:23:57.356Z | Move-cursor at (1851, 62) |
+|   25 | 2026-07-09T15:25:50.643Z | Hold at (877, 261) |
+|   26 | 2026-07-09T15:25:59.401Z | Left-click at (877, 261) |
diff --git a/data/sessions/finder-nested-folders/commands/raw_input.md b/data/sessions/finder-nested-folders/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..72dd6e1733b187c47744edcd3162fe7a37deb8a6
--- /dev/null
+++ b/data/sessions/finder-nested-folders/commands/raw_input.md
@@ -0,0 +1,32 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-09 15:17:24 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-09T15:17:24.441Z | Moved cursor to at X=604, Y=1028 |
+|    2 | 2026-07-09T15:17:29.202Z | Left-clicked at X=604, Y=1028 |
+|    3 | 2026-07-09T15:17:53.972Z | Moved cursor to at X=597, Y=329 |
+|    4 | 2026-07-09T15:17:59.802Z | Left-clicked at X=597, Y=329 |
+|    5 | 2026-07-09T15:18:24.822Z | Moved cursor to at X=840, Y=264 |
+|    6 | 2026-07-09T15:18:30.672Z | Right-clicked at X=840, Y=264 |
+|    7 | 2026-07-09T15:18:54.929Z | Moved cursor to at X=878, Y=278 |
+|    8 | 2026-07-09T15:19:00.866Z | Left-clicked at X=878, Y=278 |
+|    9 | 2026-07-09T15:19:14.930Z | Typed: Projects |
+|   10 | 2026-07-09T15:19:41.404Z | Pressed: Return |
+|   11 | 2026-07-09T15:19:58.113Z | Double-clicked at X=821, Y=250 |
+|   12 | 2026-07-09T15:20:06.241Z | Right-clicked at X=821, Y=250 |
+|   13 | 2026-07-09T15:20:21.091Z | Moved cursor to at X=841, Y=258 |
+|   14 | 2026-07-09T15:20:31.715Z | Left-clicked at X=841, Y=258 |
+|   15 | 2026-07-09T15:20:42.123Z | Typed: 2026 |
+|   16 | 2026-07-09T15:21:14.987Z | Pressed: Return |
+|   17 | 2026-07-09T15:21:50.537Z | Double-clicked at X=818, Y=251 |
+|   18 | 2026-07-09T15:21:57.843Z | Right-clicked at X=818, Y=251 |
+|   19 | 2026-07-09T15:22:12.181Z | Moved cursor to at X=877, Y=261 |
+|   20 | 2026-07-09T15:22:19.723Z | Left-clicked at X=877, Y=261 |
+|   21 | 2026-07-09T15:23:20.227Z | Typed: Q3 |
+|   22 | 2026-07-09T15:23:32.431Z | Pressed: Return |
+|   23 | 2026-07-09T15:23:41.933Z | Double-clicked at X=816, Y=252 |
+|   24 | 2026-07-09T15:23:57.356Z | Moved cursor to at X=1851, Y=62 |
+|   25 | 2026-07-09T15:25:50.643Z | Held button at at X=877, Y=261 |
+|   26 | 2026-07-09T15:25:59.401Z | Left-clicked at X=877, Y=261 |
diff --git a/data/sessions/finder-nested-folders/memory.md b/data/sessions/finder-nested-folders/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..c82a93d33fdd632b0a5dff959a72b85ab1ef65b8
--- /dev/null
+++ b/data/sessions/finder-nested-folders/memory.md
@@ -0,0 +1,188 @@
+# Memory: finder-nested-folders
+
+## Overview
+Create a nested folder hierarchy in macOS Finder and move a file into the deepest
+level to organize it. This memory builds `Documents/Projects/2026/Q3/` one level at
+a time via the Finder context menu, then drags `Sample.txt` from the Desktop into
+`Q3/`. Use it when a loose file needs to be filed into a categorized, dated
+directory tree (project → year → quarter).
+
+## Prerequisites
+- Runs on macOS with Finder available (the GUI path uses Finder's context-menu
+  "New Folder" and drag-to-move; the terminal and keyboard modalities reach the
+  same end state on the same system).
+- A file to be organized already exists and is locatable — this memory relocates a
+  file, it does not create one. Its name and location differ from machine to
+  machine, so identify the target file at run time rather than assuming a fixed
+  path.
+- Write access to the location where the folder tree is created, and no folder of
+  the same name already exists at that level (otherwise the create step collides or
+  renames).
+
+## Steps
+
+### Step 1 — Move-cursor at (604, 1028)
+
+Moved the cursor from initial state to Finder app icon located in dock as a shortcut to the application.
+
+![Step 1](vision/frames/step_0001_20260709_151724_at.webp)
+
+### Step 2 — Left-click at (604, 1028)
+
+After moving the cursor left click on the Finder to open the Finder.
+
+![Step 2](vision/frames/step_0002_20260709_151729_at.webp)
+
+### Step 3 — Move-cursor at (597, 329)
+
+Once the Finder is open move the cursor to where the folder needs to be created and in this case the folder is created in Documents directory, so find the location to the documents directory and move the cursor to the documents directory in Finder.
+
+![Step 3](vision/frames/step_0003_20260709_151753_at.webp)
+
+### Step 4 — Left-click at (597, 329)
+
+Once the cursor is in position to the Documents directory use left click to open the directory.
+
+![Step 4](vision/frames/step_0004_20260709_151759_at.webp)
+
+### Step 5 — Move-cursor at (840, 264)
+
+Once the Documents directory is open in content pane move the cursor in an empty space within content pane.
+
+![Step 5](vision/frames/step_0005_20260709_151824_at.webp)
+
+### Step 6 — Right-click at (840, 264)
+
+After moving the cursor to content pane right click to open the context menu.
+
+![Step 6](vision/frames/step_0006_20260709_151830_at.webp)
+
+### Step 7 — Move-cursor at (878, 278)
+
+Once the context menu is open find the New Folder option and move the cursor to the option.
+
+![Step 7](vision/frames/step_0007_20260709_151854_at.webp)
+
+### Step 8 — Left-click at (878, 278)
+
+After moving the cursor to New Folder option left click to create the new folder.
+
+![Step 8](vision/frames/step_0008_20260709_151900_at.webp)
+
+### Step 9 — Type: Projects
+
+After the left click a folder will be created and request for a name where any desired name can be added and in this case it's Projects.
+
+![Step 9](vision/frames/step_0009_20260709_151914_at.webp)
+
+### Step 10 — Press: Enter
+
+After the typing the folder name press Enter to finalize the folder creation.
+
+![Step 10](vision/frames/step_0010_20260709_151941_at.webp)
+
+### Step 11 — Double-click at (821, 250)
+
+Once the folder is created double click to open the folder.
+
+![Step 11](vision/frames/step_0011_20260709_151958_at.webp)
+
+### Step 12 — Right-click at (821, 250)
+
+Once the content pane for the Projects folder is open, another folder has to be created for organizing, so repeat the same process of creating the folder. Right click to open the context menu.
+
+![Step 12](vision/frames/step_0012_20260709_152006_at.webp)
+
+### Step 13 — Move-cursor at (841, 258)
+
+Once the context menu is open move the cursor to New Folder option.
+
+![Step 13](vision/frames/step_0013_20260709_152021_at.webp)
+
+### Step 14 — Left-click at (841, 258)
+
+After moving the cursor to New Folder option, left click to create the nested folder. Nested folder because it is created within the parent folder named Project.
+
+![Step 14](vision/frames/step_0014_20260709_152031_at.webp)
+
+### Step 15 — Type: 2026
+
+To name the folder in this case the data is being segregated based on the year and the current year is 2026, so the folder is named 2026.
+
+![Step 15](vision/frames/step_0015_20260709_152042_at.webp)
+
+### Step 16 — Press: Enter
+
+Press Enter to finalize the folder creation.
+
+![Step 16](vision/frames/step_0016_20260709_152114_at.webp)
+
+### Step 17 — Double-click at (818, 251)
+
+Once the folder is created double click to open the folder.
+
+![Step 17](vision/frames/step_0017_20260709_152150_at.webp)
+
+### Step 18 — Right-click at (818, 251)
+
+Once the folder is open in the empty space of the content pane use right click to open the context menu.
+
+![Step 18](vision/frames/step_0018_20260709_152157_at.webp)
+
+### Step 19 — Move-cursor at (877, 261)
+
+Find and move the cursor to the New Folder option to create another branch within the nested folder. This folder is created to further drill down the details by segregating and organizing as per the quarters within the 2026 folders.
+
+![Step 19](vision/frames/step_0019_20260709_152212_at.webp)
+
+### Step 20 — Left-click at (877, 261)
+
+Left click on the New Folder option to create the folder.
+
+![Step 20](vision/frames/step_0020_20260709_152219_at.webp)
+
+### Step 21 — Type: Q3
+
+After the folder is created the folder should be named based on the current quarter of the year 2026, Q3.
+
+![Step 21](vision/frames/step_0021_20260709_152320_at.webp)
+
+### Step 22 — Press: Enter
+
+After entering the name of the folder press enter to finalize the folder creation.
+
+![Step 22](vision/frames/step_0022_20260709_152332_at.webp)
+
+### Step 23 — Double-click at (816, 252)
+
+Once the folder is created double click to open the folder.
+
+![Step 23](vision/frames/step_0023_20260709_152341_at.webp)
+
+### Step 24 — Move-cursor at (1851, 62)
+
+After opening the folder find the file that needs to be moved to Q3 and move the cursor to that specific file.
+
+![Step 24](vision/frames/step_0024_20260709_152357_at.webp)
+
+### Step 25 — Drag from (1851, 62) to (877, 261)
+
+Once the cursor is in position drag the file from the current position to the content pane of Q3 folder.
+
+### Step 26 — Left-click at (877, 261)
+
+Once the file is in the content pane of the Q3 folder use left click. The left click refocuses the Finder window to verify if the file has moved.
+
+![Step 26](vision/frames/step_0026_20260709_152559_at.webp)
+
+## Notes & Edge Cases
+1. This is a demonstration for Finder's nested folders. The demonstration shows how to navigate the Finder app, create folders, and move files into the nested folders to organize the files automatically.
+2. There are few more methods to do the same task. We can use terminal to directly create the nested folder with a single command and move the files with another command.
+3. The action commands are specific and moving the cursor step is not always necessary and directly using the command to click on a specific location works just like performing the 2 separate steps of moving the cursor and clicking.
+4. The right-clicks in this memory are made on empty space inside the Finder window, not on a file, because the menu that opens depends on what is under the cursor. Right-clicking empty space opens the folder's own menu, which is where "New Folder" lives; right-clicking a file opens that file's menu instead. When the menu that appears is not the one needed, move to the correct target — empty space for folder-level actions, the file itself for file-level actions — and right-click again.
+5. Creating a folder also has a key command (Shift+Cmd+N), which is quicker than the right-click menu path used here. A key command should be preferred when the correct command is known, with GUI navigation as the fallback if it fails.
+6. In some cases the direct move and click action successfully moves to the pixel location but fails to click. When such failure occurs, instead of re-running the full command with pixel coordinates and click it is recommended to run the command here left / here right / here double as needed. By doing this we avoid trying to move the cursor multiple times and use click action as needed to click.
+7. The folders, files, and file paths are for demonstration purposes only. The actual folders, files, and file paths vary based on the user's own system and environment. This only demonstrates how the task, sub-task, and so on are performed, so always verify the folders, files, file paths, and folder locations when performing the tasks.
+8. The key command Cmd+O opens a file or folder and is faster to open a file, but the alternative for this is to use double click to open the folder or file. In some cases certain types of files might not have an app assigned to open them in System Settings, so if the user's system already has an app to open the file a popup to select the app will open, select the respective app. But if there is no app then an option to search for the app in the App Store will be available, so when no app is available always confirm with the user if they will install the app themselves or if they leave it to you to handle the app installation. Never install the app without user consent.
+9. In some cases the user might have set the primary mouse button to right, but normally the default is set to left.
+10. When an app is opened by clicking on the app icon the system automatically focuses on the window that just opened, but in rare cases the window is not focused, so in those cases it is recommended to move the cursor to the window that just opened and use left click to focus the window.
diff --git a/data/sessions/finder-nested-folders/metadata.json b/data/sessions/finder-nested-folders/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4c5778ab56a870af8e7358972cdab861e6745024
--- /dev/null
+++ b/data/sessions/finder-nested-folders/metadata.json
@@ -0,0 +1,376 @@
+{
+  "memory_name": "finder-nested-folders",
+  "memory_description": "",
+  "session_id": "e5eda297-f00f-4119-84d2-98e5a6db7f05",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-09T15:15:37.992592034Z",
+  "completed_at": "2026-07-09T15:26:21.758821862Z",
+  "total_steps": 26,
+  "annotated_steps": 26,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-09T15:17:24.441Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260709_151724_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260709_151724_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260709_151724_after.webp",
+      "raw_command": "Moved cursor to at X=604, Y=1028",
+      "converted_command": "Move-cursor at (604, 1028)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-09T15:17:29.202Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260709_151729_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260709_151729_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260709_151729_after.webp",
+      "raw_command": "Left-clicked at X=604, Y=1028",
+      "converted_command": "Left-click at (604, 1028)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-09T15:17:53.972Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260709_151753_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260709_151753_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260709_151753_after.webp",
+      "raw_command": "Moved cursor to at X=597, Y=329",
+      "converted_command": "Move-cursor at (597, 329)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-09T15:17:59.802Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260709_151759_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260709_151759_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260709_151759_after.webp",
+      "raw_command": "Left-clicked at X=597, Y=329",
+      "converted_command": "Left-click at (597, 329)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-09T15:18:24.822Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0005_20260709_151824_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260709_151824_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260709_151824_after.webp",
+      "raw_command": "Moved cursor to at X=840, Y=264",
+      "converted_command": "Move-cursor at (840, 264)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-09T15:18:30.672Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0006_20260709_151830_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260709_151830_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260709_151830_after.webp",
+      "raw_command": "Right-clicked at X=840, Y=264",
+      "converted_command": "Right-click at (840, 264)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-09T15:18:54.929Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0007_20260709_151854_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260709_151854_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260709_151854_after.webp",
+      "raw_command": "Moved cursor to at X=878, Y=278",
+      "converted_command": "Move-cursor at (878, 278)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-09T15:19:00.866Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260709_151900_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260709_151900_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260709_151900_after.webp",
+      "raw_command": "Left-clicked at X=878, Y=278",
+      "converted_command": "Left-click at (878, 278)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-09T15:19:14.930Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0009_20260709_151914_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260709_151914_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260709_151914_after.webp",
+      "raw_command": "Typed: Projects",
+      "converted_command": "Type: Projects"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-09T15:19:41.404Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0010_20260709_151941_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260709_151941_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260709_151941_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-09T15:19:58.113Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0011_20260709_151958_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260709_151958_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260709_151958_after.webp",
+      "raw_command": "Double-clicked at X=821, Y=250",
+      "converted_command": "Double-click at (821, 250)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-09T15:20:06.241Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0012_20260709_152006_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260709_152006_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260709_152006_after.webp",
+      "raw_command": "Right-clicked at X=821, Y=250",
+      "converted_command": "Right-click at (821, 250)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-09T15:20:21.091Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0013_20260709_152021_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0013_20260709_152021_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260709_152021_after.webp",
+      "raw_command": "Moved cursor to at X=841, Y=258",
+      "converted_command": "Move-cursor at (841, 258)"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-09T15:20:31.715Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0014_20260709_152031_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0014_20260709_152031_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260709_152031_after.webp",
+      "raw_command": "Left-clicked at X=841, Y=258",
+      "converted_command": "Left-click at (841, 258)"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-09T15:20:42.123Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0015_20260709_152042_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0015_20260709_152042_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260709_152042_after.webp",
+      "raw_command": "Typed: 2026",
+      "converted_command": "Type: 2026"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-07-09T15:21:14.987Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0016_20260709_152114_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0016_20260709_152114_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260709_152114_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 17,
+      "timestamp": "2026-07-09T15:21:50.537Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0017_20260709_152150_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0017_20260709_152150_before.webp",
+      "after_image_path": "vision/frames/step_0017_20260709_152150_after.webp",
+      "raw_command": "Double-clicked at X=818, Y=251",
+      "converted_command": "Double-click at (818, 251)"
+    },
+    {
+      "step_id": 18,
+      "timestamp": "2026-07-09T15:21:57.843Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0018_20260709_152157_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0018_20260709_152157_before.webp",
+      "after_image_path": "vision/frames/step_0018_20260709_152157_after.webp",
+      "raw_command": "Right-clicked at X=818, Y=251",
+      "converted_command": "Right-click at (818, 251)"
+    },
+    {
+      "step_id": 19,
+      "timestamp": "2026-07-09T15:22:12.181Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0019_20260709_152212_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0019_20260709_152212_before.webp",
+      "after_image_path": "vision/frames/step_0019_20260709_152212_after.webp",
+      "raw_command": "Moved cursor to at X=877, Y=261",
+      "converted_command": "Move-cursor at (877, 261)"
+    },
+    {
+      "step_id": 20,
+      "timestamp": "2026-07-09T15:22:19.723Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0020_20260709_152219_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0020_20260709_152219_before.webp",
+      "after_image_path": "vision/frames/step_0020_20260709_152219_after.webp",
+      "raw_command": "Left-clicked at X=877, Y=261",
+      "converted_command": "Left-click at (877, 261)"
+    },
+    {
+      "step_id": 21,
+      "timestamp": "2026-07-09T15:23:20.227Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0021_20260709_152320_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0021_20260709_152320_before.webp",
+      "after_image_path": "vision/frames/step_0021_20260709_152320_after.webp",
+      "raw_command": "Typed: Q3",
+      "converted_command": "Type: Q3"
+    },
+    {
+      "step_id": 22,
+      "timestamp": "2026-07-09T15:23:32.431Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0022_20260709_152332_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0022_20260709_152332_before.webp",
+      "after_image_path": "vision/frames/step_0022_20260709_152332_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 23,
+      "timestamp": "2026-07-09T15:23:41.933Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0023_20260709_152341_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0023_20260709_152341_before.webp",
+      "after_image_path": "vision/frames/step_0023_20260709_152341_after.webp",
+      "raw_command": "Double-clicked at X=816, Y=252",
+      "converted_command": "Double-click at (816, 252)"
+    },
+    {
+      "step_id": 24,
+      "timestamp": "2026-07-09T15:23:57.356Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0024_20260709_152357_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0024_20260709_152357_before.webp",
+      "after_image_path": "vision/frames/step_0024_20260709_152357_after.webp",
+      "raw_command": "Moved cursor to at X=1851, Y=62",
+      "converted_command": "Move-cursor at (1851, 62)"
+    },
+    {
+      "step_id": 25,
+      "timestamp": "2026-07-09T15:25:50.643Z",
+      "action_type": "mouse",
+      "action_subtype": "drag",
+      "image_path": null,
+      "image_fetched": false,
+      "marked": false,
+      "raw_command": "Held button at at X=877, Y=261",
+      "converted_command": "Drag from (1851, 62) to (877, 261)"
+    },
+    {
+      "step_id": 26,
+      "timestamp": "2026-07-09T15:25:59.401Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0026_20260709_152559_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0026_20260709_152559_before.webp",
+      "after_image_path": "vision/frames/step_0026_20260709_152559_after.webp",
+      "raw_command": "Left-clicked at X=877, Y=261",
+      "converted_command": "Left-click at (877, 261)"
+    }
+  ],
+  "skipped_image_fetches": [
+    {
+      "step_id": 25,
+      "reason": "action type does not trigger fetch"
+    }
+  ],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-nested-folders/reasoning/reasoning.jsonl b/data/sessions/finder-nested-folders/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..08b5250f8dc8bd5ccebca355bd9727861b4c6bc7
--- /dev/null
+++ b/data/sessions/finder-nested-folders/reasoning/reasoning.jsonl
@@ -0,0 +1,26 @@
+{"step_id": 1, "timestamp_action": "2026-07-09T15:17:24.441Z", "timestamp_annotated": "2026-07-10T06:14:39.064531+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=604, Y=1028", "converted_command": "Move-cursor at (604, 1028)", "image_path": "vision/frames/step_0001_20260709_151724_at.webp", "reasoning": "Moved the cursor from initial state to Finder app icon located in dock as a shortcut to the application.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-09T15:17:29.202Z", "timestamp_annotated": "2026-07-10T06:15:45.450264+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=604, Y=1028", "converted_command": "Left-click at (604, 1028)", "image_path": "vision/frames/step_0002_20260709_151729_at.webp", "reasoning": "After moving the cursor left click on the Finder to open the Finder.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-09T15:17:53.972Z", "timestamp_annotated": "2026-07-10T06:23:45.461574+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=597, Y=329", "converted_command": "Move-cursor at (597, 329)", "image_path": "vision/frames/step_0003_20260709_151753_at.webp", "reasoning": "Once the Finder is open move the cursor to where the folder needs to be created and in this case the folder is created in Documents directory, so find the location to the documents directory and move the cursor to the documents directory in Finder.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-09T15:17:59.802Z", "timestamp_annotated": "2026-07-10T06:26:29.569249+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=597, Y=329", "converted_command": "Left-click at (597, 329)", "image_path": "vision/frames/step_0004_20260709_151759_at.webp", "reasoning": "Once the cursor is in position to the Documents directory use left click to open the directory.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-09T15:18:24.822Z", "timestamp_annotated": "2026-07-10T11:37:47.507808+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=840, Y=264", "converted_command": "Move-cursor at (840, 264)", "image_path": "vision/frames/step_0005_20260709_151824_at.webp", "reasoning": "Once the Documents directory is open in content pane move the cursor in an empty space within content pane.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-09T15:18:30.672Z", "timestamp_annotated": "2026-07-10T15:44:47.625687+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=840, Y=264", "converted_command": "Right-click at (840, 264)", "image_path": "vision/frames/step_0006_20260709_151830_at.webp", "reasoning": "After moving the cursor to content pane right click to open the context menu.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-09T15:18:54.929Z", "timestamp_annotated": "2026-07-10T11:57:23.090128+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=878, Y=278", "converted_command": "Move-cursor at (878, 278)", "image_path": "vision/frames/step_0007_20260709_151854_at.webp", "reasoning": "Once the context menu is open find the New Folder option and move the cursor to the option.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-09T15:19:00.866Z", "timestamp_annotated": "2026-07-10T12:02:52.303120+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=878, Y=278", "converted_command": "Left-click at (878, 278)", "image_path": "vision/frames/step_0008_20260709_151900_at.webp", "reasoning": "After moving the cursor to New Folder option left click to create the new folder.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-09T15:19:14.930Z", "timestamp_annotated": "2026-07-10T12:04:38.422508+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Projects", "converted_command": "Type: Projects", "image_path": "vision/frames/step_0009_20260709_151914_at.webp", "reasoning": "After the left click a folder will be created and request for a name where any desired name can be added and in this case it's Projects.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-09T15:19:41.404Z", "timestamp_annotated": "2026-07-10T12:05:11.156300+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0010_20260709_151941_at.webp", "reasoning": "After the typing the folder name press Enter to finalize the folder creation.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-09T15:19:58.113Z", "timestamp_annotated": "2026-07-10T14:00:53.196278+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=821, Y=250", "converted_command": "Double-click at (821, 250)", "image_path": "vision/frames/step_0011_20260709_151958_at.webp", "reasoning": "Once the folder is created double click to open the folder.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-09T15:20:06.241Z", "timestamp_annotated": "2026-07-10T15:44:57.623922+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=821, Y=250", "converted_command": "Right-click at (821, 250)", "image_path": "vision/frames/step_0012_20260709_152006_at.webp", "reasoning": "Once the content pane for the Projects folder is open, another folder has to be created for organizing, so repeat the same process of creating the folder. Right click to open the context menu.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-09T15:20:21.091Z", "timestamp_annotated": "2026-07-10T15:46:35.916187+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=841, Y=258", "converted_command": "Move-cursor at (841, 258)", "image_path": "vision/frames/step_0013_20260709_152021_at.webp", "reasoning": "Once the context menu is open move the cursor to New Folder option.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-09T15:20:31.715Z", "timestamp_annotated": "2026-07-10T15:50:49.898317+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=841, Y=258", "converted_command": "Left-click at (841, 258)", "image_path": "vision/frames/step_0014_20260709_152031_at.webp", "reasoning": "After moving the cursor to New Folder option, left click to create the nested folder. Nested folder because it is created within the parent folder named Project.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-09T15:20:42.123Z", "timestamp_annotated": "2026-07-10T16:11:26.494774+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 2026", "converted_command": "Type: 2026", "image_path": "vision/frames/step_0015_20260709_152042_at.webp", "reasoning": "To name the folder in this case the data is being segregated based on the year and the current year is 2026, so the folder is named 2026.", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-07-09T15:21:14.987Z", "timestamp_annotated": "2026-07-10T16:27:58.786825+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0016_20260709_152114_at.webp", "reasoning": "Press Enter to finalize the folder creation.", "skipped": false}
+{"step_id": 17, "timestamp_action": "2026-07-09T15:21:50.537Z", "timestamp_annotated": "2026-07-10T16:31:04.460944+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=818, Y=251", "converted_command": "Double-click at (818, 251)", "image_path": "vision/frames/step_0017_20260709_152150_at.webp", "reasoning": "Once the folder is created double click to open the folder.", "skipped": false}
+{"step_id": 18, "timestamp_action": "2026-07-09T15:21:57.843Z", "timestamp_annotated": "2026-07-10T16:32:35.968396+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=818, Y=251", "converted_command": "Right-click at (818, 251)", "image_path": "vision/frames/step_0018_20260709_152157_at.webp", "reasoning": "Once the folder is open in the empty space of the content pane use right click to open the context menu.", "skipped": false}
+{"step_id": 19, "timestamp_action": "2026-07-09T15:22:12.181Z", "timestamp_annotated": "2026-07-10T16:36:23.485178+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=877, Y=261", "converted_command": "Move-cursor at (877, 261)", "image_path": "vision/frames/step_0019_20260709_152212_at.webp", "reasoning": "Find and move the cursor to the New Folder option to create another branch within the nested folder. This folder is created to further drill down the details by segregating and organizing as per the quarters within the 2026 folders.", "skipped": false}
+{"step_id": 20, "timestamp_action": "2026-07-09T15:22:19.723Z", "timestamp_annotated": "2026-07-10T16:40:43.888738+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=877, Y=261", "converted_command": "Left-click at (877, 261)", "image_path": "vision/frames/step_0020_20260709_152219_at.webp", "reasoning": "Left click on the New Folder option to create the folder.", "skipped": false}
+{"step_id": 21, "timestamp_action": "2026-07-09T15:23:20.227Z", "timestamp_annotated": "2026-07-10T16:41:40.503863+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Q3", "converted_command": "Type: Q3", "image_path": "vision/frames/step_0021_20260709_152320_at.webp", "reasoning": "After the folder is created the folder should be named based on the current quarter of the year 2026, Q3.", "skipped": false}
+{"step_id": 22, "timestamp_action": "2026-07-09T15:23:32.431Z", "timestamp_annotated": "2026-07-10T16:42:11.527522+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0022_20260709_152332_at.webp", "reasoning": "After entering the name of the folder press enter to finalize the folder creation.", "skipped": false}
+{"step_id": 23, "timestamp_action": "2026-07-09T15:23:41.933Z", "timestamp_annotated": "2026-07-10T16:52:30.239034+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=816, Y=252", "converted_command": "Double-click at (816, 252)", "image_path": "vision/frames/step_0023_20260709_152341_at.webp", "reasoning": "Once the folder is created double click to open the folder.", "skipped": false}
+{"step_id": 24, "timestamp_action": "2026-07-09T15:23:57.356Z", "timestamp_annotated": "2026-07-10T16:54:56.736918+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1851, Y=62", "converted_command": "Move-cursor at (1851, 62)", "image_path": "vision/frames/step_0024_20260709_152357_at.webp", "reasoning": "After opening the folder find the file that needs to be moved to Q3 and move the cursor to that specific file.", "skipped": false}
+{"step_id": 25, "timestamp_action": "2026-07-09T15:25:50.643Z", "timestamp_annotated": "2026-07-11T04:34:12.197845+00:00", "action_type": "mouse", "action_subtype": "drag", "raw_command": "Held button at at X=877, Y=261", "converted_command": "Drag from (1851, 62) to (877, 261)", "image_path": null, "reasoning": "Once the cursor is in position drag the file from the current position to the content pane of Q3 folder.", "skipped": false}
+{"step_id": 26, "timestamp_action": "2026-07-09T15:25:59.401Z", "timestamp_annotated": "2026-07-11T04:35:58.916949+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=877, Y=261", "converted_command": "Left-click at (877, 261)", "image_path": "vision/frames/step_0026_20260709_152559_at.webp", "reasoning": "Once the file is in the content pane of the Q3 folder use left click. The left click refocuses the Finder window to verify if the file has moved.", "skipped": false}
diff --git a/data/sessions/finder-nested-folders/sync_log.json b/data/sessions/finder-nested-folders/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..2383ff3a4d06291992407d3feb247120637214e3
--- /dev/null
+++ b/data/sessions/finder-nested-folders/sync_log.json
@@ -0,0 +1,579 @@
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+    "timestamp": "2026-07-28T12:51:59.218Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-new-folder-desktop-2/commands/cc_commands.json b/data/sessions/finder-new-folder-desktop-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..b67215dd47d5768972cc8be541997a2490162afc
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-2/commands/cc_commands.json
@@ -0,0 +1,17 @@
+[
+  {
+    "command": "press {Cmd+Shift+N}",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type Archive",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-new-folder-desktop-2/commands/converted_input.md b/data/sessions/finder-new-folder-desktop-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..5efd22f38c748892c4e58ac0f29e5fc8c31d8da7
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-2/commands/converted_input.md
@@ -0,0 +1,9 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 12:51:50 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T12:51:50.259Z | Press: Cmd+Shift+N |
+|    2 | 2026-07-28T12:51:55.759Z | Type: Archive |
+|    3 | 2026-07-28T12:51:59.218Z | Press: return |
diff --git a/data/sessions/finder-new-folder-desktop-2/commands/raw_input.md b/data/sessions/finder-new-folder-desktop-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..3fc3066e0f3e85793a0d5e0bdc487a73d21238d1
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-2/commands/raw_input.md
@@ -0,0 +1,9 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 12:51:50 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T12:51:50.259Z | Pressed: Cmd+Shift+N |
+|    2 | 2026-07-28T12:51:55.759Z | Typed: Archive |
+|    3 | 2026-07-28T12:51:59.218Z | Pressed: return |
diff --git a/data/sessions/finder-new-folder-desktop-2/memory.md b/data/sessions/finder-new-folder-desktop-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..94f15d6a135144414a86c00a223153008db38fd6
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-2/memory.md
@@ -0,0 +1,64 @@
+# Memory: finder-new-folder-desktop-2
+
+## Overview
+
+Create a named folder on the desktop using only the keyboard. Use this when a new container
+is needed and no pointing device is available or wanted: the new-folder shortcut creates it
+already in rename mode, so the name is typed straight in and committed with Return. The
+recorded trace presses `⇧⌘N` with the desktop focused, types `Archive`, and presses
+Return.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A destination that exists and is writable, and that is the active target when the
+  creation command is issued. The keyboard route creates the folder inside whatever
+  container currently has focus, which is not always the one on screen.
+- The folder's name decided in advance, including capitalisation.
+- No existing folder of that name at the destination. Creating over one is refused by the
+  shell and quietly turned into a differently-named folder by the file manager.
+- For the desktop specifically: the desktop reachable as a container. It behaves as a
+  folder for this purpose, but only when no window is in front of it holding focus.
+
+## Steps
+
+### Step 1 — Press: Cmd+Shift+N
+
+The task is to create a folder on the Desktop and name it `Archive`, using the keyboard only. Press ⇧⌘N to create a new folder: the shortcut creates it in whatever Finder location currently has focus — the Desktop here — and the folder appears immediately with its name field already open for editing, which is what makes the next step a plain typing action rather than a separate rename.
+
+![Step 1](vision/frames/step_0001_20260728_125150_at.webp)
+
+### Step 2 — Type: Archive
+
+Type `Archive` to name the folder. The name replaces the default `untitled folder` because the new folder's name is selected the moment it is created, so typing overwrites it rather than appending to it.
+
+![Step 2](vision/frames/step_0002_20260728_125155_at.webp)
+
+### Step 3 — Press: return
+
+After typing the folder name Press Return to commit the name. Until Return the name is still an open edit field, and clicking elsewhere would also commit it — Return is the deliberate confirmation that the folder is now called `Archive`.
+
+![Step 3](vision/frames/step_0003_20260728_125159_at.webp)
+
+## Notes & Edge Cases
+
+- **The shortcut creates the folder inside whatever container has focus.** With a file
+  manager window in front, that window is the target and the folder does not appear on the
+  desktop at all. Close or defocus every window first, and confirm the desktop itself is
+  focused before pressing anything.
+- **The new folder starts in rename mode with its default name selected.** Typing replaces
+  that name rather than appending to it, and Return commits. Clicking anywhere in between
+  commits the default name instead, and the typed characters then go somewhere else.
+- **Return commits; Escape reverts to the default name.** Neither cancels the folder's
+  creation — once the shortcut has fired, a folder exists either way.
+- **A name already in use is not refused.** The file manager quietly creates a
+  differently-named folder rather than reporting a collision, so the end state can differ
+  from the intended one with no error anywhere.
+- **On macOS 15, clicking empty desktop hides every window by default.** Any attempt to
+  focus the desktop by clicking it will also sweep the windows away, which looks like
+  something closed them. The setting that controls this can be turned off, and it resets
+  per boot.
+- **Capitalisation is part of the name.** Nothing normalises it, and a later step that
+  looks for the folder by name will not find a differently-cased one on a case-sensitive
+  volume.
+
diff --git a/data/sessions/finder-new-folder-desktop-2/metadata.json b/data/sessions/finder-new-folder-desktop-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b55563258ba11785b2fd1beda2d5e336a1f54bd4
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-2/metadata.json
@@ -0,0 +1,77 @@
+{
+  "memory_name": "finder-new-folder-desktop-2",
+  "memory_description": "",
+  "session_id": "1205ffb3-c6fa-4260-984b-6e4ca30073b6",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T12:51:34.492420948Z",
+  "completed_at": "2026-07-28T12:52:05.104307917Z",
+  "total_steps": 3,
+  "annotated_steps": 3,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T12:51:50.259Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260728_125150_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260728_125150_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_125150_after.webp",
+      "raw_command": "Pressed: Cmd+Shift+N",
+      "converted_command": "Press: Cmd+Shift+N"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T12:51:55.759Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_125155_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_125155_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_125155_after.webp",
+      "raw_command": "Typed: Archive",
+      "converted_command": "Type: Archive"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T12:51:59.218Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_125159_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_125159_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_125159_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-new-folder-desktop-2/reasoning/reasoning.jsonl b/data/sessions/finder-new-folder-desktop-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..57386fda3c63483b4b41d06a82d056d24c033597
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-2/reasoning/reasoning.jsonl
@@ -0,0 +1,3 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T12:51:50.259Z", "timestamp_annotated": "2026-08-19T11:30:05.738773+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Shift+N", "converted_command": "Press: Cmd+Shift+N", "image_path": "vision/frames/step_0001_20260728_125150_at.webp", "reasoning": "The task is to create a folder on the Desktop and name it `Archive`, using the keyboard only. Press ⇧⌘N to create a new folder: the shortcut creates it in whatever Finder location currently has focus — the Desktop here — and the folder appears immediately with its name field already open for editing, which is what makes the next step a plain typing action rather than a separate rename.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T12:51:55.759Z", "timestamp_annotated": "2026-08-19T11:30:05.739127+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Archive", "converted_command": "Type: Archive", "image_path": "vision/frames/step_0002_20260728_125155_at.webp", "reasoning": "Type `Archive` to name the folder. The name replaces the default `untitled folder` because the new folder's name is selected the moment it is created, so typing overwrites it rather than appending to it.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T12:51:59.218Z", "timestamp_annotated": "2026-08-19T11:30:05.739549+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_125159_at.webp", "reasoning": "After typing the folder name Press Return to commit the name. Until Return the name is still an open edit field, and clicking elsewhere would also commit it — Return is the deliberate confirmation that the folder is now called `Archive`.", "skipped": false}
diff --git a/data/sessions/finder-new-folder-desktop-2/sync_log.json b/data/sessions/finder-new-folder-desktop-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..2cd0e596648642f3768440860725f9634a3b1289
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-2/sync_log.json
@@ -0,0 +1,103 @@
+{
+  "session_id": "1205ffb3-c6fa-4260-984b-6e4ca30073b6",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-new-folder-desktop-2/commands/raw_input.md",
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+    },
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+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
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+size 689888
diff --git a/data/sessions/finder-new-folder-desktop-2/vision/frames/step_0003_20260728_125159_at.webp b/data/sessions/finder-new-folder-desktop-2/vision/frames/step_0003_20260728_125159_at.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 690034
diff --git a/data/sessions/finder-new-folder-desktop-2/vision/frames/step_0003_20260728_125159_before.webp b/data/sessions/finder-new-folder-desktop-2/vision/frames/step_0003_20260728_125159_before.webp
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 689948
diff --git a/data/sessions/finder-new-folder-desktop-3/commands/actuation_commands.json b/data/sessions/finder-new-folder-desktop-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b73d18164a5e441aed156f682eac9c042613e8d
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-3/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 498,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:52:51.401Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 270,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: mkdir ~/Desktop/Archive",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:52:59.897Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 216,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:53:04.445Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 473,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:53:10.200Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-new-folder-desktop-3/commands/cc_commands.json b/data/sessions/finder-new-folder-desktop-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..703a47f109ce97ab5f5b670e232c2fad5e8c5040
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-3/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type mkdir ~/Desktop/Archive",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-new-folder-desktop-3/commands/converted_input.md b/data/sessions/finder-new-folder-desktop-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..51a555fd6aa1664d1c1f52cdedcc8fca7c06b106
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-3/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 12:52:51 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T12:52:51.401Z | Left-click at (944, 1035) |
+|    2 | 2026-07-28T12:52:59.897Z | Type: mkdir ~/Desktop/Archive |
+|    3 | 2026-07-28T12:53:04.445Z | Press: return |
+|    4 | 2026-07-28T12:53:10.200Z | Press: Cmd+Q |
diff --git a/data/sessions/finder-new-folder-desktop-3/commands/raw_input.md b/data/sessions/finder-new-folder-desktop-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..f5d8851689975a5f0188df5c04f8232bf35c6466
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-3/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 12:52:51 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T12:52:51.401Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-28T12:52:59.897Z | Typed: mkdir ~/Desktop/Archive |
+|    3 | 2026-07-28T12:53:04.445Z | Pressed: return |
+|    4 | 2026-07-28T12:53:10.200Z | Pressed: Cmd+Q |
diff --git a/data/sessions/finder-new-folder-desktop-3/memory.md b/data/sessions/finder-new-folder-desktop-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..d1be80be7e7f0bd735fe4b37d041e41fb3706c14
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-3/memory.md
@@ -0,0 +1,66 @@
+# Memory: finder-new-folder-desktop-3
+
+## Overview
+
+Create a named folder on the desktop from a shell. Use this as the terminal route to the
+same end state as the file-manager task: the desktop is an ordinary directory in the user's
+home, so one `mkdir` against that path is the whole job and no window needs focus. The
+recorded trace opens a terminal, runs `mkdir ~/Desktop/Archive`, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A destination that exists and is writable, and that is the active target when the
+  creation command is issued. The keyboard route creates the folder inside whatever
+  container currently has focus, which is not always the one on screen.
+- The folder's name decided in advance, including capitalisation.
+- No existing folder of that name at the destination. Creating over one is refused by the
+  shell and quietly turned into a differently-named folder by the file manager.
+- For the desktop specifically: the desktop reachable as a container. It behaves as a
+  folder for this purpose, but only when no window is in front of it holding focus.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to create a folder on the Desktop and name it `Archive`, which is a single directory-creation command, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260728_125251_at.webp)
+
+### Step 2 — Type: mkdir ~/Desktop/Archive
+
+Type `mkdir ~/Desktop/Archive` to create the folder. The Desktop is an ordinary directory in the user's home folder, so the same command that makes a directory anywhere makes one that appears on the Desktop — no Finder involvement at all. The path is given in full rather than changing directory first, which keeps the whole operation to a single command.
+
+![Step 2](vision/frames/step_0002_20260728_125259_at.webp)
+
+### Step 3 — Press: return
+
+After typing the command Press Return to create the folder.
+
+![Step 3](vision/frames/step_0003_20260728_125304_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 4](vision/frames/step_0004_20260728_125310_at.webp)
+
+## Notes & Edge Cases
+
+- **The desktop is a directory.** Treating it as a path rather than as a surface is what
+  makes this route immune to the focus problems the keyboard route has — nothing needs to
+  be in front, and no window needs to exist.
+- **`mkdir` fails if the name is already taken, and that is the useful behaviour.** It
+  reports the collision instead of silently creating something differently named. Read the
+  error rather than suppressing it with a flag that ignores it.
+- **`mkdir` creates one level only.** A nested path needs `-p`, which also stops it
+  complaining about parents that already exist — and, in doing so, hides a collision at
+  the final level too.
+- **The desktop's directory name is not always `Desktop`.** It is localised on some
+  systems and can be relocated. Where that is possible, resolve the path rather than
+  assuming it.
+- **The new folder may not appear immediately.** The file manager refreshes the desktop on
+  its own schedule; the folder exists on disk before it is drawn. Confirm from the
+  filesystem, not from the screen.
+- **`~` is expanded by the shell**, so the command depends on being handed to one.
+
diff --git a/data/sessions/finder-new-folder-desktop-3/metadata.json b/data/sessions/finder-new-folder-desktop-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0280d4a54604bbe7f528967bfae87f95de55f0c2
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-3/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "finder-new-folder-desktop-3",
+  "memory_description": "",
+  "session_id": "06a8ca5e-c0a3-401a-b4e3-181f419e67fb",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T12:52:35.710626655Z",
+  "completed_at": "2026-07-28T12:53:16.161708074Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T12:52:51.401Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260728_125251_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_125251_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_125251_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T12:52:59.897Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_125259_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_125259_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_125259_after.webp",
+      "raw_command": "Typed: mkdir ~/Desktop/Archive",
+      "converted_command": "Type: mkdir ~/Desktop/Archive"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T12:53:04.445Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_125304_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_125304_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_125304_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T12:53:10.200Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_125310_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_125310_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_125310_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-new-folder-desktop-3/reasoning/reasoning.jsonl b/data/sessions/finder-new-folder-desktop-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..167c71a7f7d5c403db64666fb034829908b2dab4
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-3/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T12:52:51.401Z", "timestamp_annotated": "2026-08-19T11:30:05.743997+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260728_125251_at.webp", "reasoning": "The task is to create a folder on the Desktop and name it `Archive`, which is a single directory-creation command, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T12:52:59.897Z", "timestamp_annotated": "2026-08-19T11:30:05.744329+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: mkdir ~/Desktop/Archive", "converted_command": "Type: mkdir ~/Desktop/Archive", "image_path": "vision/frames/step_0002_20260728_125259_at.webp", "reasoning": "Type `mkdir ~/Desktop/Archive` to create the folder. The Desktop is an ordinary directory in the user's home folder, so the same command that makes a directory anywhere makes one that appears on the Desktop — no Finder involvement at all. The path is given in full rather than changing directory first, which keeps the whole operation to a single command.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T12:53:04.445Z", "timestamp_annotated": "2026-08-19T11:30:05.744706+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_125304_at.webp", "reasoning": "After typing the command Press Return to create the folder.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T12:53:10.200Z", "timestamp_annotated": "2026-08-19T11:30:05.745079+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260728_125310_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
diff --git a/data/sessions/finder-new-folder-desktop-3/sync_log.json b/data/sessions/finder-new-folder-desktop-3/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..db5ce592958d4623a4b0a5319020c8314ac4953a
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop-3/sync_log.json
@@ -0,0 +1,124 @@
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diff --git a/data/sessions/finder-new-folder-desktop/commands/actuation_commands.json b/data/sessions/finder-new-folder-desktop/commands/actuation_commands.json
new file mode 100644
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--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop/commands/actuation_commands.json
@@ -0,0 +1,116 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 253,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1500,
+    "mouse_y": 800,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1500, Y=800",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:49:24.793Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 227,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1500,
+    "mouse_y": 800,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=1500, Y=800",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:49:28.332Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 215,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Down",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:49:33.775Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 219,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:49:37.269Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 198,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Archive",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:49:42.705Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-9316a49e-3f37-478f-b645-9b9acf3bb8eb",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 213,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-0b05124f-27f1-4c72-acee-0f85b7ad57b7",
+    "success": true,
+    "timestamp": "2026-07-28T12:49:46.292Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-new-folder-desktop/commands/cc_commands.json b/data/sessions/finder-new-folder-desktop/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..85272170df3d5a450ed2231358e06754904a9e27
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop/commands/cc_commands.json
@@ -0,0 +1,32 @@
+[
+  {
+    "command": "1500 800 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "1500 800 right",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Down}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "type Archive",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 6
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-new-folder-desktop/commands/converted_input.md b/data/sessions/finder-new-folder-desktop/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..0ca7014bdede38a5b066e0b4043ffdb747d0aab4
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop/commands/converted_input.md
@@ -0,0 +1,12 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 12:49:24 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T12:49:24.793Z | Move-cursor at (1500, 800) |
+|    2 | 2026-07-28T12:49:28.332Z | Right-click at (1500, 800) |
+|    3 | 2026-07-28T12:49:33.775Z | Press: Down |
+|    4 | 2026-07-28T12:49:37.269Z | Press: return |
+|    5 | 2026-07-28T12:49:42.705Z | Type: Archive |
+|    6 | 2026-07-28T12:49:46.292Z | Press: return |
diff --git a/data/sessions/finder-new-folder-desktop/commands/raw_input.md b/data/sessions/finder-new-folder-desktop/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..294555466e9e29bc59f51a2dea2aa0ad9e4f9cfc
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop/commands/raw_input.md
@@ -0,0 +1,12 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 12:49:24 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T12:49:24.793Z | Moved cursor to at X=1500, Y=800 |
+|    2 | 2026-07-28T12:49:28.332Z | Right-clicked at X=1500, Y=800 |
+|    3 | 2026-07-28T12:49:33.775Z | Pressed: Down |
+|    4 | 2026-07-28T12:49:37.269Z | Pressed: return |
+|    5 | 2026-07-28T12:49:42.705Z | Typed: Archive |
+|    6 | 2026-07-28T12:49:46.292Z | Pressed: return |
diff --git a/data/sessions/finder-new-folder-desktop/memory.md b/data/sessions/finder-new-folder-desktop/memory.md
new file mode 100644
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--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop/memory.md
@@ -0,0 +1,70 @@
+# Memory: finder-new-folder-desktop
+
+## Overview
+
+Create a named folder on the desktop through the desktop's own context menu. Use this when
+a new container is wanted on the desktop and the work is being done by pointing rather
+than by shortcut. The route right-clicks empty desktop space, chooses New Folder from the
+menu, types the name and commits it with Return. The recorded trace leaves a folder named
+`Archive` on the desktop.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A destination that exists and is writable, and that is the active target when the
+  creation command is issued. The keyboard route creates the folder inside whatever
+  container currently has focus, which is not always the one on screen.
+- The folder's name decided in advance, including capitalisation.
+- No existing folder of that name at the destination. Creating over one is refused by the
+  shell and quietly turned into a differently-named folder by the file manager.
+- For the desktop specifically: the desktop reachable as a container. It behaves as a
+  folder for this purpose, but only when no window is in front of it holding focus.
+
+## Steps
+
+### Step 1 — Move-cursor at (1500, 800)
+
+The task is to create a folder called `Archive` on the Desktop, so the new folder has to be made in the Desktop itself rather than inside any window. Move the cursor to an empty patch of wallpaper clear of every icon — where the menu opens is what decides where the folder is created.
+
+![Step 1](vision/frames/step_0001_20260728_124924_at.webp)
+
+### Step 2 — Right-click at (1500, 800)
+
+Move the cursor and Right-click the empty Desktop to open its context menu. Right-clicking rather than left-clicking matters here beyond reaching the menu: a plain left-click on the macOS 15 wallpaper hides every open window, so the button used is part of what keeps the environment intact.
+
+![Step 2](vision/frames/step_0002_20260728_124928_at.webp)
+
+### Step 3 — Press: Down
+
+Press Down to highlight `New Folder`, the first item in the menu. The route is keyboard rather than a click because clicks on this menu's rows land only intermittently, and a click that misses closes the menu and undoes the previous step. Down moves the highlight deterministically instead.
+
+![Step 3](vision/frames/step_0003_20260728_124933_at.webp)
+
+### Step 4 — Press: return
+
+Press Return to activate the highlighted `New Folder` item. A folder appears on the Desktop named `untitled folder`, with its label already in rename mode and the text selected — Finder creates and opens the name for editing in one action, so no separate rename command is needed.
+
+![Step 4](vision/frames/step_0004_20260728_124937_at.webp)
+
+### Step 5 — Type: Archive
+
+Type `Archive`. The placeholder name is selected, so the typed text replaces it rather than appending to it. The name is not committed yet — the field is still open for editing at this point.
+
+![Step 5](vision/frames/step_0005_20260728_124942_at.webp)
+
+### Step 6 — Press: return
+
+After typing `Archive` Press Return to commit the name. The label stops being an editable field and the folder is left on the Desktop named `Archive` and selected. Committing matters: leaving the field open and clicking elsewhere can end with the folder still called `untitled folder`.
+
+![Step 6](vision/frames/step_0006_20260728_124946_at.webp)
+
+## Notes & Edge Cases
+
+1. Right-click empty desktop to get the desktop's own menu. The new-folder command lives there and not on any item's menu, so what is under the pointer decides whether the wanted entry exists at all.
+2. The menu rows here are reached with arrow keys and Return rather than by clicking. A click on a context-menu row does not always land, while moving the highlight and confirming it is deterministic and visible in the frame before it fires.
+3. On this version of the system, clicking empty desktop hides every open window by default. That looks like something closed them and it is not an error; the behaviour can be turned off, and the setting returns after a restart.
+4. The new folder is created already in rename mode with its default name selected, so typing replaces that name rather than appending to it. Clicking anywhere in between commits the default name instead, and the typed characters then go somewhere else.
+5. Return commits the name and Escape reverts to the default one. Neither cancels the folder's creation — once the command has fired a folder exists either way, so an abandoned attempt leaves something behind.
+6. A name already in use is not refused. The file manager quietly creates a differently-named folder rather than reporting a collision, so the end state can differ from the intended one with nothing anywhere reporting it.
+7. Capitalisation is part of the name. Nothing normalises it, and a later step looking the folder up by name will not find a differently-cased one on a case-sensitive volume.
+8. A key command exists for creating a folder and is quicker than the menu route. Prefer it when the right one is known, and use menu navigation as the fallback.
diff --git a/data/sessions/finder-new-folder-desktop/metadata.json b/data/sessions/finder-new-folder-desktop/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f7437aec74d679394bbed800482ac0fc25370e5
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop/metadata.json
@@ -0,0 +1,116 @@
+{
+  "memory_name": "finder-new-folder-desktop",
+  "memory_description": "",
+  "session_id": "cdde0c23-4ccb-4876-9f37-ef9df42eb8c5",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T12:49:09.118414648Z",
+  "completed_at": "2026-07-28T12:50:16.477988471Z",
+  "total_steps": 6,
+  "annotated_steps": 6,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T12:49:24.793Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260728_124924_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_124924_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_124924_after.webp",
+      "raw_command": "Moved cursor to at X=1500, Y=800",
+      "converted_command": "Move-cursor at (1500, 800)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T12:49:28.332Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0002_20260728_124928_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260728_124928_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_124928_after.webp",
+      "raw_command": "Right-clicked at X=1500, Y=800",
+      "converted_command": "Right-click at (1500, 800)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T12:49:33.775Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_124933_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_124933_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_124933_after.webp",
+      "raw_command": "Pressed: Down",
+      "converted_command": "Press: Down"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T12:49:37.269Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_124937_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_124937_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_124937_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-28T12:49:42.705Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0005_20260728_124942_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260728_124942_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260728_124942_after.webp",
+      "raw_command": "Typed: Archive",
+      "converted_command": "Type: Archive"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-28T12:49:46.292Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260728_124946_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260728_124946_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260728_124946_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-new-folder-desktop/reasoning/reasoning.jsonl b/data/sessions/finder-new-folder-desktop/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..765cd24a6cd6100e41b1baa9d82411b5b4b57ce3
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop/reasoning/reasoning.jsonl
@@ -0,0 +1,6 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T12:49:24.793Z", "timestamp_annotated": "2026-08-19T14:18:25.758188+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1500, Y=800", "converted_command": "Move-cursor at (1500, 800)", "image_path": "vision/frames/step_0001_20260728_124924_at.webp", "reasoning": "The task is to create a folder called `Archive` on the Desktop, so the new folder has to be made in the Desktop itself rather than inside any window. Move the cursor to an empty patch of wallpaper clear of every icon — where the menu opens is what decides where the folder is created.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T12:49:28.332Z", "timestamp_annotated": "2026-08-19T14:18:25.758475+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=1500, Y=800", "converted_command": "Right-click at (1500, 800)", "image_path": "vision/frames/step_0002_20260728_124928_at.webp", "reasoning": "Move the cursor and Right-click the empty Desktop to open its context menu. Right-clicking rather than left-clicking matters here beyond reaching the menu: a plain left-click on the macOS 15 wallpaper hides every open window, so the button used is part of what keeps the environment intact.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T12:49:33.775Z", "timestamp_annotated": "2026-08-19T14:18:25.758931+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Down", "converted_command": "Press: Down", "image_path": "vision/frames/step_0003_20260728_124933_at.webp", "reasoning": "Press Down to highlight `New Folder`, the first item in the menu. The route is keyboard rather than a click because clicks on this menu's rows land only intermittently, and a click that misses closes the menu and undoes the previous step. Down moves the highlight deterministically instead.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T12:49:37.269Z", "timestamp_annotated": "2026-08-19T14:18:25.759337+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0004_20260728_124937_at.webp", "reasoning": "Press Return to activate the highlighted `New Folder` item. A folder appears on the Desktop named `untitled folder`, with its label already in rename mode and the text selected — Finder creates and opens the name for editing in one action, so no separate rename command is needed.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-28T12:49:42.705Z", "timestamp_annotated": "2026-08-19T14:18:25.759739+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Archive", "converted_command": "Type: Archive", "image_path": "vision/frames/step_0005_20260728_124942_at.webp", "reasoning": "Type `Archive`. The placeholder name is selected, so the typed text replaces it rather than appending to it. The name is not committed yet — the field is still open for editing at this point.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-28T12:49:46.292Z", "timestamp_annotated": "2026-08-19T14:18:25.760132+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0006_20260728_124946_at.webp", "reasoning": "After typing `Archive` Press Return to commit the name. The label stops being an editable field and the folder is left on the Desktop named `Archive` and selected. Committing matters: leaving the field open and clicking elsewhere can end with the folder still called `untitled folder`.", "skipped": false}
diff --git a/data/sessions/finder-new-folder-desktop/sync_log.json b/data/sessions/finder-new-folder-desktop/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..126578e4dca389d2f138b27364b6a49eec54fe97
--- /dev/null
+++ b/data/sessions/finder-new-folder-desktop/sync_log.json
@@ -0,0 +1,166 @@
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+}
\ No newline at end of file
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diff --git a/data/sessions/finder-rename-file-2/commands/actuation_commands.json b/data/sessions/finder-rename-file-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d966ad04fb2e1eaecee64b6c2a19ebad07c5a88
--- /dev/null
+++ b/data/sessions/finder-rename-file-2/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 298,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:35:20.927Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 303,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: mv ~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:35:29.785Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 268,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:35:34.604Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 550,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:35:40.823Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-rename-file-2/commands/cc_commands.json b/data/sessions/finder-rename-file-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f7bb201db7fd5d1a5204aa5377a3d9ab44400af
--- /dev/null
+++ b/data/sessions/finder-rename-file-2/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type mv ~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-rename-file-2/commands/converted_input.md b/data/sessions/finder-rename-file-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..76500c6043f60f7fac4ee127d8c553503e0a8959
--- /dev/null
+++ b/data/sessions/finder-rename-file-2/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 16:35:20 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T16:35:20.927Z | Left-click at (944, 1035) |
+|    2 | 2026-07-28T16:35:29.785Z | Type: mv ~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf |
+|    3 | 2026-07-28T16:35:34.604Z | Press: return |
+|    4 | 2026-07-28T16:35:40.823Z | Press: Cmd+Q |
diff --git a/data/sessions/finder-rename-file-2/commands/raw_input.md b/data/sessions/finder-rename-file-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..0bd2681806f75378aa3b6bc55279fca4b646b56a
--- /dev/null
+++ b/data/sessions/finder-rename-file-2/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 16:35:20 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T16:35:20.927Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-28T16:35:29.785Z | Typed: mv ~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf |
+|    3 | 2026-07-28T16:35:34.604Z | Pressed: return |
+|    4 | 2026-07-28T16:35:40.823Z | Pressed: Cmd+Q |
diff --git a/data/sessions/finder-rename-file-2/memory.md b/data/sessions/finder-rename-file-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..2a71623ca31d22691f04ea2941d14ee8351e5f4c
--- /dev/null
+++ b/data/sessions/finder-rename-file-2/memory.md
@@ -0,0 +1,66 @@
+# Memory: finder-rename-file-2
+
+## Overview
+
+Rename a file from a shell, keeping it in the same folder. Use this as the terminal route
+to the same end state as the file-manager rename: `mv` with two paths in one directory
+changes the name and moves nothing. The recorded trace opens a terminal, runs `mv
+~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf`, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and is identifiable by name, and write access to the folder holding
+  it.
+- The new name decided in advance, including its extension. A shell rename replaces the
+  whole name, so the extension has to be written out; a file-manager rename usually
+  pre-selects the base name only and keeps the extension automatically. The same intended
+  result therefore needs different input in the two routes.
+- No file already using the new name in that folder.
+- An understanding of what depends on the old name. Renaming does not update anything that
+  refers to the file.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to rename a file while keeping its extension, which is a single `mv`, so the first move is to open a shell. Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260728_163520_at.webp)
+
+### Step 2 — Type: mv ~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf
+
+Type an `mv` command with both paths in the same directory. Renaming and moving are the same operation at this level — giving a new name in the same folder is what makes it a rename, so no separate rename command is needed.
+
+![Step 2](vision/frames/step_0002_20260728_163529_at.webp)
+
+### Step 3 — Press: return
+
+After typing the command Press Return to perform the rename.
+
+![Step 3](vision/frames/step_0003_20260728_163534_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 4](vision/frames/step_0004_20260728_163540_at.webp)
+
+## Notes & Edge Cases
+
+- **The extension has to be typed out here, and is kept automatically in the file
+  manager.** A file-manager rename pre-selects only the base name, so typing the new base
+  yields a correctly-extensioned file. `mv` replaces the entire name — omitting the
+  extension produces an extensionless file, which usually still opens from the shell and
+  no longer opens by double-click.
+- **`mv` renames and moves with the same verb.** Because both paths sit in the same folder
+  here, it renames. Get one of the directories wrong and the same command silently moves
+  the file instead.
+- **A same-named target is overwritten without asking**, and the original is gone by then.
+  Check first, or use a flag that refuses.
+- **Renaming updates nothing that points at the file.** Aliases, shortcuts, scripts and
+  recent-file lists keep the old name and quietly stop resolving.
+- **Case-only renames need care.** On a case-insensitive volume, `mv a.txt A.txt` may be
+  treated as a no-op or refused as the same path.
+- **Absolute paths keep the command independent of the shell's current directory.**
+
diff --git a/data/sessions/finder-rename-file-2/metadata.json b/data/sessions/finder-rename-file-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..19a68cc438f76060ab5378306a7c55dfbf504656
--- /dev/null
+++ b/data/sessions/finder-rename-file-2/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "finder-rename-file-2",
+  "memory_description": "",
+  "session_id": "5485bb8f-ef9b-4adf-901e-ad7756aaeb75",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T16:34:58.338794046Z",
+  "completed_at": "2026-07-28T16:35:53.886174961Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T16:35:20.927Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260728_163520_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_163520_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_163520_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T16:35:29.785Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_163529_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_163529_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_163529_after.webp",
+      "raw_command": "Typed: mv ~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf",
+      "converted_command": "Type: mv ~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T16:35:34.604Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_163534_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_163534_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_163534_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T16:35:40.823Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_163540_at.webp",
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+      "after_image_path": "vision/frames/step_0004_20260728_163540_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
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+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-rename-file-2/reasoning/reasoning.jsonl b/data/sessions/finder-rename-file-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..137fa596c76ab2125f748df5c448f26bb67107d6
--- /dev/null
+++ b/data/sessions/finder-rename-file-2/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T16:35:20.927Z", "timestamp_annotated": "2026-08-19T11:30:05.786665+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260728_163520_at.webp", "reasoning": "The task is to rename a file while keeping its extension, which is a single `mv`, so the first move is to open a shell. Left-click the Terminal icon in the Dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T16:35:29.785Z", "timestamp_annotated": "2026-08-19T11:30:05.786948+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: mv ~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf", "converted_command": "Type: mv ~/corpus-seed/report.pdf ~/corpus-seed/report-final.pdf", "image_path": "vision/frames/step_0002_20260728_163529_at.webp", "reasoning": "Type an `mv` command with both paths in the same directory. Renaming and moving are the same operation at this level — giving a new name in the same folder is what makes it a rename, so no separate rename command is needed.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T16:35:34.604Z", "timestamp_annotated": "2026-08-19T11:30:05.787303+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_163534_at.webp", "reasoning": "After typing the command Press Return to perform the rename.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T16:35:40.823Z", "timestamp_annotated": "2026-08-19T11:30:05.787692+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260728_163540_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
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new file mode 100644
index 0000000000000000000000000000000000000000..1f9171a9a334f644ef6694b802da2d2cdb1ffe1b
--- /dev/null
+++ b/data/sessions/finder-rename-file-2/sync_log.json
@@ -0,0 +1,124 @@
+{
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diff --git a/data/sessions/finder-rename-file/commands/actuation_commands.json b/data/sessions/finder-rename-file/commands/actuation_commands.json
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--- /dev/null
+++ b/data/sessions/finder-rename-file/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
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+    "agent_alive": true,
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+    "agent_version": "1.2.1",
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+    "mouse_y": 218,
+    "os_type": "MACOS",
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+    "success": true,
+    "timestamp": "2026-07-28T16:34:16.183Z"
+  },
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+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:34:20.924Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 279,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: report-final",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:34:25.652Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 212,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:34:29.310Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-rename-file/commands/cc_commands.json b/data/sessions/finder-rename-file/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..6013ede86a4b4009f5a66ee0e2f3140d960133e4
--- /dev/null
+++ b/data/sessions/finder-rename-file/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "904 218 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "904 218 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "type report-final",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-rename-file/commands/converted_input.md b/data/sessions/finder-rename-file/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..15a6909cb21c58d0460e57d2b22e0a75498851b7
--- /dev/null
+++ b/data/sessions/finder-rename-file/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 16:34:12 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T16:34:12.291Z | Move-cursor at (904, 218) |
+|    2 | 2026-07-28T16:34:16.183Z | Left-click at (904, 218) |
+|    3 | 2026-07-28T16:34:20.924Z | Press: return |
+|    4 | 2026-07-28T16:34:25.652Z | Type: report-final |
+|    5 | 2026-07-28T16:34:29.310Z | Press: return |
diff --git a/data/sessions/finder-rename-file/commands/raw_input.md b/data/sessions/finder-rename-file/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..529f6a414678fe80946e1834a717fae01a479745
--- /dev/null
+++ b/data/sessions/finder-rename-file/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 16:34:12 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T16:34:12.291Z | Moved cursor to at X=904, Y=218 |
+|    2 | 2026-07-28T16:34:16.183Z | Left-clicked at X=904, Y=218 |
+|    3 | 2026-07-28T16:34:20.924Z | Pressed: return |
+|    4 | 2026-07-28T16:34:25.652Z | Typed: report-final |
+|    5 | 2026-07-28T16:34:29.310Z | Pressed: return |
diff --git a/data/sessions/finder-rename-file/memory.md b/data/sessions/finder-rename-file/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..038199764c7a78461275bf20da216cba86633192
--- /dev/null
+++ b/data/sessions/finder-rename-file/memory.md
@@ -0,0 +1,64 @@
+# Memory: finder-rename-file
+
+## Overview
+
+Rename a file in place through the file manager, keeping it in the same folder. Use this
+when the file is being worked with by pointing rather than by name. The route selects the
+file, presses Return to enter rename mode — which pre-selects the base name and leaves the
+extension alone — types the new base name and commits with a second Return. The recorded
+trace renames `report.pdf` to `report-final.pdf` with the extension intact.
+
+## Prerequisites
+
+- A desktop environment with a file manager, or a shell.
+- A file that exists and is identifiable by name, and write access to the folder holding
+  it.
+- The new name decided in advance, including its extension. A shell rename replaces the
+  whole name, so the extension has to be written out; a file-manager rename usually
+  pre-selects the base name only and keeps the extension automatically. The same intended
+  result therefore needs different input in the two routes.
+- No file already using the new name in that folder.
+- An understanding of what depends on the old name. Renaming does not update anything that
+  refers to the file.
+
+## Steps
+
+### Step 1 — Move-cursor at (904, 218)
+
+The task is to rename `report.pdf` to `report-final.pdf`, so the file has to be selected before the rename can be opened. Move the cursor onto the `report.pdf` icon. Moving and clicking as separate steps is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 1](vision/frames/step_0001_20260728_163412_at.webp)
+
+### Step 2 — Left-click at (904, 218)
+
+Move the cursor and Left-click `report.pdf` to select it. A single click selects; it does not open the file, which a double-click would.
+
+![Step 2](vision/frames/step_0002_20260728_163416_at.webp)
+
+### Step 3 — Press: return
+
+Press Return to put the selected file's name into edit mode. In Finder, Return renames rather than opens — opening is ⌘↓ — so this key does something close to the opposite of what it does in most other applications, and pressing the wrong one here would launch a PDF viewer instead.
+
+![Step 3](vision/frames/step_0003_20260728_163420_at.webp)
+
+### Step 4 — Type: report-final
+
+Type `report-final`. Finder pre-selects only the basename and leaves the extension out of the selection, so the typed text replaces `report` and `.pdf` survives untouched — which is why the new name does not have to be typed with its extension. Typing `report-final.pdf` here would have produced `report-final.pdf.pdf`.
+
+![Step 4](vision/frames/step_0004_20260728_163425_at.webp)
+
+### Step 5 — Press: return
+
+After typing `report-final` Press Return to commit the new name. The field closes and the file reads `report-final.pdf`, extension intact. Committing matters: leaving the field open and clicking elsewhere can abandon the edit and leave the original name in place.
+
+![Step 5](vision/frames/step_0005_20260728_163429_at.webp)
+
+## Notes & Edge Cases
+
+1. The confirming key on a selected file starts a rename here rather than opening it. That is the opposite of what the same key does on most systems, and it is worth knowing before pressing it on a file that should not be touched.
+2. Only the base name is pre-selected in the edit box, so typing the new base yields a correctly-extensioned file and the extension never has to be typed. Typing it as well produces a doubled extension, which nothing warns about.
+3. The second press of that key commits the name. Clicking elsewhere also commits it, and the cancel key reverts to the old name — but nothing undoes the file having been put into rename mode, so an abandoned attempt is either the old name or a new one, never neither.
+4. A name already in use is refused with a message rather than silently overwritten on this route. The shell equivalent has no such protection, which is the main practical difference between the two.
+5. Renaming updates nothing that points at the file. Aliases, shortcuts, scripts and recent-file lists keep the old name and quietly stop resolving.
+6. Capitalisation is part of the name, and a case-only change is the awkward case: on a case-insensitive volume it may be treated as no change at all.
+7. A single click selects and a double-click opens. The rename route depends on the file being selected and not opened, so the click has to be a single one and the key comes after it.
diff --git a/data/sessions/finder-rename-file/metadata.json b/data/sessions/finder-rename-file/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..bd0b39d57569679bc8ee3a4e3b9953fd9b76e107
--- /dev/null
+++ b/data/sessions/finder-rename-file/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "finder-rename-file",
+  "memory_description": "",
+  "session_id": "6d20f208-031f-469f-a11f-e7042cb914ff",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T16:33:53.698128234Z",
+  "completed_at": "2026-07-28T16:34:41.632080243Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T16:34:12.291Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260728_163412_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_163412_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_163412_after.webp",
+      "raw_command": "Moved cursor to at X=904, Y=218",
+      "converted_command": "Move-cursor at (904, 218)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T16:34:16.183Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260728_163416_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260728_163416_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_163416_after.webp",
+      "raw_command": "Left-clicked at X=904, Y=218",
+      "converted_command": "Left-click at (904, 218)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T16:34:20.924Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_163420_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_163420_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_163420_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T16:34:25.652Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260728_163425_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_163425_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_163425_after.webp",
+      "raw_command": "Typed: report-final",
+      "converted_command": "Type: report-final"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-28T16:34:29.310Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260728_163429_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260728_163429_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260728_163429_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-rename-file/reasoning/reasoning.jsonl b/data/sessions/finder-rename-file/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c353f5332d6ba1ec796c0f2606de7345ae0ca990
--- /dev/null
+++ b/data/sessions/finder-rename-file/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T16:34:12.291Z", "timestamp_annotated": "2026-08-19T14:18:25.770530+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=904, Y=218", "converted_command": "Move-cursor at (904, 218)", "image_path": "vision/frames/step_0001_20260728_163412_at.webp", "reasoning": "The task is to rename `report.pdf` to `report-final.pdf`, so the file has to be selected before the rename can be opened. Move the cursor onto the `report.pdf` icon. Moving and clicking as separate steps is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T16:34:16.183Z", "timestamp_annotated": "2026-08-19T14:18:25.771015+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=904, Y=218", "converted_command": "Left-click at (904, 218)", "image_path": "vision/frames/step_0002_20260728_163416_at.webp", "reasoning": "Move the cursor and Left-click `report.pdf` to select it. A single click selects; it does not open the file, which a double-click would.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T16:34:20.924Z", "timestamp_annotated": "2026-08-19T14:18:25.771409+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_163420_at.webp", "reasoning": "Press Return to put the selected file's name into edit mode. In Finder, Return renames rather than opens — opening is ⌘↓ — so this key does something close to the opposite of what it does in most other applications, and pressing the wrong one here would launch a PDF viewer instead.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T16:34:25.652Z", "timestamp_annotated": "2026-08-19T14:18:25.771891+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: report-final", "converted_command": "Type: report-final", "image_path": "vision/frames/step_0004_20260728_163425_at.webp", "reasoning": "Type `report-final`. Finder pre-selects only the basename and leaves the extension out of the selection, so the typed text replaces `report` and `.pdf` survives untouched — which is why the new name does not have to be typed with its extension. Typing `report-final.pdf` here would have produced `report-final.pdf.pdf`.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-28T16:34:29.310Z", "timestamp_annotated": "2026-08-19T14:18:25.772343+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0005_20260728_163429_at.webp", "reasoning": "After typing `report-final` Press Return to commit the new name. The field closes and the file reads `report-final.pdf`, extension intact. Committing matters: leaving the field open and clicking elsewhere can abandon the edit and leave the original name in place.", "skipped": false}
diff --git a/data/sessions/finder-rename-file/sync_log.json b/data/sessions/finder-rename-file/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..dafcb40654850b9bb2ea1bf79786dd06884e3880
--- /dev/null
+++ b/data/sessions/finder-rename-file/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "6d20f208-031f-469f-a11f-e7042cb914ff",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/vision/frames/step_0001_20260728_163412_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_163412_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/vision/frames/step_0001_20260728_163412_before.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_163412_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/vision/frames/step_0001_20260728_163412_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "metadata.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/metadata.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260728_163416_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/vision/frames/step_0002_20260728_163416_at.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/vision/frames/step_0002_20260728_163416_before.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260728_163416_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/vision/frames/step_0002_20260728_163416_after.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/vision/frames/step_0003_20260728_163420_at.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260728_163420_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/vision/frames/step_0003_20260728_163420_before.webp",
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+      "failed_permanent": false,
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+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-rename-file/vision/frames/step_0003_20260728_163420_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=551, Y=476",
+    "session_id": "conn-6372c676-94aa-4795-843b-69fefe4a249a",
+    "success": true,
+    "timestamp": "2026-08-05T15:46:04.338Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-174c96d6-fe43-402e-99d2-81a2065a459f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 181,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 551,
+    "mouse_y": 476,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=551, Y=476",
+    "session_id": "conn-6372c676-94aa-4795-843b-69fefe4a249a",
+    "success": true,
+    "timestamp": "2026-08-05T15:46:07.774Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-174c96d6-fe43-402e-99d2-81a2065a459f",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 460,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+W",
+    "session_id": "conn-6372c676-94aa-4795-843b-69fefe4a249a",
+    "success": true,
+    "timestamp": "2026-08-05T15:46:39.814Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-tag-search/commands/cc_commands.json b/data/sessions/finder-tag-search/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..809e2788b1ce59f5835638acbd3b030f2e4df586
--- /dev/null
+++ b/data/sessions/finder-tag-search/commands/cc_commands.json
@@ -0,0 +1,72 @@
+[
+  {
+    "command": "606 1043 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "606 1043 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Shift+Cmd+H}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "1213 258 move",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "1213 258 left",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Cmd+O}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "773 257 move",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "773 257 left",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "773 257 right",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "798 554 move",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "798 554 left",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "551 476 move",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "551 476 left",
+    "os": "MACOS",
+    "step_id": 13
+  },
+  {
+    "command": "press {Cmd+W}",
+    "os": "MACOS",
+    "step_id": 14
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-tag-search/commands/converted_input.md b/data/sessions/finder-tag-search/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..2d6c7704e139a4b9cebf50d26bc6bae752c2698f
--- /dev/null
+++ b/data/sessions/finder-tag-search/commands/converted_input.md
@@ -0,0 +1,20 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-08-05 15:42:43 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-08-05T15:42:43.417Z | Move-cursor at (606, 1043) |
+|    2 | 2026-08-05T15:42:46.953Z | Left-click at (606, 1043) |
+|    3 | 2026-08-05T15:42:52.868Z | Press: Shift+Cmd+H |
+|    4 | 2026-08-05T15:42:58.238Z | Move-cursor at (1213, 258) |
+|    5 | 2026-08-05T15:43:01.637Z | Left-click at (1213, 258) |
+|    6 | 2026-08-05T15:43:05.390Z | Press: Cmd+O |
+|    7 | 2026-08-05T15:43:47.754Z | Move-cursor at (773, 257) |
+|    8 | 2026-08-05T15:43:51.121Z | Left-click at (773, 257) |
+|    9 | 2026-08-05T15:43:55.550Z | Right-click at (773, 257) |
+|   10 | 2026-08-05T15:44:51.525Z | Move-cursor at (798, 554) |
+|   11 | 2026-08-05T15:44:54.940Z | Left-click at (798, 554) |
+|   12 | 2026-08-05T15:46:04.338Z | Move-cursor at (551, 476) |
+|   13 | 2026-08-05T15:46:07.774Z | Left-click at (551, 476) |
+|   14 | 2026-08-05T15:46:39.814Z | Press: Cmd+W |
diff --git a/data/sessions/finder-tag-search/commands/raw_input.md b/data/sessions/finder-tag-search/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..970a2434357ebaebfdc7057e2ea07216eb029f9c
--- /dev/null
+++ b/data/sessions/finder-tag-search/commands/raw_input.md
@@ -0,0 +1,20 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-08-05 15:42:43 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-08-05T15:42:43.417Z | Moved cursor to at X=606, Y=1043 |
+|    2 | 2026-08-05T15:42:46.953Z | Left-clicked at X=606, Y=1043 |
+|    3 | 2026-08-05T15:42:52.868Z | Pressed: Shift+Cmd+H |
+|    4 | 2026-08-05T15:42:58.238Z | Moved cursor to at X=1213, Y=258 |
+|    5 | 2026-08-05T15:43:01.637Z | Left-clicked at X=1213, Y=258 |
+|    6 | 2026-08-05T15:43:05.390Z | Pressed: Cmd+O |
+|    7 | 2026-08-05T15:43:47.754Z | Moved cursor to at X=773, Y=257 |
+|    8 | 2026-08-05T15:43:51.121Z | Left-clicked at X=773, Y=257 |
+|    9 | 2026-08-05T15:43:55.550Z | Right-clicked at X=773, Y=257 |
+|   10 | 2026-08-05T15:44:51.525Z | Moved cursor to at X=798, Y=554 |
+|   11 | 2026-08-05T15:44:54.940Z | Left-clicked at X=798, Y=554 |
+|   12 | 2026-08-05T15:46:04.338Z | Moved cursor to at X=551, Y=476 |
+|   13 | 2026-08-05T15:46:07.774Z | Left-clicked at X=551, Y=476 |
+|   14 | 2026-08-05T15:46:39.814Z | Pressed: Cmd+W |
diff --git a/data/sessions/finder-tag-search/memory.md b/data/sessions/finder-tag-search/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..a03771c3975841fc842a994a29b3f95d1236afa7
--- /dev/null
+++ b/data/sessions/finder-tag-search/memory.md
@@ -0,0 +1,121 @@
+# Memory: finder-tag-search
+
+## Overview
+Mark a file with a Finder colour tag and then retrieve it through that tag. This memory
+navigates to the file in Finder, right-clicks it to open the context menu, applies the
+**Red** tag, and then uses the Red entry in the sidebar's Tags section to surface every
+Red-tagged item — demonstrating tag-based organization and retrieval as an alternative
+to folder hierarchies. Use it when a file needs to be findable by category/label
+without moving it, or when building a colour-coded triage workflow.
+
+## Prerequisites
+- Runs on macOS with Finder available; the task uses Finder colour tagging (the
+  right-click "Tags…" / colour dots in the context menu) and the Tags section of the
+  Finder sidebar.
+- The file to be tagged already exists and is locatable — the memory tags an existing
+  file, it does not create one; identify it at run time rather than assuming a fixed
+  path.
+- The colour tag used to mark and later find the file (Red) is available in the Finder
+  context menu (the default macOS colour tags are present unless the user has removed
+  them).
+
+## Steps
+
+### Step 1 — Move-cursor at (606, 1043)
+
+The task is to mark a file with colour tag to ease the search process when manually searching for the file. Navigate and move the cursor to the finder icon to open the finder.
+
+![Step 1](vision/frames/step_0001_20260805_154243_at.webp)
+
+### Step 2 — Left-click at (606, 1043)
+
+Once the cursor is at the finder icon use left mouse click to open the finder.
+
+![Step 2](vision/frames/step_0002_20260805_154246_at.webp)
+
+### Step 3 — Press: Shift+Cmd+H
+
+After the finder app opens use the key command (Shift+Cmd+H) to open the Home folder, which contains the folder the file is located in.
+
+![Step 3](vision/frames/step_0003_20260805_154252_at.webp)
+
+### Step 4 — Move-cursor at (1213, 258)
+
+Once the Home folder is open, find and navigate the cursor to the folder named corpus-seed.
+
+![Step 4](vision/frames/step_0004_20260805_154258_at.webp)
+
+### Step 5 — Left-click at (1213, 258)
+
+Once the cursor is at folder corpus-seed left click to select the folder.
+
+![Step 5](vision/frames/step_0005_20260805_154301_at.webp)
+
+### Step 6 — Press: Cmd+O
+
+Once the folder is selected use the key command (Cmd+O) to open the folder.
+
+![Step 6](vision/frames/step_0006_20260805_154305_at.webp)
+
+### Step 7 — Move-cursor at (773, 257)
+
+After the folder corpus-seed is open where the file that needs to be tagged is located find and navigate the cursor to the file to tag it.
+
+![Step 7](vision/frames/step_0007_20260805_154347_at.webp)
+
+### Step 8 — Left-click at (773, 257)
+
+Once the cursor is on the file left click to select the file.
+
+![Step 8](vision/frames/step_0008_20260805_154351_at.webp)
+
+### Step 9 — Right-click at (773, 257)
+
+After the file is selected use right click without moving the cursor from the file to access the menu.
+
+![Step 9](vision/frames/step_0009_20260805_154355_at.webp)
+
+### Step 10 — Move-cursor at (798, 554)
+
+When the menu opens analyze and find the option that needs to be clicked for the task and navigate to that specific option. In this case the file needs to be colour tagged so select a colour, navigate and move the cursor to the specific colour.
+
+![Step 10](vision/frames/step_0010_20260805_154451_at.webp)
+
+### Step 11 — Left-click at (798, 554)
+
+Once the cursor is on the colour use left click. This action tags the file to the specific colour tag group which makes it easier to navigate to the specific file by clicking on the colour tag in the left pane of the finder app window.
+
+![Step 11](vision/frames/step_0011_20260805_154454_at.webp)
+
+### Step 12 — Move-cursor at (551, 476)
+
+After the file is tagged to check the tagged file find and navigate the cursor to the specific colour tag in the tag section on left pane of finder window.
+
+![Step 12](vision/frames/step_0012_20260805_154604_at.webp)
+
+### Step 13 — Left-click at (551, 476)
+
+Once the cursor is at the colour tag left click to view the files tagged with the specific colour tag.
+
+![Step 13](vision/frames/step_0013_20260805_154607_at.webp)
+
+### Step 14 — Press: Cmd+W
+
+After the tasks are done close the window by using the key command (Cmd+W).
+
+![Step 14](vision/frames/step_0014_20260805_154639_at.webp)
+
+## Notes & Edge Cases
+1. A key command is the quickest way to perform an action and should be preferred, but only when the correct command is known. If a key command fails, the recommended fallback is to navigate the GUI and perform the action that way.
+2. A right-click on a file usually does not need a left-click first — the options menu opens correctly with the cursor already on the file. In some cases, though, right-clicking without selecting opens a menu that does not act on the intended file. If the menu that appears is not the one for the file under the cursor, left-click the file to select it and then right-click to open the correct menu.
+3. When colour tagging, take note of what each colour tag is used for by the user, because the meaning of each colour varies from user to user.
+4. If there is no information on how the user uses each colour tag, verify what the file is before tagging it and ask the user which colour they want it tagged with. If a colour is specified, use that tag and ask what that tag will be used for.
+5. Ask for a specific colour's purpose only once and record it. If the user later changes the purpose of a tag, ask what they want done with the files already tagged with it.
+6. When a task is finished it is best to close the window the work was done in, to avoid clutter. If the task is a sub-task, do not close the window until the main task is complete or the screen becomes too cluttered to navigate.
+7. Before closing a window, check whether it is still needed for other sub-tasks. If it is, minimize it to the background instead of closing it — that frees screen space without costing the extra steps of reopening and navigating back.
+8. In some cases the location of the file or folder is already known and it has to be reached through the GUI. In that case use the pixel location together with the mouse click to perform the action directly, reducing the number of steps needed to perform the task, sub-task, and so on (for example: 251 874 left).
+9. In some cases the direct move and click action successfully moves to the pixel location but fails to click. When such failure occurs, instead of re-running the full command with pixel coordinates and click it is recommended to run the command here left / here right / here double as needed. By doing this we avoid trying to move the cursor multiple times and use click action as needed to click.
+10. The folders, files, and file paths are for demonstration purposes only. The actual folders, files, and file paths vary based on the user's own system and environment. This only demonstrates how the task, sub-task, and so on are performed, so always verify the folders, files, file paths, and folder locations when performing the tasks.
+11. The key command Cmd+O opens a file or folder and is faster to open a file, but the alternative for this is to use double click to open the folder or file. In some cases certain types of files might not have an app assigned to open them in System Settings, so if the user's system already has an app to open the file a popup to select the app will open, select the respective app. But if there is no app then an option to search for the app in the App Store will be available, so when no app is available always confirm with the user if they will install the app themselves or if they leave it to you to handle the app installation. Never install the app without user consent.
+12. In some cases the user might have set the primary mouse button to right, but normally the default is set to left.
+13. When an app is opened by clicking on the app icon the system automatically focuses on the window that just opened, but in rare cases the window is not focused, so in those cases it is recommended to move the cursor to the window that just opened and use left click to focus the window.
diff --git a/data/sessions/finder-tag-search/metadata.json b/data/sessions/finder-tag-search/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3ef4ffe98f3a11af142fd7ace0cffc45428887bc
--- /dev/null
+++ b/data/sessions/finder-tag-search/metadata.json
@@ -0,0 +1,220 @@
+{
+  "memory_name": "finder-tag-search",
+  "memory_description": "",
+  "session_id": "1214de4b-19b9-445e-9f11-bab6b6061586",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-08-05T15:42:15.697726280Z",
+  "completed_at": "2026-08-05T15:47:31.241091550Z",
+  "total_steps": 14,
+  "annotated_steps": 14,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-08-05T15:42:43.417Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260805_154243_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260805_154243_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260805_154243_after.webp",
+      "raw_command": "Moved cursor to at X=606, Y=1043",
+      "converted_command": "Move-cursor at (606, 1043)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-08-05T15:42:46.953Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260805_154246_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260805_154246_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260805_154246_after.webp",
+      "raw_command": "Left-clicked at X=606, Y=1043",
+      "converted_command": "Left-click at (606, 1043)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-08-05T15:42:52.868Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260805_154252_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260805_154252_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260805_154252_after.webp",
+      "raw_command": "Pressed: Shift+Cmd+H",
+      "converted_command": "Press: Shift+Cmd+H"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-08-05T15:42:58.238Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0004_20260805_154258_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260805_154258_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260805_154258_after.webp",
+      "raw_command": "Moved cursor to at X=1213, Y=258",
+      "converted_command": "Move-cursor at (1213, 258)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-08-05T15:43:01.637Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260805_154301_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260805_154301_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260805_154301_after.webp",
+      "raw_command": "Left-clicked at X=1213, Y=258",
+      "converted_command": "Left-click at (1213, 258)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-08-05T15:43:05.390Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260805_154305_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260805_154305_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260805_154305_after.webp",
+      "raw_command": "Pressed: Cmd+O",
+      "converted_command": "Press: Cmd+O"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-08-05T15:43:47.754Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0007_20260805_154347_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260805_154347_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260805_154347_after.webp",
+      "raw_command": "Moved cursor to at X=773, Y=257",
+      "converted_command": "Move-cursor at (773, 257)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-08-05T15:43:51.121Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260805_154351_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260805_154351_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260805_154351_after.webp",
+      "raw_command": "Left-clicked at X=773, Y=257",
+      "converted_command": "Left-click at (773, 257)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-08-05T15:43:55.550Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0009_20260805_154355_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260805_154355_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260805_154355_after.webp",
+      "raw_command": "Right-clicked at X=773, Y=257",
+      "converted_command": "Right-click at (773, 257)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-08-05T15:44:51.525Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0010_20260805_154451_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260805_154451_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260805_154451_after.webp",
+      "raw_command": "Moved cursor to at X=798, Y=554",
+      "converted_command": "Move-cursor at (798, 554)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-08-05T15:44:54.940Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0011_20260805_154454_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260805_154454_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260805_154454_after.webp",
+      "raw_command": "Left-clicked at X=798, Y=554",
+      "converted_command": "Left-click at (798, 554)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-08-05T15:46:04.338Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0012_20260805_154604_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260805_154604_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260805_154604_after.webp",
+      "raw_command": "Moved cursor to at X=551, Y=476",
+      "converted_command": "Move-cursor at (551, 476)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-08-05T15:46:07.774Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0013_20260805_154607_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0013_20260805_154607_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260805_154607_after.webp",
+      "raw_command": "Left-clicked at X=551, Y=476",
+      "converted_command": "Left-click at (551, 476)"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-08-05T15:46:39.814Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0014_20260805_154639_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0014_20260805_154639_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260805_154639_after.webp",
+      "raw_command": "Pressed: Cmd+W",
+      "converted_command": "Press: Cmd+W"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-tag-search/reasoning/reasoning.jsonl b/data/sessions/finder-tag-search/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..066c96fbf6b829fc99453b1252de8821d03d62ca
--- /dev/null
+++ b/data/sessions/finder-tag-search/reasoning/reasoning.jsonl
@@ -0,0 +1,14 @@
+{"step_id": 1, "timestamp_action": "2026-08-05T15:42:43.417Z", "timestamp_annotated": "2026-08-06T06:47:05.501420+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=606, Y=1043", "converted_command": "Move-cursor at (606, 1043)", "image_path": "vision/frames/step_0001_20260805_154243_at.webp", "reasoning": "The task is to mark a file with colour tag to ease the search process when manually searching for the file. Navigate and move the cursor to the finder icon to open the finder.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-08-05T15:42:46.953Z", "timestamp_annotated": "2026-08-06T06:50:43.918697+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=606, Y=1043", "converted_command": "Left-click at (606, 1043)", "image_path": "vision/frames/step_0002_20260805_154246_at.webp", "reasoning": "Once the cursor is at the finder icon use left mouse click to open the finder.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-08-05T15:42:52.868Z", "timestamp_annotated": "2026-08-06T07:04:26.712442+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Shift+Cmd+H", "converted_command": "Press: Shift+Cmd+H", "image_path": "vision/frames/step_0003_20260805_154252_at.webp", "reasoning": "After the finder app opens use the key command (Shift+Cmd+H) to open the Home folder, which contains the folder the file is located in.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-08-05T15:42:58.238Z", "timestamp_annotated": "2026-08-06T07:06:11.812212+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1213, Y=258", "converted_command": "Move-cursor at (1213, 258)", "image_path": "vision/frames/step_0004_20260805_154258_at.webp", "reasoning": "Once the Home folder is open, find and navigate the cursor to the folder named corpus-seed.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-08-05T15:43:01.637Z", "timestamp_annotated": "2026-08-06T07:20:57.232742+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1213, Y=258", "converted_command": "Left-click at (1213, 258)", "image_path": "vision/frames/step_0005_20260805_154301_at.webp", "reasoning": "Once the cursor is at folder corpus-seed left click to select the folder.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-08-05T15:43:05.390Z", "timestamp_annotated": "2026-08-06T07:57:47.571603+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+O", "converted_command": "Press: Cmd+O", "image_path": "vision/frames/step_0006_20260805_154305_at.webp", "reasoning": "Once the folder is selected use the key command (Cmd+O) to open the folder.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-08-05T15:43:47.754Z", "timestamp_annotated": "2026-08-06T08:04:06.550979+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=773, Y=257", "converted_command": "Move-cursor at (773, 257)", "image_path": "vision/frames/step_0007_20260805_154347_at.webp", "reasoning": "After the folder corpus-seed is open where the file that needs to be tagged is located find and navigate the cursor to the file to tag it.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-08-05T15:43:51.121Z", "timestamp_annotated": "2026-08-06T08:09:19.286756+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=773, Y=257", "converted_command": "Left-click at (773, 257)", "image_path": "vision/frames/step_0008_20260805_154351_at.webp", "reasoning": "Once the cursor is on the file left click to select the file.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-08-05T15:43:55.550Z", "timestamp_annotated": "2026-08-06T08:10:04.314176+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=773, Y=257", "converted_command": "Right-click at (773, 257)", "image_path": "vision/frames/step_0009_20260805_154355_at.webp", "reasoning": "After the file is selected use right click without moving the cursor from the file to access the menu.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-08-05T15:44:51.525Z", "timestamp_annotated": "2026-08-06T08:24:22.604355+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=798, Y=554", "converted_command": "Move-cursor at (798, 554)", "image_path": "vision/frames/step_0010_20260805_154451_at.webp", "reasoning": "When the menu opens analyze and find the option that needs to be clicked for the task and navigate to that specific option. In this case the file needs to be colour tagged so select a colour, navigate and move the cursor to the specific colour.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-08-05T15:44:54.940Z", "timestamp_annotated": "2026-08-06T08:27:52.994379+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=798, Y=554", "converted_command": "Left-click at (798, 554)", "image_path": "vision/frames/step_0011_20260805_154454_at.webp", "reasoning": "Once the cursor is on the colour use left click. This action tags the file to the specific colour tag group which makes it easier to navigate to the specific file by clicking on the colour tag in the left pane of the finder app window.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-08-05T15:46:04.338Z", "timestamp_annotated": "2026-08-06T08:31:43.450605+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=551, Y=476", "converted_command": "Move-cursor at (551, 476)", "image_path": "vision/frames/step_0012_20260805_154604_at.webp", "reasoning": "After the file is tagged to check the tagged file find and navigate the cursor to the specific colour tag in the tag section on left pane of finder window.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-08-05T15:46:07.774Z", "timestamp_annotated": "2026-08-06T08:33:18.942307+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=551, Y=476", "converted_command": "Left-click at (551, 476)", "image_path": "vision/frames/step_0013_20260805_154607_at.webp", "reasoning": "Once the cursor is at the colour tag left click to view the files tagged with the specific colour tag.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-08-05T15:46:39.814Z", "timestamp_annotated": "2026-08-06T08:41:50.079180+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+W", "converted_command": "Press: Cmd+W", "image_path": "vision/frames/step_0014_20260805_154639_at.webp", "reasoning": "After the tasks are done close the window by using the key command (Cmd+W).", "skipped": false}
diff --git a/data/sessions/finder-tag-search/sync_log.json b/data/sessions/finder-tag-search/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc6bdcb5ba878472910344a690a5ebfa7da8c5d0
--- /dev/null
+++ b/data/sessions/finder-tag-search/sync_log.json
@@ -0,0 +1,348 @@
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diff --git a/data/sessions/finder-zip-selection-2/commands/actuation_commands.json b/data/sessions/finder-zip-selection-2/commands/actuation_commands.json
new file mode 100644
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--- /dev/null
+++ b/data/sessions/finder-zip-selection-2/commands/actuation_commands.json
@@ -0,0 +1,135 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-d796971b-5c15-403f-b943-820599c09f14",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 193,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 942,
+    "mouse_y": 1036,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=942, Y=1036",
+    "session_id": "conn-b35c6d33-e9be-4e98-93f8-432b69922a57",
+    "success": true,
+    "timestamp": "2026-07-15T07:01:03.864Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-d796971b-5c15-403f-b943-820599c09f14",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 231,
+    "is_heartbeat": false,
+    "is_here_command": true,
+    "mouse_x": 942,
+    "mouse_y": 1036,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=942, Y=1036",
+    "session_id": "conn-b35c6d33-e9be-4e98-93f8-432b69922a57",
+    "success": true,
+    "timestamp": "2026-07-15T07:02:09.726Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-d796971b-5c15-403f-b943-820599c09f14",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 198,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 806,
+    "mouse_y": 167,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=806, Y=167",
+    "session_id": "conn-b35c6d33-e9be-4e98-93f8-432b69922a57",
+    "success": true,
+    "timestamp": "2026-07-15T07:04:15.624Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-d796971b-5c15-403f-b943-820599c09f14",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 199,
+    "is_heartbeat": false,
+    "is_here_command": true,
+    "mouse_x": 806,
+    "mouse_y": 167,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=806, Y=167",
+    "session_id": "conn-b35c6d33-e9be-4e98-93f8-432b69922a57",
+    "success": true,
+    "timestamp": "2026-07-15T07:04:21.292Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-d796971b-5c15-403f-b943-820599c09f14",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 565,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: cd ~/corpus-seed && zip -r Archive.zip docs",
+    "session_id": "conn-b35c6d33-e9be-4e98-93f8-432b69922a57",
+    "success": true,
+    "timestamp": "2026-07-15T07:04:43.549Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-d796971b-5c15-403f-b943-820599c09f14",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 168,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-b35c6d33-e9be-4e98-93f8-432b69922a57",
+    "success": true,
+    "timestamp": "2026-07-15T07:04:52.347Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-d796971b-5c15-403f-b943-820599c09f14",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 223,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 587,
+    "mouse_y": 131,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=587, Y=131",
+    "session_id": "conn-b35c6d33-e9be-4e98-93f8-432b69922a57",
+    "success": true,
+    "timestamp": "2026-07-15T07:05:43.168Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-zip-selection-2/commands/cc_commands.json b/data/sessions/finder-zip-selection-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4f63447c1dff31c7e55b5de8e916bf364c1c92d
--- /dev/null
+++ b/data/sessions/finder-zip-selection-2/commands/cc_commands.json
@@ -0,0 +1,37 @@
+[
+  {
+    "command": "942 1036 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "942 1036 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "806 167 move",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "806 167 left",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "type cd ~/corpus-seed && zip -r Archive.zip docs",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "587 131 left",
+    "os": "MACOS",
+    "step_id": 7
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-zip-selection-2/commands/converted_input.md b/data/sessions/finder-zip-selection-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..7453ead0ef60625872b6c81b1a655a389b3d25eb
--- /dev/null
+++ b/data/sessions/finder-zip-selection-2/commands/converted_input.md
@@ -0,0 +1,13 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-15 07:01:03 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-15T07:01:03.864Z | Move-cursor at (942, 1036) |
+|    2 | 2026-07-15T07:02:09.726Z | Left-click at (942, 1036) |
+|    3 | 2026-07-15T07:04:15.624Z | Move-cursor at (806, 167) |
+|    4 | 2026-07-15T07:04:21.292Z | Left-click at (806, 167) |
+|    5 | 2026-07-15T07:04:43.549Z | Type: cd ~/corpus-seed && zip -r Archive.zip docs |
+|    6 | 2026-07-15T07:04:52.347Z | Press: Enter |
+|    7 | 2026-07-15T07:05:43.168Z | Left-click at (587, 131) |
diff --git a/data/sessions/finder-zip-selection-2/commands/raw_input.md b/data/sessions/finder-zip-selection-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..ea67d9eaa79a29ec47bbd552136d088d1a7d3647
--- /dev/null
+++ b/data/sessions/finder-zip-selection-2/commands/raw_input.md
@@ -0,0 +1,13 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-15 07:01:03 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-15T07:01:03.864Z | Moved cursor to at X=942, Y=1036 |
+|    2 | 2026-07-15T07:02:09.726Z | Left-clicked at X=942, Y=1036 |
+|    3 | 2026-07-15T07:04:15.624Z | Moved cursor to at X=806, Y=167 |
+|    4 | 2026-07-15T07:04:21.292Z | Left-clicked at X=806, Y=167 |
+|    5 | 2026-07-15T07:04:43.549Z | Typed: cd ~/corpus-seed && zip -r Archive.zip docs |
+|    6 | 2026-07-15T07:04:52.347Z | Pressed: Return |
+|    7 | 2026-07-15T07:05:43.168Z | Left-clicked at X=587, Y=131 |
diff --git a/data/sessions/finder-zip-selection-2/memory.md b/data/sessions/finder-zip-selection-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..99f30a91b1c0e767f482ae5f72981a283a23bd3d
--- /dev/null
+++ b/data/sessions/finder-zip-selection-2/memory.md
@@ -0,0 +1,67 @@
+# Memory: finder-zip-selection-2
+
+## Overview
+Produce the same `Archive.zip` from the **terminal**. This memory opens a shell and runs
+`cd ~/corpus-seed && zip -r Archive.zip docs` as a single chained command, so the archive
+is created beside the source folder rather than in the home directory. Use it when a shell
+is available and bundling a directory into a zip is faster as one command than a GUI
+selection-and-compress.
+
+## Prerequisites
+- Runs on macOS with a shell and the `zip` utility, both stock.
+- The source folder holding the files to compress already exists and contains the
+  items to archive; identify it at run time rather than assuming a fixed path.
+- Write access to the folder where the archive is created, and no archive of the same
+  name already exists there (otherwise the compress step overwrites or produces a
+  numbered duplicate).
+
+## Steps
+
+### Step 1 — Move-cursor at (942, 1036)
+
+The task is to produce the Archive.zip using the files in ~/corpus-seed/docs/, from a shell. Start by finding and navigating to the Terminal icon and moving the cursor to the Terminal.
+
+![Step 1](vision/frames/step_0001_20260715_070103_at.webp)
+
+### Step 2 — Left-click at (942, 1036)
+
+Once the cursor is on the Terminal icon use left click to open the Terminal.
+
+![Step 2](vision/frames/step_0002_20260715_070209_at.webp)
+
+### Step 3 — Move-cursor at (806, 167)
+
+After the Terminal window opens, move the cursor to the Terminal window. The window should already be focused after opening it from the Dock, but moving onto it and clicking confirms the focus before typing.
+
+![Step 3](vision/frames/step_0003_20260715_070415_at.webp)
+
+### Step 4 — Left-click at (806, 167)
+
+Once the cursor is on the Terminal window left click to focus on the Terminal window.
+
+![Step 4](vision/frames/step_0004_20260715_070421_at.webp)
+
+### Step 5 — Type: cd ~/corpus-seed && zip -r Archive.zip docs
+
+When the Terminal window is in focus type the command cd ~/corpus-seed && zip -r Archive.zip docs. This command cd's into the corpus-seed directory, and then runs a recursive zip command to zip the files in the docs directory without navigating using the GUI interface, which is also the quickest method to do the task.
+
+![Step 5](vision/frames/step_0005_20260715_070443_at.webp)
+
+### Step 6 — Press: Enter
+
+After typing the command press enter to run the command.
+
+![Step 6](vision/frames/step_0006_20260715_070452_at.webp)
+
+### Step 7 — Left-click at (587, 131)
+
+After the command is run the task is complete, so find the red close button to exit the Terminal window, navigate the cursor and left click to cleanly close the Terminal window.
+
+![Step 7](vision/frames/step_0007_20260715_070543_at.webp)
+
+## Notes & Edge Cases
+1. When an app is opened by clicking on the app icon the system automatically focuses on the window that just opened, but in rare cases the window is not focused, so in those cases it is recommended to move the cursor to the window that just opened and use left click to focus the window.
+2. In some cases the location of the file or folder is already known and it has to be reached through the GUI. In that case use the pixel location together with the mouse click to perform the action directly, reducing the number of steps needed to perform the task, sub-task, and so on (for example: 251 874 left).
+3. In some cases the direct move and click action successfully moves to the pixel location but fails to click. When such failure occurs, instead of re-running the full command with pixel coordinates and click it is recommended to run the command here left / here right / here double as needed. By doing this we avoid trying to move the cursor multiple times and use click action as needed to click.
+4. The folders, files, and file paths are for demonstration purposes only. The actual folders, files, and file paths vary based on the user's own system and environment. This only demonstrates how the task, sub-task, and so on are performed, so always verify the folders, files, file paths, and folder locations when performing the tasks.
+5. In some cases the user might have set the primary mouse button to right, but normally the default is set to left.
diff --git a/data/sessions/finder-zip-selection-2/metadata.json b/data/sessions/finder-zip-selection-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c38fce3ce3c934f3c2e353bb6bc538a3b6484909
--- /dev/null
+++ b/data/sessions/finder-zip-selection-2/metadata.json
@@ -0,0 +1,126 @@
+{
+  "memory_name": "finder-zip-selection-2",
+  "memory_description": "",
+  "session_id": "90875dc5-dcc1-44df-a20f-5aa604dcfa90",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-15T06:59:08.531372640Z",
+  "completed_at": "2026-07-15T07:05:58.475967031Z",
+  "total_steps": 7,
+  "annotated_steps": 7,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-15T07:01:03.864Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260715_070103_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260715_070103_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260715_070103_after.webp",
+      "raw_command": "Moved cursor to at X=942, Y=1036",
+      "converted_command": "Move-cursor at (942, 1036)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-15T07:02:09.726Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260715_070209_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260715_070209_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260715_070209_after.webp",
+      "raw_command": "Left-clicked at X=942, Y=1036",
+      "converted_command": "Left-click at (942, 1036)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-15T07:04:15.624Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260715_070415_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260715_070415_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260715_070415_after.webp",
+      "raw_command": "Moved cursor to at X=806, Y=167",
+      "converted_command": "Move-cursor at (806, 167)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-15T07:04:21.292Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260715_070421_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260715_070421_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260715_070421_after.webp",
+      "raw_command": "Left-clicked at X=806, Y=167",
+      "converted_command": "Left-click at (806, 167)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-15T07:04:43.549Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0005_20260715_070443_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260715_070443_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260715_070443_after.webp",
+      "raw_command": "Typed: cd ~/corpus-seed && zip -r Archive.zip docs",
+      "converted_command": "Type: cd ~/corpus-seed && zip -r Archive.zip docs"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-15T07:04:52.347Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260715_070452_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260715_070452_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260715_070452_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-15T07:05:43.168Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260715_070543_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260715_070543_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260715_070543_after.webp",
+      "raw_command": "Left-clicked at X=587, Y=131",
+      "converted_command": "Left-click at (587, 131)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-zip-selection-2/reasoning/reasoning.jsonl b/data/sessions/finder-zip-selection-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d1b7785a619202696dcdf02e8ec5b3dc350f8bdb
--- /dev/null
+++ b/data/sessions/finder-zip-selection-2/reasoning/reasoning.jsonl
@@ -0,0 +1,7 @@
+{"step_id": 1, "timestamp_action": "2026-07-15T07:01:03.864Z", "timestamp_annotated": "2026-08-07T10:38:16.713053+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=942, Y=1036", "converted_command": "Move-cursor at (942, 1036)", "image_path": "vision/frames/step_0001_20260715_070103_at.webp", "reasoning": "The task is to produce the Archive.zip using the files in ~/corpus-seed/docs/, from a shell. Start by finding and navigating to the Terminal icon and moving the cursor to the Terminal.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-15T07:02:09.726Z", "timestamp_annotated": "2026-08-07T10:40:46.002794+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=942, Y=1036", "converted_command": "Left-click at (942, 1036)", "image_path": "vision/frames/step_0002_20260715_070209_at.webp", "reasoning": "Once the cursor is on the Terminal icon use left click to open the Terminal.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-15T07:04:15.624Z", "timestamp_annotated": "2026-08-07T11:04:56.508310+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=806, Y=167", "converted_command": "Move-cursor at (806, 167)", "image_path": "vision/frames/step_0003_20260715_070415_at.webp", "reasoning": "After the Terminal window opens, move the cursor to the Terminal window. The window should already be focused after opening it from the Dock, but moving onto it and clicking confirms the focus before typing.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-15T07:04:21.292Z", "timestamp_annotated": "2026-08-07T11:05:37.940453+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=806, Y=167", "converted_command": "Left-click at (806, 167)", "image_path": "vision/frames/step_0004_20260715_070421_at.webp", "reasoning": "Once the cursor is on the Terminal window left click to focus on the Terminal window.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-15T07:04:43.549Z", "timestamp_annotated": "2026-08-07T11:21:42.176856+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: cd ~/corpus-seed && zip -r Archive.zip docs", "converted_command": "Type: cd ~/corpus-seed && zip -r Archive.zip docs", "image_path": "vision/frames/step_0005_20260715_070443_at.webp", "reasoning": "When the Terminal window is in focus type the command cd ~/corpus-seed && zip -r Archive.zip docs. This command cd's into the corpus-seed directory, and then runs a recursive zip command to zip the files in the docs directory without navigating using the GUI interface, which is also the quickest method to do the task.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-15T07:04:52.347Z", "timestamp_annotated": "2026-08-07T11:37:55.785290+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0006_20260715_070452_at.webp", "reasoning": "After typing the command press enter to run the command.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-15T07:05:43.168Z", "timestamp_annotated": "2026-08-07T11:39:12.135789+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=587, Y=131", "converted_command": "Left-click at (587, 131)", "image_path": "vision/frames/step_0007_20260715_070543_at.webp", "reasoning": "After the command is run the task is complete, so find the red close button to exit the Terminal window, navigate the cursor and left click to cleanly close the Terminal window.", "skipped": false}
diff --git a/data/sessions/finder-zip-selection-2/sync_log.json b/data/sessions/finder-zip-selection-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..ee9e79fc272a1b39c4fc5958905f8387210ffffd
--- /dev/null
+++ b/data/sessions/finder-zip-selection-2/sync_log.json
@@ -0,0 +1,201 @@
+{
+  "session_id": "90875dc5-dcc1-44df-a20f-5aa604dcfa90",
+  "files": {
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+      "synced": true,
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+      "last_error": null
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+    "agent_id": "agent-d7483114-4f68-47d1-b83e-19740f711be9",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 196,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 774,
+    "mouse_y": 257,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=774, Y=257",
+    "session_id": "conn-716718ed-8939-41d3-9893-a2a1843406bf",
+    "success": true,
+    "timestamp": "2026-08-06T12:42:02.554Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-d7483114-4f68-47d1-b83e-19740f711be9",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 489,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+O",
+    "session_id": "conn-716718ed-8939-41d3-9893-a2a1843406bf",
+    "success": true,
+    "timestamp": "2026-08-06T12:42:07.352Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-d7483114-4f68-47d1-b83e-19740f711be9",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 463,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+A",
+    "session_id": "conn-716718ed-8939-41d3-9893-a2a1843406bf",
+    "success": true,
+    "timestamp": "2026-08-06T12:42:13.108Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-d7483114-4f68-47d1-b83e-19740f711be9",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 215,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 774,
+    "mouse_y": 257,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=774, Y=257",
+    "session_id": "conn-716718ed-8939-41d3-9893-a2a1843406bf",
+    "success": true,
+    "timestamp": "2026-08-06T12:42:17.460Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-d7483114-4f68-47d1-b83e-19740f711be9",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 189,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 833,
+    "mouse_y": 421,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=833, Y=421",
+    "session_id": "conn-716718ed-8939-41d3-9893-a2a1843406bf",
+    "success": true,
+    "timestamp": "2026-08-06T12:42:56.175Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-d7483114-4f68-47d1-b83e-19740f711be9",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 237,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 833,
+    "mouse_y": 421,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=833, Y=421",
+    "session_id": "conn-716718ed-8939-41d3-9893-a2a1843406bf",
+    "success": true,
+    "timestamp": "2026-08-06T12:42:59.601Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-d7483114-4f68-47d1-b83e-19740f711be9",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 493,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+W",
+    "session_id": "conn-716718ed-8939-41d3-9893-a2a1843406bf",
+    "success": true,
+    "timestamp": "2026-08-06T12:43:26.206Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-zip-selection/commands/cc_commands.json b/data/sessions/finder-zip-selection/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..d43b507ea319149f6f2aedc02c41e8c7c381ee7d
--- /dev/null
+++ b/data/sessions/finder-zip-selection/commands/cc_commands.json
@@ -0,0 +1,72 @@
+[
+  {
+    "command": "604 1032 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "604 1032 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Shift+Cmd+H}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "993 258 move",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "993 258 left",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Cmd+O}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "774 257 move",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "774 257 left",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Cmd+O}",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "press {Cmd+A}",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "774 257 right",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "833 421 move",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "833 421 left",
+    "os": "MACOS",
+    "step_id": 13
+  },
+  {
+    "command": "press {Cmd+W}",
+    "os": "MACOS",
+    "step_id": 14
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/finder-zip-selection/commands/converted_input.md b/data/sessions/finder-zip-selection/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..d272f5873df8c119c66350e437844c3dc074f796
--- /dev/null
+++ b/data/sessions/finder-zip-selection/commands/converted_input.md
@@ -0,0 +1,20 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-08-06 12:41:07 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-08-06T12:41:07.343Z | Move-cursor at (604, 1032) |
+|    2 | 2026-08-06T12:41:10.815Z | Left-click at (604, 1032) |
+|    3 | 2026-08-06T12:41:16.580Z | Press: Shift+Cmd+H |
+|    4 | 2026-08-06T12:41:22.059Z | Move-cursor at (993, 258) |
+|    5 | 2026-08-06T12:41:25.487Z | Left-click at (993, 258) |
+|    6 | 2026-08-06T12:41:30.184Z | Press: Cmd+O |
+|    7 | 2026-08-06T12:41:59.184Z | Move-cursor at (774, 257) |
+|    8 | 2026-08-06T12:42:02.554Z | Left-click at (774, 257) |
+|    9 | 2026-08-06T12:42:07.352Z | Press: Cmd+O |
+|   10 | 2026-08-06T12:42:13.108Z | Press: Cmd+A |
+|   11 | 2026-08-06T12:42:17.460Z | Right-click at (774, 257) |
+|   12 | 2026-08-06T12:42:56.175Z | Move-cursor at (833, 421) |
+|   13 | 2026-08-06T12:42:59.601Z | Left-click at (833, 421) |
+|   14 | 2026-08-06T12:43:26.206Z | Press: Cmd+W |
diff --git a/data/sessions/finder-zip-selection/commands/raw_input.md b/data/sessions/finder-zip-selection/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..8d033acdef0e3bd1cce44e99afb376adf3825874
--- /dev/null
+++ b/data/sessions/finder-zip-selection/commands/raw_input.md
@@ -0,0 +1,20 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-08-06 12:41:07 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-08-06T12:41:07.343Z | Moved cursor to at X=604, Y=1032 |
+|    2 | 2026-08-06T12:41:10.815Z | Left-clicked at X=604, Y=1032 |
+|    3 | 2026-08-06T12:41:16.580Z | Pressed: Shift+Cmd+H |
+|    4 | 2026-08-06T12:41:22.059Z | Moved cursor to at X=993, Y=258 |
+|    5 | 2026-08-06T12:41:25.487Z | Left-clicked at X=993, Y=258 |
+|    6 | 2026-08-06T12:41:30.184Z | Pressed: Cmd+O |
+|    7 | 2026-08-06T12:41:59.184Z | Moved cursor to at X=774, Y=257 |
+|    8 | 2026-08-06T12:42:02.554Z | Left-clicked at X=774, Y=257 |
+|    9 | 2026-08-06T12:42:07.352Z | Pressed: Cmd+O |
+|   10 | 2026-08-06T12:42:13.108Z | Pressed: Cmd+A |
+|   11 | 2026-08-06T12:42:17.460Z | Right-clicked at X=774, Y=257 |
+|   12 | 2026-08-06T12:42:56.175Z | Moved cursor to at X=833, Y=421 |
+|   13 | 2026-08-06T12:42:59.601Z | Left-clicked at X=833, Y=421 |
+|   14 | 2026-08-06T12:43:26.206Z | Pressed: Cmd+W |
diff --git a/data/sessions/finder-zip-selection/memory.md b/data/sessions/finder-zip-selection/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..4008c514982bca1d0447aaf78d34473dfedee223
--- /dev/null
+++ b/data/sessions/finder-zip-selection/memory.md
@@ -0,0 +1,112 @@
+# Memory: finder-zip-selection
+
+## Overview
+Compress the contents of a folder into a single zip archive from Finder. This memory
+opens the source `docs/` folder, selects every file with `Cmd+A`, and uses the Finder
+context menu's **Compress** item to produce `Archive.zip` alongside the source. Use it
+when a set of loose files needs to be bundled into one shareable archive through the
+GUI, with no terminal.
+
+## Prerequisites
+- Runs on macOS with Finder.
+- The source folder holding the files to compress already exists and contains the
+  items to archive; identify it at run time rather than assuming a fixed path.
+- Write access to the folder where the archive is created, and no archive of the same
+  name already exists there (otherwise the compress step overwrites or produces a
+  numbered duplicate).
+
+## Steps
+
+### Step 1 — Move-cursor at (604, 1032)
+
+The task is to compress every file in ~/corpus-seed/docs/ into Archive.zip using Finder. Locate the Finder app icon and then move the cursor to the icon.
+
+![Step 1](vision/frames/step_0001_20260806_124107_at.webp)
+
+### Step 2 — Left-click at (604, 1032)
+
+Once the cursor is on the Finder app icon left click to open the Finder.
+
+![Step 2](vision/frames/step_0002_20260806_124110_at.webp)
+
+### Step 3 — Press: Shift+Cmd+H
+
+Once Finder is open use key command (Shift+Cmd+H) to open the home directory where the folder containing the files to be zipped is located.
+
+![Step 3](vision/frames/step_0003_20260806_124116_at.webp)
+
+### Step 4 — Move-cursor at (993, 258)
+
+After the home directory is open search for the folder named corpus-seed containing files to be compressed into zip file, navigate and move the cursor to the folder corpus-seed.
+
+![Step 4](vision/frames/step_0004_20260806_124122_at.webp)
+
+### Step 5 — Left-click at (993, 258)
+
+Once the cursor is on corpus-seed folder left click to select the folder.
+
+![Step 5](vision/frames/step_0005_20260806_124125_at.webp)
+
+### Step 6 — Press: Cmd+O
+
+After selecting the folder corpus-seed the folder should be highlighted, and once the folder is highlighted use the key command (Cmd+O) to open the folder.
+
+![Step 6](vision/frames/step_0006_20260806_124130_at.webp)
+
+### Step 7 — Move-cursor at (774, 257)
+
+Inside the folder corpus-seed a sub-folder named docs is located. To open it, identify the docs folder, navigate, and move the cursor to the docs folder.
+
+![Step 7](vision/frames/step_0007_20260806_124159_at.webp)
+
+### Step 8 — Left-click at (774, 257)
+
+Once the cursor is on the docs folder left click to select the docs folder.
+
+![Step 8](vision/frames/step_0008_20260806_124202_at.webp)
+
+### Step 9 — Press: Cmd+O
+
+After selecting, the folder should be highlighted, once confirmed the folder is highlighted use the key command (Cmd+O) to open the folder.
+
+![Step 9](vision/frames/step_0009_20260806_124207_at.webp)
+
+### Step 10 — Press: Cmd+A
+
+The docs folder contains 3 files that are supposed to be zipped, since there are only 3, the best approach is to use the key command (Cmd+A) to select all 3 files at once without moving the cursor.
+
+![Step 10](vision/frames/step_0010_20260806_124213_at.webp)
+
+### Step 11 — Right-click at (774, 257)
+
+Once the files are selected use right click to open the menu.
+
+![Step 11](vision/frames/step_0011_20260806_124217_at.webp)
+
+### Step 12 — Move-cursor at (833, 421)
+
+After the menu opens, locate the option named Compress to create the zip file. The compress option is used to compress multiple selected files into a single compressed zip file. Once the compress option is located move the cursor to the Compress option in the menu.
+
+![Step 12](vision/frames/step_0012_20260806_124256_at.webp)
+
+### Step 13 — Left-click at (833, 421)
+
+Once the cursor is on the Compress option in the menu use left click to select the option and compress the selected files into a compressed zip file.
+
+![Step 13](vision/frames/step_0013_20260806_124259_at.webp)
+
+### Step 14 — Press: Cmd+W
+
+After the task is completed use the key command (Cmd+W) to close the Finder window.
+
+![Step 14](vision/frames/step_0014_20260806_124326_at.webp)
+
+## Notes & Edge Cases
+1. In some cases the location of the file or folder is already known and it has to be reached through the GUI. In that case use the pixel location together with the mouse click to perform the action directly, reducing the number of steps needed to perform the task, sub-task, and so on (for example: 251 874 left).
+2. In some cases the direct move and click action successfully moves to the pixel location but fails to click. When such failure occurs, instead of re-running the full command with pixel coordinates and click it is recommended to run the command here left / here right / here double as needed. By doing this we avoid trying to move the cursor multiple times and use click action as needed to click.
+3. The folders, files, and file paths are for demonstration purposes only. The actual folders, files, and file paths vary based on the user's own system and environment. This only demonstrates how the task, sub-task, and so on are performed, so always verify the folders, files, file paths, and folder locations when performing the tasks.
+4. The key command Cmd+O opens a file or folder and is faster to open a file, but the alternative for this is to use double click to open the folder or file. In some cases certain types of files might not have an app assigned to open them in System Settings, so if the user's system already has an app to open the file a popup to select the app will open, select the respective app. But if there is no app then an option to search for the app in the App Store will be available, so when no app is available always confirm with the user if they will install the app themselves or if they leave it to you to handle the app installation. Never install the app without user consent.
+5. For selecting multiple files there are 4 options. A. Use the mouse to drag from 1 location to the other which triggers a select event selecting the files in the drag area, but the drawback to this method is targeted/specific files cannot be selected. B. Using the Cmd+A to select all files/folders, the drawback to this option is same as option A. C. If specific files need to be selected and the files are located/scattered within the same folder first select a single file and then hold Cmd then move the mouse to the file to be selected then click on the file. This selects multiple specific files without affecting any other files in the vicinity. The drawback to this method is it is time consuming and involves too many steps, but it is the safest method to select multiple files located in different locations across the screen without affecting other files. D. Option A, B, and C can be used in combination depending on various use cases. D1. Use options A and C in combination. D2. Use options B and C.
+6. Before selecting multiple files always verify the number of files that are visible and the number of files / specific files that need to be selected before selecting them.
+7. In some cases the user might have set the primary mouse button to right, but normally the default is set to left.
+8. When an app is opened by clicking on the app icon the system automatically focuses on the window that just opened, but in rare cases the window is not focused, so in those cases it is recommended to move the cursor to the window that just opened and use left click to focus the window.
diff --git a/data/sessions/finder-zip-selection/metadata.json b/data/sessions/finder-zip-selection/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1211f9a525b3c4d4f0e0f9237d78038b020dbfe6
--- /dev/null
+++ b/data/sessions/finder-zip-selection/metadata.json
@@ -0,0 +1,220 @@
+{
+  "memory_name": "finder-zip-selection",
+  "memory_description": "",
+  "session_id": "0302f09f-7081-4c6e-b216-d14fe11975fd",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-08-06T12:39:38.470446744Z",
+  "completed_at": "2026-08-06T12:43:53.647184105Z",
+  "total_steps": 14,
+  "annotated_steps": 14,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-08-06T12:41:07.343Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260806_124107_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260806_124107_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260806_124107_after.webp",
+      "raw_command": "Moved cursor to at X=604, Y=1032",
+      "converted_command": "Move-cursor at (604, 1032)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-08-06T12:41:10.815Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260806_124110_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260806_124110_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260806_124110_after.webp",
+      "raw_command": "Left-clicked at X=604, Y=1032",
+      "converted_command": "Left-click at (604, 1032)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-08-06T12:41:16.580Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260806_124116_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260806_124116_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260806_124116_after.webp",
+      "raw_command": "Pressed: Shift+Cmd+H",
+      "converted_command": "Press: Shift+Cmd+H"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-08-06T12:41:22.059Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0004_20260806_124122_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260806_124122_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260806_124122_after.webp",
+      "raw_command": "Moved cursor to at X=993, Y=258",
+      "converted_command": "Move-cursor at (993, 258)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-08-06T12:41:25.487Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260806_124125_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260806_124125_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260806_124125_after.webp",
+      "raw_command": "Left-clicked at X=993, Y=258",
+      "converted_command": "Left-click at (993, 258)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-08-06T12:41:30.184Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260806_124130_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260806_124130_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260806_124130_after.webp",
+      "raw_command": "Pressed: Cmd+O",
+      "converted_command": "Press: Cmd+O"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-08-06T12:41:59.184Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0007_20260806_124159_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260806_124159_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260806_124159_after.webp",
+      "raw_command": "Moved cursor to at X=774, Y=257",
+      "converted_command": "Move-cursor at (774, 257)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-08-06T12:42:02.554Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260806_124202_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260806_124202_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260806_124202_after.webp",
+      "raw_command": "Left-clicked at X=774, Y=257",
+      "converted_command": "Left-click at (774, 257)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-08-06T12:42:07.352Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260806_124207_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260806_124207_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260806_124207_after.webp",
+      "raw_command": "Pressed: Cmd+O",
+      "converted_command": "Press: Cmd+O"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-08-06T12:42:13.108Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0010_20260806_124213_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260806_124213_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260806_124213_after.webp",
+      "raw_command": "Pressed: Cmd+A",
+      "converted_command": "Press: Cmd+A"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-08-06T12:42:17.460Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0011_20260806_124217_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260806_124217_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260806_124217_after.webp",
+      "raw_command": "Right-clicked at X=774, Y=257",
+      "converted_command": "Right-click at (774, 257)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-08-06T12:42:56.175Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0012_20260806_124256_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260806_124256_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260806_124256_after.webp",
+      "raw_command": "Moved cursor to at X=833, Y=421",
+      "converted_command": "Move-cursor at (833, 421)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-08-06T12:42:59.601Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0013_20260806_124259_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0013_20260806_124259_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260806_124259_after.webp",
+      "raw_command": "Left-clicked at X=833, Y=421",
+      "converted_command": "Left-click at (833, 421)"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-08-06T12:43:26.206Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0014_20260806_124326_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0014_20260806_124326_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260806_124326_after.webp",
+      "raw_command": "Pressed: Cmd+W",
+      "converted_command": "Press: Cmd+W"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/finder-zip-selection/reasoning/reasoning.jsonl b/data/sessions/finder-zip-selection/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..18d26a8cb02d13d4d2571752aeaea1234bcf5258
--- /dev/null
+++ b/data/sessions/finder-zip-selection/reasoning/reasoning.jsonl
@@ -0,0 +1,14 @@
+{"step_id": 1, "timestamp_action": "2026-08-06T12:41:07.343Z", "timestamp_annotated": "2026-08-07T07:17:38.268040+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=604, Y=1032", "converted_command": "Move-cursor at (604, 1032)", "image_path": "vision/frames/step_0001_20260806_124107_at.webp", "reasoning": "The task is to compress every file in ~/corpus-seed/docs/ into Archive.zip using Finder. Locate the Finder app icon and then move the cursor to the icon.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-08-06T12:41:10.815Z", "timestamp_annotated": "2026-08-07T07:20:48.864926+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=604, Y=1032", "converted_command": "Left-click at (604, 1032)", "image_path": "vision/frames/step_0002_20260806_124110_at.webp", "reasoning": "Once the cursor is on the Finder app icon left click to open the Finder.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-08-06T12:41:16.580Z", "timestamp_annotated": "2026-08-07T07:27:56.176361+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Shift+Cmd+H", "converted_command": "Press: Shift+Cmd+H", "image_path": "vision/frames/step_0003_20260806_124116_at.webp", "reasoning": "Once Finder is open use key command (Shift+Cmd+H) to open the home directory where the folder containing the files to be zipped is located.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-08-06T12:41:22.059Z", "timestamp_annotated": "2026-08-07T07:55:13.329521+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=993, Y=258", "converted_command": "Move-cursor at (993, 258)", "image_path": "vision/frames/step_0004_20260806_124122_at.webp", "reasoning": "After the home directory is open search for the folder named corpus-seed containing files to be compressed into zip file, navigate and move the cursor to the folder corpus-seed.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-08-06T12:41:25.487Z", "timestamp_annotated": "2026-08-07T08:30:55.171489+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=993, Y=258", "converted_command": "Left-click at (993, 258)", "image_path": "vision/frames/step_0005_20260806_124125_at.webp", "reasoning": "Once the cursor is on corpus-seed folder left click to select the folder.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-08-06T12:41:30.184Z", "timestamp_annotated": "2026-08-07T08:33:22.201983+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+O", "converted_command": "Press: Cmd+O", "image_path": "vision/frames/step_0006_20260806_124130_at.webp", "reasoning": "After selecting the folder corpus-seed the folder should be highlighted, and once the folder is highlighted use the key command (Cmd+O) to open the folder.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-08-06T12:41:59.184Z", "timestamp_annotated": "2026-08-07T08:43:59.775472+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=774, Y=257", "converted_command": "Move-cursor at (774, 257)", "image_path": "vision/frames/step_0007_20260806_124159_at.webp", "reasoning": "Inside the folder corpus-seed a sub-folder named docs is located. To open it, identify the docs folder, navigate, and move the cursor to the docs folder.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-08-06T12:42:02.554Z", "timestamp_annotated": "2026-08-07T08:47:24.604467+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=774, Y=257", "converted_command": "Left-click at (774, 257)", "image_path": "vision/frames/step_0008_20260806_124202_at.webp", "reasoning": "Once the cursor is on the docs folder left click to select the docs folder.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-08-06T12:42:07.352Z", "timestamp_annotated": "2026-08-07T08:48:28.320360+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+O", "converted_command": "Press: Cmd+O", "image_path": "vision/frames/step_0009_20260806_124207_at.webp", "reasoning": "After selecting, the folder should be highlighted, once confirmed the folder is highlighted use the key command (Cmd+O) to open the folder.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-08-06T12:42:13.108Z", "timestamp_annotated": "2026-08-07T09:22:13.958793+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+A", "converted_command": "Press: Cmd+A", "image_path": "vision/frames/step_0010_20260806_124213_at.webp", "reasoning": "The docs folder contains 3 files that are supposed to be zipped, since there are only 3, the best approach is to use the key command (Cmd+A) to select all 3 files at once without moving the cursor.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-08-06T12:42:17.460Z", "timestamp_annotated": "2026-08-07T09:24:52.693436+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=774, Y=257", "converted_command": "Right-click at (774, 257)", "image_path": "vision/frames/step_0011_20260806_124217_at.webp", "reasoning": "Once the files are selected use right click to open the menu.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-08-06T12:42:56.175Z", "timestamp_annotated": "2026-08-07T09:27:33.605519+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=833, Y=421", "converted_command": "Move-cursor at (833, 421)", "image_path": "vision/frames/step_0012_20260806_124256_at.webp", "reasoning": "After the menu opens, locate the option named Compress to create the zip file. The compress option is used to compress multiple selected files into a single compressed zip file. Once the compress option is located move the cursor to the Compress option in the menu.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-08-06T12:42:59.601Z", "timestamp_annotated": "2026-08-07T09:28:37.861509+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=833, Y=421", "converted_command": "Left-click at (833, 421)", "image_path": "vision/frames/step_0013_20260806_124259_at.webp", "reasoning": "Once the cursor is on the Compress option in the menu use left click to select the option and compress the selected files into a compressed zip file.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-08-06T12:43:26.206Z", "timestamp_annotated": "2026-08-07T09:29:20.215505+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+W", "converted_command": "Press: Cmd+W", "image_path": "vision/frames/step_0014_20260806_124326_at.webp", "reasoning": "After the task is completed use the key command (Cmd+W) to close the Finder window.", "skipped": false}
diff --git a/data/sessions/finder-zip-selection/sync_log.json b/data/sessions/finder-zip-selection/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..10f6acd1f2dea26f60f3268427a6c793215e234b
--- /dev/null
+++ b/data/sessions/finder-zip-selection/sync_log.json
@@ -0,0 +1,348 @@
+{
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+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-zip-selection/commands/converted_input.md",
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+      "last_error": null
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+    "commands/actuation_commands.json": {
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-zip-selection/commands/actuation_commands.json",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/finder-zip-selection/commands/cc_commands.json",
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diff --git a/data/sessions/macos-region-screenshot-2/commands/actuation_commands.json b/data/sessions/macos-region-screenshot-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..f82975ce2e3d2b8fb1ac52b00a47d80b6be8e9fe
--- /dev/null
+++ b/data/sessions/macos-region-screenshot-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-6293a416-256a-4228-badd-4d522bc2eb89",
+    "agent_version": "1.2.0",
+    "error_message": "",
+    "execution_time_ms": 202,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=944, Y=1035",
+    "session_id": "conn-fe729877-8eab-401b-8052-f75bd5c138ab",
+    "success": true,
+    "timestamp": "2026-07-28T08:32:53.281Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-6293a416-256a-4228-badd-4d522bc2eb89",
+    "agent_version": "1.2.0",
+    "error_message": "",
+    "execution_time_ms": 226,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-fe729877-8eab-401b-8052-f75bd5c138ab",
+    "success": true,
+    "timestamp": "2026-07-28T08:32:56.609Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-6293a416-256a-4228-badd-4d522bc2eb89",
+    "agent_version": "1.2.0",
+    "error_message": "",
+    "execution_time_ms": 944,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: screencapture -l $(osascript ~/winid.scpt) ~/corpus-seed/shots/shot.png",
+    "session_id": "conn-fe729877-8eab-401b-8052-f75bd5c138ab",
+    "success": true,
+    "timestamp": "2026-07-28T08:33:22.666Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-6293a416-256a-4228-badd-4d522bc2eb89",
+    "agent_version": "1.2.0",
+    "error_message": "",
+    "execution_time_ms": 335,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-fe729877-8eab-401b-8052-f75bd5c138ab",
+    "success": true,
+    "timestamp": "2026-07-28T08:33:28.115Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-6293a416-256a-4228-badd-4d522bc2eb89",
+    "agent_version": "1.2.0",
+    "error_message": "",
+    "execution_time_ms": 508,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-fe729877-8eab-401b-8052-f75bd5c138ab",
+    "success": true,
+    "timestamp": "2026-07-28T08:34:00.458Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/macos-region-screenshot-2/commands/cc_commands.json b/data/sessions/macos-region-screenshot-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f5dca8953d4ec20d962707136772c576c630fa5
--- /dev/null
+++ b/data/sessions/macos-region-screenshot-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "944 1035 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "type screencapture -l $(osascript ~/winid.scpt) ~/corpus-seed/shots/shot.png",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/macos-region-screenshot-2/commands/converted_input.md b/data/sessions/macos-region-screenshot-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..7a6f151edc0ab548bff30058cd78e5b48c899947
--- /dev/null
+++ b/data/sessions/macos-region-screenshot-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 08:32:53 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T08:32:53.281Z | Move-cursor at (944, 1035) |
+|    2 | 2026-07-28T08:32:56.609Z | Left-click at (944, 1035) |
+|    3 | 2026-07-28T08:33:22.666Z | Type: screencapture -l $(osascript ~/winid.scpt) ~/corpus-seed/shots/shot.png |
+|    4 | 2026-07-28T08:33:28.115Z | Press: return |
+|    5 | 2026-07-28T08:34:00.458Z | Press: Cmd+Q |
diff --git a/data/sessions/macos-region-screenshot-2/commands/raw_input.md b/data/sessions/macos-region-screenshot-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..0064d60f64d456e902c04d3318b273915909a463
--- /dev/null
+++ b/data/sessions/macos-region-screenshot-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 08:32:53 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T08:32:53.281Z | Moved cursor to at X=944, Y=1035 |
+|    2 | 2026-07-28T08:32:56.609Z | Left-clicked at X=944, Y=1035 |
+|    3 | 2026-07-28T08:33:22.666Z | Typed: screencapture -l $(osascript ~/winid.scpt) ~/corpus-seed/shots/shot.png |
+|    4 | 2026-07-28T08:33:28.115Z | Pressed: return |
+|    5 | 2026-07-28T08:34:00.458Z | Pressed: Cmd+Q |
diff --git a/data/sessions/macos-region-screenshot-2/memory.md b/data/sessions/macos-region-screenshot-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..cb8bd990c1b23e430cfcc2cdd74dab52ce8b446c
--- /dev/null
+++ b/data/sessions/macos-region-screenshot-2/memory.md
@@ -0,0 +1,87 @@
+# Memory: macos-region-screenshot-2
+
+## Overview
+
+Capture a specific application window to an image file from a shell, resolving the window's
+identifier programmatically rather than pointing at it. Use this as the terminal route to
+the same end state as the screenshot-application task: one command asks the window manager
+for the front window's identifier and hands it to the capture tool, so nothing has to be
+clicked or dragged. The recorded trace opens a terminal, runs `screencapture -l $(osascript
+~/winid.scpt) ~/corpus-seed/shots/shot.png`, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a screen-capture facility that can target a single window
+  rather than the whole screen or a freehand region.
+- The window to be captured already open and frontmost in its application at the moment
+  the capture runs — not at the moment the task was prepared. This is the most fragile
+  precondition here: a window closed in between makes the capture silently produce
+  nothing.
+- A destination directory that already exists. Capture tools write a file; they do not
+  create folders.
+- A file name that is safe to overwrite, or one that does not exist yet.
+- Screen-recording permission for whatever performs the capture, granted before the task
+  starts. Unlike most consents this one usually cannot be granted from the prompt itself
+  — it needs a settings toggle and often an administrator password.
+- An expectation that the captured image is larger than the window. Window captures
+  normally include the drop shadow, and the shadow differs between a focused and an
+  unfocused window, so the same window can produce two different pixel sizes.
+
+## Steps
+
+### Step 1 — Move-cursor at (944, 1035)
+
+The task is to capture a screenshot of a window into a file at a given path, which the `screencapture` command does directly, so the first move is to open a shell. Move the cursor onto the Terminal icon in the Dock. The move is recorded separately from the click because a click sent on its own does not always land; moving first and then clicking is the reliable sequence, and both halves are real steps of the trace.
+
+![Step 1](vision/frames/step_0001_20260728_083253_at.webp)
+
+### Step 2 — Left-click at (944, 1035)
+
+Left-click the Terminal icon to open a shell.
+
+![Step 2](vision/frames/step_0002_20260728_083256_at.webp)
+
+### Step 3 — Type: screencapture -l $(osascript ~/winid.scpt) ~/corpus-seed/shots/shot.png
+
+Type the `screencapture` command that takes the picture. `-l` captures one specific window by its numeric window id rather than a screen region, which is what makes the result deterministic — a region capture depends on where a drag happened, while a window capture always frames the same thing. The id is not known ahead of time, so `$(osascript ~/winid.scpt)` runs a small AppleScript first and substitutes whatever window id it reports into the command. The output path is given explicitly so the file lands beside the other seed artifacts instead of on the Desktop, where `screencapture` would otherwise put it.
+
+![Step 3](vision/frames/step_0003_20260728_083322_at.webp)
+
+### Step 4 — Press: return
+
+After typing the command Press Return to run the capture and write the file.
+
+![Step 4](vision/frames/step_0004_20260728_083328_at.webp)
+
+### Step 5 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 5](vision/frames/step_0005_20260728_083400_at.webp)
+
+## Notes & Edge Cases
+
+- **The identifier is resolved when the command runs, and nothing checks it.** If the
+  target window has been closed, the lookup fails, the substitution yields nothing useful,
+  and the capture writes no file — while every part of the command still appears to
+  succeed. Confirm the window is open immediately before running, not at the point the
+  command was prepared.
+- **Confirm the artifact, not the exit status.** A missing file is the normal failure
+  here, and it is silent. Check that the image exists and has a plausible size.
+- **Screen-recording permission cannot be granted from the prompt.** The system alert
+  offers only to open the settings application or to refuse; the grant itself is a toggle,
+  usually behind an administrator password, and the terminal has to be restarted
+  afterwards. Arrange it before the task rather than expecting to answer a dialog during
+  it.
+- **Never reset automation consent globally to fix one application.** A blanket reset
+  revokes grants that other work silently depends on. Scope it to the one application.
+- **Targeting a window captures its own contents, not the screen region it occupies.**
+  Another window sitting on top does not appear in the result, which is why the terminal
+  being in front does not spoil the capture.
+- **The captured size is larger than the window.** The image includes the window's drop
+  shadow, and the shadow differs between a focused and an unfocused window — so the same
+  window captured twice can produce two different pixel dimensions. Compare contents, not
+  dimensions.
+- **`$( )` runs a command and substitutes its output.** It is a shell feature, so the whole
+  line depends on being handed to a shell; sent anywhere else it is a literal string.
+
diff --git a/data/sessions/macos-region-screenshot-2/metadata.json b/data/sessions/macos-region-screenshot-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3fc41d6ef77b17f19538f446878fd76760e857cf
--- /dev/null
+++ b/data/sessions/macos-region-screenshot-2/metadata.json
@@ -0,0 +1,102 @@
+{
+  "memory_name": "macos-region-screenshot-2",
+  "memory_description": "",
+  "session_id": "38c49dfb-d810-4c57-85c5-d84f2ba1ab61",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.0",
+  "actuation_transport": "tls",
+  "created_at": "2026-07-28T08:32:07.400324011Z",
+  "completed_at": "2026-07-28T08:34:45.179653452Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T08:32:53.281Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260728_083253_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_083253_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_083253_after.webp",
+      "raw_command": "Moved cursor to at X=944, Y=1035",
+      "converted_command": "Move-cursor at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T08:32:56.609Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260728_083256_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260728_083256_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_083256_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T08:33:22.666Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260728_083322_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_083322_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_083322_after.webp",
+      "raw_command": "Typed: screencapture -l $(osascript ~/winid.scpt) ~/corpus-seed/shots/shot.png",
+      "converted_command": "Type: screencapture -l $(osascript ~/winid.scpt) ~/corpus-seed/shots/shot.png"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T08:33:28.115Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_083328_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_083328_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_083328_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-28T08:34:00.458Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260728_083400_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260728_083400_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260728_083400_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/macos-region-screenshot-2/reasoning/reasoning.jsonl b/data/sessions/macos-region-screenshot-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3a26b7031d2c743027b928e998889a5253b9d4dc
--- /dev/null
+++ b/data/sessions/macos-region-screenshot-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T08:32:53.281Z", "timestamp_annotated": "2026-08-19T11:30:05.719950+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=944, Y=1035", "converted_command": "Move-cursor at (944, 1035)", "image_path": "vision/frames/step_0001_20260728_083253_at.webp", "reasoning": "The task is to capture a screenshot of a window into a file at a given path, which the `screencapture` command does directly, so the first move is to open a shell. Move the cursor onto the Terminal icon in the Dock. The move is recorded separately from the click because a click sent on its own does not always land; moving first and then clicking is the reliable sequence, and both halves are real steps of the trace.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T08:32:56.609Z", "timestamp_annotated": "2026-08-19T11:30:05.720389+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0002_20260728_083256_at.webp", "reasoning": "Left-click the Terminal icon to open a shell.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T08:33:22.666Z", "timestamp_annotated": "2026-08-19T11:30:05.720928+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: screencapture -l $(osascript ~/winid.scpt) ~/corpus-seed/shots/shot.png", "converted_command": "Type: screencapture -l $(osascript ~/winid.scpt) ~/corpus-seed/shots/shot.png", "image_path": "vision/frames/step_0003_20260728_083322_at.webp", "reasoning": "Type the `screencapture` command that takes the picture. `-l` captures one specific window by its numeric window id rather than a screen region, which is what makes the result deterministic — a region capture depends on where a drag happened, while a window capture always frames the same thing. The id is not known ahead of time, so `$(osascript ~/winid.scpt)` runs a small AppleScript first and substitutes whatever window id it reports into the command. The output path is given explicitly so the file lands beside the other seed artifacts instead of on the Desktop, where `screencapture` would otherwise put it.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T08:33:28.115Z", "timestamp_annotated": "2026-08-19T11:30:05.721433+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0004_20260728_083328_at.webp", "reasoning": "After typing the command Press Return to run the capture and write the file.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-28T08:34:00.458Z", "timestamp_annotated": "2026-08-19T11:30:05.721996+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0005_20260728_083400_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
diff --git a/data/sessions/macos-region-screenshot-2/sync_log.json b/data/sessions/macos-region-screenshot-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..d105e048046e7bc3c1b1c20283bab8f0aa276705
--- /dev/null
+++ b/data/sessions/macos-region-screenshot-2/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "38c49dfb-d810-4c57-85c5-d84f2ba1ab61",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot-2/commands/raw_input.md",
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+      "failed_permanent": false,
+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
diff --git a/data/sessions/macos-region-screenshot-2/vision/frames/closing_state.webp b/data/sessions/macos-region-screenshot-2/vision/frames/closing_state.webp
new file mode 100644
index 0000000000000000000000000000000000000000..9b8a5b2a529712ce2cfdbc58d4b9e8e8db048a93
--- /dev/null
+++ b/data/sessions/macos-region-screenshot-2/vision/frames/closing_state.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:670bfccf31d494062679d07c1518802f843963f4fabda5d47f128ad894d1f7f9
+size 544964
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diff --git a/data/sessions/macos-region-screenshot/commands/actuation_commands.json b/data/sessions/macos-region-screenshot/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..79100ba0717c7a61877d02496602bd82dd30c48a
--- /dev/null
+++ b/data/sessions/macos-region-screenshot/commands/actuation_commands.json
@@ -0,0 +1,59 @@
+[
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-3bab6beb-eb33-4a98-bcfd-11bdbfb3dd57",
+    "agent_version": "1.2.0",
+    "error_message": "",
+    "execution_time_ms": 471,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Shift+5",
+    "session_id": "conn-946cf022-f809-4342-9325-871078d98379",
+    "success": true,
+    "timestamp": "2026-07-27T16:37:44.703Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-3bab6beb-eb33-4a98-bcfd-11bdbfb3dd57",
+    "agent_version": "1.2.0",
+    "error_message": "",
+    "execution_time_ms": 227,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 830,
+    "mouse_y": 930,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=830, Y=930",
+    "session_id": "conn-946cf022-f809-4342-9325-871078d98379",
+    "success": true,
+    "timestamp": "2026-07-27T16:37:48.273Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-3bab6beb-eb33-4a98-bcfd-11bdbfb3dd57",
+    "agent_version": "1.2.0",
+    "error_message": "",
+    "execution_time_ms": 266,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 560,
+    "mouse_y": 400,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=560, Y=400",
+    "session_id": "conn-946cf022-f809-4342-9325-871078d98379",
+    "success": true,
+    "timestamp": "2026-07-27T16:37:52.329Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/macos-region-screenshot/commands/cc_commands.json b/data/sessions/macos-region-screenshot/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae682f6255e6c954aa880ee131ccd5662e8cff73
--- /dev/null
+++ b/data/sessions/macos-region-screenshot/commands/cc_commands.json
@@ -0,0 +1,17 @@
+[
+  {
+    "command": "press {Cmd+Shift+5}",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "830 930 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "560 400 left",
+    "os": "MACOS",
+    "step_id": 3
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/macos-region-screenshot/commands/converted_input.md b/data/sessions/macos-region-screenshot/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..c69f3f346b6e606e2851439c4b7c5116a78453fe
--- /dev/null
+++ b/data/sessions/macos-region-screenshot/commands/converted_input.md
@@ -0,0 +1,9 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-27 16:37:44 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-27T16:37:44.703Z | Press: Cmd+Shift+5 |
+|    2 | 2026-07-27T16:37:48.273Z | Left-click at (830, 930) |
+|    3 | 2026-07-27T16:37:52.329Z | Left-click at (560, 400) |
diff --git a/data/sessions/macos-region-screenshot/commands/raw_input.md b/data/sessions/macos-region-screenshot/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..2de700a09c0646cb881a85adf66d6bd12d057195
--- /dev/null
+++ b/data/sessions/macos-region-screenshot/commands/raw_input.md
@@ -0,0 +1,9 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-27 16:37:44 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-27T16:37:44.703Z | Pressed: Cmd+Shift+5 |
+|    2 | 2026-07-27T16:37:48.273Z | Left-clicked at X=830, Y=930 |
+|    3 | 2026-07-27T16:37:52.329Z | Left-clicked at X=560, Y=400 |
diff --git a/data/sessions/macos-region-screenshot/memory.md b/data/sessions/macos-region-screenshot/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..2d479ab90f71f34deccba9f977e17ce342bc2ce9
--- /dev/null
+++ b/data/sessions/macos-region-screenshot/memory.md
@@ -0,0 +1,59 @@
+# Memory: macos-region-screenshot
+
+## Overview
+
+Capture a single application window to an image file using the system screenshot tool.
+Use this when one window has to be captured cleanly — without the rest of the screen and
+without drawing a region by hand — and no shell is available or wanted. The route opens
+the screenshot toolbar with its system shortcut, selects the capture-window mode, and
+clicks the window to capture. The recorded trace captures the open file-manager window to
+a PNG in the working folder's `shots` directory.
+
+## Prerequisites
+
+- A desktop environment with a screen-capture facility that can target a single window
+  rather than the whole screen or a freehand region.
+- The window to be captured already open and frontmost in its application at the moment
+  the capture runs — not at the moment the task was prepared. This is the most fragile
+  precondition here: a window closed in between makes the capture silently produce
+  nothing.
+- A destination directory that already exists. Capture tools write a file; they do not
+  create folders.
+- A file name that is safe to overwrite, or one that does not exist yet.
+- Screen-recording permission for whatever performs the capture, granted before the task
+  starts. Unlike most consents this one usually cannot be granted from the prompt itself
+  — it needs a settings toggle and often an administrator password.
+- An expectation that the captured image is larger than the window. Window captures
+  normally include the drop shadow, and the shadow differs between a focused and an
+  unfocused window, so the same window can produce two different pixel sizes.
+
+## Steps
+
+### Step 1 — Press: Cmd+Shift+5
+
+The task is to capture the `corpus-seed` Finder window as an image file. Press ⇧⌘5 (Cmd+Shift+5) to open the Screenshot toolbar. This is the route rather than ⇧⌘4, whose drag-to-select overlay cannot be driven by synthetic input at all — the toolbar exposes the same capture modes as ordinary buttons, which is what makes the task performable.
+
+![Step 1](vision/frames/step_0001_20260727_163744_at.webp)
+
+### Step 2 — Left-click at (830, 930)
+
+Move the cursor and Left-click the **Capture Selected Window** button, the third control in the toolbar. Its tooltip names it, which is the way to identify it — the six mode buttons are icon-only and the capture and record groups look alike. Choosing window capture rather than region capture is what makes the result exactly one window with no hand-drawn rectangle to get wrong.
+
+![Step 2](vision/frames/step_0002_20260727_163748_at.webp)
+
+### Step 3 — Left-click at (560, 400)
+
+The pointer is now a camera and highlights whichever window it is over. Move the cursor and Left-click inside the `corpus-seed` Finder window to capture it. The whole window is taken regardless of where within it the click lands, so the click picks the window rather than a point. macOS captures the window's own buffer together with its drop shadow, which is why the resulting image is larger than the window itself — 912×712 for an 800×600 window — and why anything overlapping the window on screen does not appear in the file.
+
+![Step 3](vision/frames/step_0003_20260727_163752_at.webp)
+
+## Notes & Edge Cases
+
+1. The drag-to-select capture overlay cannot be driven by synthetic input at all. The screenshot toolbar exposes the same capture modes as ordinary buttons, which is what makes this task performable — reach for the toolbar rather than the drag route.
+2. The toolbar's mode buttons are icon-only and the capture and record groups look alike. Identify the wanted one by its tooltip rather than by position; picking the neighbouring group starts a recording instead of taking a picture.
+3. Choosing window capture rather than region capture removes the hand-drawn rectangle from the task entirely. When the target is exactly one window, that is both fewer steps and nothing to get wrong.
+4. In window mode the pointer picks a window, not a point. The whole window is captured regardless of where inside it the click lands, so precision within the window buys nothing.
+5. The capture takes the window's own contents rather than the screen region it occupies. Anything overlapping it on screen does not appear in the result, which is why another window being in front does not spoil the capture.
+6. The captured image is larger than the window because it includes the drop shadow, and the shadow differs between a focused and an unfocused window — so the same window captured twice can produce two different pixel sizes. Compare contents rather than dimensions.
+7. Screen-recording permission cannot be granted from the prompt that asks for it: the alert only offers to open the settings application. Arrange that grant before the task rather than expecting to answer a dialog during it.
+8. Confirm the artifact rather than the action. A capture that produced no file is the normal failure here and it is silent, so check the image exists and has a plausible size.
diff --git a/data/sessions/macos-region-screenshot/metadata.json b/data/sessions/macos-region-screenshot/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..56077bb20a1a2f0de4b03b3b9962c411749a0377
--- /dev/null
+++ b/data/sessions/macos-region-screenshot/metadata.json
@@ -0,0 +1,76 @@
+{
+  "memory_name": "macos-region-screenshot",
+  "memory_description": "",
+  "session_id": "62e5395c-1486-4637-9682-c9ffcd0f3099",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.0",
+  "actuation_transport": "tls",
+  "created_at": "2026-07-27T16:36:03.572365718Z",
+  "completed_at": "2026-07-27T16:40:58.619232326Z",
+  "total_steps": 3,
+  "annotated_steps": 3,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-27T16:37:44.703Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260727_163744_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260727_163744_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260727_163744_after.webp",
+      "raw_command": "Pressed: Cmd+Shift+5",
+      "converted_command": "Press: Cmd+Shift+5"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-27T16:37:48.273Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260727_163748_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260727_163748_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260727_163748_after.webp",
+      "raw_command": "Left-clicked at X=830, Y=930",
+      "converted_command": "Left-click at (830, 930)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-27T16:37:52.329Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260727_163752_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260727_163752_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260727_163752_after.webp",
+      "raw_command": "Left-clicked at X=560, Y=400",
+      "converted_command": "Left-click at (560, 400)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/macos-region-screenshot/reasoning/reasoning.jsonl b/data/sessions/macos-region-screenshot/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b56916dc0319cd1d16179812f26b5ef6b4771543
--- /dev/null
+++ b/data/sessions/macos-region-screenshot/reasoning/reasoning.jsonl
@@ -0,0 +1,3 @@
+{"step_id": 1, "timestamp_action": "2026-07-27T16:37:44.703Z", "timestamp_annotated": "2026-08-19T14:18:25.796130+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Shift+5", "converted_command": "Press: Cmd+Shift+5", "image_path": "vision/frames/step_0001_20260727_163744_at.webp", "reasoning": "The task is to capture the `corpus-seed` Finder window as an image file. Press ⇧⌘5 (Cmd+Shift+5) to open the Screenshot toolbar. This is the route rather than ⇧⌘4, whose drag-to-select overlay cannot be driven by synthetic input at all — the toolbar exposes the same capture modes as ordinary buttons, which is what makes the task performable.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-27T16:37:48.273Z", "timestamp_annotated": "2026-08-19T14:18:25.796512+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=830, Y=930", "converted_command": "Left-click at (830, 930)", "image_path": "vision/frames/step_0002_20260727_163748_at.webp", "reasoning": "Move the cursor and Left-click the **Capture Selected Window** button, the third control in the toolbar. Its tooltip names it, which is the way to identify it — the six mode buttons are icon-only and the capture and record groups look alike. Choosing window capture rather than region capture is what makes the result exactly one window with no hand-drawn rectangle to get wrong.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-27T16:37:52.329Z", "timestamp_annotated": "2026-08-19T14:18:25.796920+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=560, Y=400", "converted_command": "Left-click at (560, 400)", "image_path": "vision/frames/step_0003_20260727_163752_at.webp", "reasoning": "The pointer is now a camera and highlights whichever window it is over. Move the cursor and Left-click inside the `corpus-seed` Finder window to capture it. The whole window is taken regardless of where within it the click lands, so the click picks the window rather than a point. macOS captures the window's own buffer together with its drop shadow, which is why the resulting image is larger than the window itself — 912×712 for an 800×600 window — and why anything overlapping the window on screen does not appear in the file.", "skipped": false}
diff --git a/data/sessions/macos-region-screenshot/sync_log.json b/data/sessions/macos-region-screenshot/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..2ae81643194297dd9bd729079993e318ec72c240
--- /dev/null
+++ b/data/sessions/macos-region-screenshot/sync_log.json
@@ -0,0 +1,103 @@
+{
+  "session_id": "62e5395c-1486-4637-9682-c9ffcd0f3099",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260727_163744_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/vision/frames/step_0001_20260727_163744_at.webp",
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+      "failed_permanent": false,
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+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/vision/frames/step_0001_20260727_163744_before.webp",
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+      "failed_permanent": false,
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+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/vision/frames/step_0001_20260727_163744_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "metadata.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/metadata.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260727_163748_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/vision/frames/step_0002_20260727_163748_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260727_163748_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/vision/frames/step_0002_20260727_163748_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260727_163748_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/vision/frames/step_0002_20260727_163748_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260727_163752_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/vision/frames/step_0003_20260727_163752_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260727_163752_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/vision/frames/step_0003_20260727_163752_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260727_163752_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-region-screenshot/vision/frames/step_0003_20260727_163752_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
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@@ -0,0 +1,3 @@
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diff --git a/data/sessions/macos-settings-wallpaper-2/commands/actuation_commands.json b/data/sessions/macos-settings-wallpaper-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..5dfe25a4d25ccde58ffcbf4c48c2c43dc82b7ac3
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-2e831b70-df4c-48f8-ae69-8cd29fd3285f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 216,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 943,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=943, Y=1035",
+    "session_id": "conn-c8081d1f-e0a2-4a18-b339-1e64c943abcc",
+    "success": true,
+    "timestamp": "2026-07-25T07:49:47.276Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-2e831b70-df4c-48f8-ae69-8cd29fd3285f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 196,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: osascript set-wall.scpt",
+    "session_id": "conn-c8081d1f-e0a2-4a18-b339-1e64c943abcc",
+    "success": true,
+    "timestamp": "2026-07-25T07:50:06.983Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-2e831b70-df4c-48f8-ae69-8cd29fd3285f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 146,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-c8081d1f-e0a2-4a18-b339-1e64c943abcc",
+    "success": true,
+    "timestamp": "2026-07-25T07:50:16.337Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-2e831b70-df4c-48f8-ae69-8cd29fd3285f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 212,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1020,
+    "mouse_y": 409,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1020, Y=409",
+    "session_id": "conn-c8081d1f-e0a2-4a18-b339-1e64c943abcc",
+    "success": true,
+    "timestamp": "2026-07-25T07:50:45.437Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-2e831b70-df4c-48f8-ae69-8cd29fd3285f",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 459,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-c8081d1f-e0a2-4a18-b339-1e64c943abcc",
+    "success": true,
+    "timestamp": "2026-07-25T07:50:59.809Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/macos-settings-wallpaper-2/commands/cc_commands.json b/data/sessions/macos-settings-wallpaper-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..999106dc78943fbc9441c9c41d76e65753ebd8b7
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "943 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type osascript set-wall.scpt",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "1020 409 left",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/macos-settings-wallpaper-2/commands/converted_input.md b/data/sessions/macos-settings-wallpaper-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..74ed0056ae4a8a2d4617af8563a53a19c39af3bb
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-25 07:49:47 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-25T07:49:47.276Z | Left-click at (943, 1035) |
+|    2 | 2026-07-25T07:50:06.983Z | Type: osascript set-wall.scpt |
+|    3 | 2026-07-25T07:50:16.337Z | Press: Enter |
+|    4 | 2026-07-25T07:50:45.437Z | Left-click at (1020, 409) |
+|    5 | 2026-07-25T07:50:59.809Z | Press: Cmd+Q |
diff --git a/data/sessions/macos-settings-wallpaper-2/commands/raw_input.md b/data/sessions/macos-settings-wallpaper-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..f00062b6653a15d1e47f255a105a0472d272280c
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-25 07:49:47 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-25T07:49:47.276Z | Left-clicked at X=943, Y=1035 |
+|    2 | 2026-07-25T07:50:06.983Z | Typed: osascript set-wall.scpt |
+|    3 | 2026-07-25T07:50:16.337Z | Pressed: Return |
+|    4 | 2026-07-25T07:50:45.437Z | Left-clicked at X=1020, Y=409 |
+|    5 | 2026-07-25T07:50:59.809Z | Pressed: Cmd+Q |
diff --git a/data/sessions/macos-settings-wallpaper-2/memory.md b/data/sessions/macos-settings-wallpaper-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..d4cf35303e067b7e1db20ff61b32fc11d3c45de5
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper-2/memory.md
@@ -0,0 +1,82 @@
+# Memory: macos-settings-wallpaper-2
+
+## Overview
+
+Set the desktop wallpaper to a specific image file by running a pre-written automation
+script from a shell, granting the consent prompt the first run raises. Use this as the
+terminal route to the same end state as the settings-application task: the script sets the
+picture for every desktop in one call, so no settings pane has to be navigated and no
+image has to be picked out of a grid. The recorded trace opens a terminal, runs `osascript
+set-wall.scpt`, allows the automation prompt, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment whose wallpaper can be set, either through a settings interface
+  or programmatically.
+- An image file that exists, is readable, and is in a format the desktop accepts. Both
+  routes name the image; a missing or moved file fails the whole operation.
+- The image at a location that will still be valid afterwards. The desktop keeps a
+  reference to the file rather than a copy of it, so moving or deleting the image later
+  changes what is on screen.
+- Clarity about scope. A desktop can have several spaces and several displays, and
+  setting only the current one leaves the rest unchanged — which looks correct on the
+  screen being watched and wrong everywhere else.
+- For a programmatic route, authority to grant whatever permission the first run
+  requests, and an understanding that the answer is remembered either way.
+- An expectation that the change is not instant. The setting is written before the screen
+  redraws, so the confirmation is the desktop itself, not the command returning.
+
+## Steps
+
+### Step 1 — Left-click at (943, 1035)
+
+The task is to change the desktop wallpaper to a specific image. The wallpaper is settable by script, so it can be done from a shell rather than through System Settings — move and left-click the Terminal icon in the Dock to open one.
+
+![Step 1](vision/frames/step_0001_20260725_074947_at.webp)
+
+### Step 2 — Type: osascript set-wall.scpt
+
+Type `osascript set-wall.scpt` to run a pre-written AppleScript that sets the desktop picture. The wallpaper is a System Settings preference with no plain command-line switch, so AppleScript is the scripting route to it, and the script is kept in a file because the actuation console cannot carry an inline script's quoting.
+
+![Step 2](vision/frames/step_0002_20260725_075006_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Return to run the script.
+
+![Step 3](vision/frames/step_0003_20260725_075016_at.webp)
+
+### Step 4 — Left-click at (1020, 409)
+
+Running the script raises a macOS consent dialog reading *"Terminal" wants access to control "System Events". Allowing control will provide access to documents and data in "System Events", and to perform actions within that app.* Move and Left-click **`Allow`**, the blue default button on the right; `Don't Allow` sits to its left. The script drives the desktop picture through System Events, so it cannot take effect until the permission is granted — the prompt is part of the task the first time it runs, not an interruption to it. Answering `Don't Allow` here would be sticky and would block the task on every later attempt.
+
+![Step 4](vision/frames/step_0004_20260725_075045_at.webp)
+
+### Step 5 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 5](vision/frames/step_0005_20260725_075059_at.webp)
+
+## Notes & Edge Cases
+
+- If a permission is disallowed during a task in the past but is needed for the current task and the task cannot proceed without permission, inform the situation to the user and request for permission to proceed. Do not proceed without user permission.
+- **A past denial does not re-prompt.** Once the negative option has been chosen, later
+  runs fail with a permission error and no dialog appears. Recovering means resetting the
+  grant deliberately — which is a system-level change, and one to raise before making, not
+  after.
+- **Reset the grant for one application, never globally.** Clearing consent for every
+  application at once revokes permissions that other work depends on and that nothing will
+  ask for again automatically. Scope the reset to the one interpreter that needs it.
+- **The wallpaper is a reference, not a copy.** The desktop points at the image file where
+  it sits. Deleting or moving that file afterwards leaves the desktop without a picture,
+  which is why the image belongs somewhere permanent before the script runs.
+- **`every desktop` is deliberate.** Setting only the current desktop leaves other spaces
+  and other displays unchanged, so the result looks correct on the screen being watched
+  and wrong everywhere else.
+- **The command returns before the screen changes.** The prompt comes back immediately;
+  the picture updates a moment later. Confirm from the desktop itself, or by reading the
+  current picture back, rather than from the command finishing.
+- **`⌘Q` quits the terminal, which is the end state here** — not merely closing its
+  window.
+
diff --git a/data/sessions/macos-settings-wallpaper-2/metadata.json b/data/sessions/macos-settings-wallpaper-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..46527c7fb2358c317efea4ff4c95fd2778adc37b
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper-2/metadata.json
@@ -0,0 +1,100 @@
+{
+  "memory_name": "macos-settings-wallpaper-2",
+  "memory_description": "",
+  "session_id": "df910214-740b-442b-8503-acf3d910c94d",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-25T07:47:27.381124878Z",
+  "completed_at": "2026-07-25T07:52:14.700631290Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-25T07:49:47.276Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260725_074947_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260725_074947_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260725_074947_after.webp",
+      "raw_command": "Left-clicked at X=943, Y=1035",
+      "converted_command": "Left-click at (943, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-25T07:50:06.983Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260725_075006_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260725_075006_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260725_075006_after.webp",
+      "raw_command": "Typed: osascript set-wall.scpt",
+      "converted_command": "Type: osascript set-wall.scpt"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-25T07:50:16.337Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260725_075016_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260725_075016_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260725_075016_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-25T07:50:45.437Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260725_075045_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260725_075045_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260725_075045_after.webp",
+      "raw_command": "Left-clicked at X=1020, Y=409",
+      "converted_command": "Left-click at (1020, 409)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-25T07:50:59.809Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260725_075059_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260725_075059_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260725_075059_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/macos-settings-wallpaper-2/reasoning/reasoning.jsonl b/data/sessions/macos-settings-wallpaper-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c6ca11ad3d519aacf9e073c47bae705a7d923f5e
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-25T07:49:47.276Z", "timestamp_annotated": "2026-08-19T11:30:05.712625+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=943, Y=1035", "converted_command": "Left-click at (943, 1035)", "image_path": "vision/frames/step_0001_20260725_074947_at.webp", "reasoning": "The task is to change the desktop wallpaper to a specific image. The wallpaper is settable by script, so it can be done from a shell rather than through System Settings — move and left-click the Terminal icon in the Dock to open one.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-25T07:50:06.983Z", "timestamp_annotated": "2026-08-19T11:30:05.713031+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: osascript set-wall.scpt", "converted_command": "Type: osascript set-wall.scpt", "image_path": "vision/frames/step_0002_20260725_075006_at.webp", "reasoning": "Type `osascript set-wall.scpt` to run a pre-written AppleScript that sets the desktop picture. The wallpaper is a System Settings preference with no plain command-line switch, so AppleScript is the scripting route to it, and the script is kept in a file because the actuation console cannot carry an inline script's quoting.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-25T07:50:16.337Z", "timestamp_annotated": "2026-08-19T11:30:05.713580+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260725_075016_at.webp", "reasoning": "After typing the command Press Return to run the script.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-25T07:50:45.437Z", "timestamp_annotated": "2026-08-19T11:30:05.714114+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1020, Y=409", "converted_command": "Left-click at (1020, 409)", "image_path": "vision/frames/step_0004_20260725_075045_at.webp", "reasoning": "Running the script raises a macOS consent dialog reading *\"Terminal\" wants access to control \"System Events\". Allowing control will provide access to documents and data in \"System Events\", and to perform actions within that app.* Move and Left-click **`Allow`**, the blue default button on the right; `Don't Allow` sits to its left. The script drives the desktop picture through System Events, so it cannot take effect until the permission is granted — the prompt is part of the task the first time it runs, not an interruption to it. Answering `Don't Allow` here would be sticky and would block the task on every later attempt.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-25T07:50:59.809Z", "timestamp_annotated": "2026-08-19T11:30:05.714673+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0005_20260725_075059_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
diff --git a/data/sessions/macos-settings-wallpaper-2/sync_log.json b/data/sessions/macos-settings-wallpaper-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..224e0800b1b3e377060cdcef848c141b6d3e6806
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper-2/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "df910214-740b-442b-8503-acf3d910c94d",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/macos-settings-wallpaper-2/commands/raw_input.md",
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+      "failed_permanent": false,
+      "last_error": null
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+    }
+  }
+}
\ No newline at end of file
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+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1156, Y=345",
+    "session_id": "conn-8c8d5200-4518-4e7f-9ec9-6458f44cc350",
+    "success": true,
+    "timestamp": "2026-07-24T06:38:16.775Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-aad5ac2f-c41f-448a-ace2-25ff26726f7b",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 163,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1193,
+    "mouse_y": 480,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1193, Y=480",
+    "session_id": "conn-8c8d5200-4518-4e7f-9ec9-6458f44cc350",
+    "success": true,
+    "timestamp": "2026-07-24T06:38:28.076Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-aad5ac2f-c41f-448a-ace2-25ff26726f7b",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 187,
+    "is_heartbeat": false,
+    "is_here_command": true,
+    "mouse_x": 1193,
+    "mouse_y": 480,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1193, Y=480",
+    "session_id": "conn-8c8d5200-4518-4e7f-9ec9-6458f44cc350",
+    "success": true,
+    "timestamp": "2026-07-24T06:38:38.665Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-aad5ac2f-c41f-448a-ace2-25ff26726f7b",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 177,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-8c8d5200-4518-4e7f-9ec9-6458f44cc350",
+    "success": true,
+    "timestamp": "2026-07-24T06:38:48.642Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-aad5ac2f-c41f-448a-ace2-25ff26726f7b",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 466,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-8c8d5200-4518-4e7f-9ec9-6458f44cc350",
+    "success": true,
+    "timestamp": "2026-07-24T06:38:58.185Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/macos-settings-wallpaper/commands/cc_commands.json b/data/sessions/macos-settings-wallpaper/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ef4cb356e2719ff42668c900b5279f0772ba9001
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/commands/cc_commands.json
@@ -0,0 +1,102 @@
+[
+  {
+    "command": "1216 1035 right",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "1268 855 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "1112 298 move",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "1112 298 left",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "1076 354 move",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "1076 354 left",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "1109 251 move",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "1109 251 left",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "1043 274 move",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "1043 274 left",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "775 369 move",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "775 369 left",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "1011 302 move",
+    "os": "MACOS",
+    "step_id": 13
+  },
+  {
+    "command": "1011 302 left",
+    "os": "MACOS",
+    "step_id": 14
+  },
+  {
+    "command": "1156 345 move",
+    "os": "MACOS",
+    "step_id": 15
+  },
+  {
+    "command": "1156 345 left",
+    "os": "MACOS",
+    "step_id": 16
+  },
+  {
+    "command": "1193 480 move",
+    "os": "MACOS",
+    "step_id": 17
+  },
+  {
+    "command": "1193 480 left",
+    "os": "MACOS",
+    "step_id": 18
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 19
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 20
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/macos-settings-wallpaper/commands/converted_input.md b/data/sessions/macos-settings-wallpaper/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..86389016c313f2fa5ddf4a6bd5828380f4236f73
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/commands/converted_input.md
@@ -0,0 +1,26 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-24 06:35:57 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-24T06:35:57.120Z | Right-click at (1216, 1035) |
+|    2 | 2026-07-24T06:36:03.409Z | Left-click at (1268, 855) |
+|    3 | 2026-07-24T06:36:19.040Z | Move-cursor at (1112, 298) |
+|    4 | 2026-07-24T06:36:28.955Z | Left-click at (1112, 298) |
+|    5 | 2026-07-24T06:36:34.983Z | Move-cursor at (1076, 354) |
+|    6 | 2026-07-24T06:36:47.028Z | Left-click at (1076, 354) |
+|    7 | 2026-07-24T06:37:04.772Z | Move-cursor at (1109, 251) |
+|    8 | 2026-07-24T06:37:07.791Z | Left-click at (1109, 251) |
+|    9 | 2026-07-24T06:37:16.813Z | Move-cursor at (1043, 274) |
+|   10 | 2026-07-24T06:37:20.312Z | Left-click at (1043, 274) |
+|   11 | 2026-07-24T06:37:34.708Z | Move-cursor at (775, 369) |
+|   12 | 2026-07-24T06:37:39.322Z | Left-click at (775, 369) |
+|   13 | 2026-07-24T06:37:45.791Z | Move-cursor at (1011, 302) |
+|   14 | 2026-07-24T06:37:53.302Z | Left-click at (1011, 302) |
+|   15 | 2026-07-24T06:38:10.549Z | Move-cursor at (1156, 345) |
+|   16 | 2026-07-24T06:38:16.775Z | Left-click at (1156, 345) |
+|   17 | 2026-07-24T06:38:28.076Z | Move-cursor at (1193, 480) |
+|   18 | 2026-07-24T06:38:38.665Z | Left-click at (1193, 480) |
+|   19 | 2026-07-24T06:38:48.642Z | Press: Enter |
+|   20 | 2026-07-24T06:38:58.185Z | Press: Cmd+Q |
diff --git a/data/sessions/macos-settings-wallpaper/commands/raw_input.md b/data/sessions/macos-settings-wallpaper/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..5c330de6ae3df80da6000621820687af8dfbe3a5
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/commands/raw_input.md
@@ -0,0 +1,26 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-24 06:35:57 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-24T06:35:57.120Z | Right-clicked at X=1216, Y=1035 |
+|    2 | 2026-07-24T06:36:03.409Z | Left-clicked at X=1268, Y=855 |
+|    3 | 2026-07-24T06:36:19.040Z | Moved cursor to at X=1112, Y=298 |
+|    4 | 2026-07-24T06:36:28.955Z | Left-clicked at X=1112, Y=298 |
+|    5 | 2026-07-24T06:36:34.983Z | Moved cursor to at X=1076, Y=354 |
+|    6 | 2026-07-24T06:36:47.028Z | Left-clicked at X=1076, Y=354 |
+|    7 | 2026-07-24T06:37:04.772Z | Moved cursor to at X=1109, Y=251 |
+|    8 | 2026-07-24T06:37:07.791Z | Left-clicked at X=1109, Y=251 |
+|    9 | 2026-07-24T06:37:16.813Z | Moved cursor to at X=1043, Y=274 |
+|   10 | 2026-07-24T06:37:20.312Z | Left-clicked at X=1043, Y=274 |
+|   11 | 2026-07-24T06:37:34.708Z | Moved cursor to at X=775, Y=369 |
+|   12 | 2026-07-24T06:37:39.322Z | Left-clicked at X=775, Y=369 |
+|   13 | 2026-07-24T06:37:45.791Z | Moved cursor to at X=1011, Y=302 |
+|   14 | 2026-07-24T06:37:53.302Z | Left-clicked at X=1011, Y=302 |
+|   15 | 2026-07-24T06:38:10.549Z | Moved cursor to at X=1156, Y=345 |
+|   16 | 2026-07-24T06:38:16.775Z | Left-clicked at X=1156, Y=345 |
+|   17 | 2026-07-24T06:38:28.076Z | Moved cursor to at X=1193, Y=480 |
+|   18 | 2026-07-24T06:38:38.665Z | Left-clicked at X=1193, Y=480 |
+|   19 | 2026-07-24T06:38:48.642Z | Pressed: Return |
+|   20 | 2026-07-24T06:38:58.185Z | Pressed: Cmd+Q |
diff --git a/data/sessions/macos-settings-wallpaper/memory.md b/data/sessions/macos-settings-wallpaper/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..05b07f432ae2e8f3a1e9a2feee94954d6e4b19ae
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/memory.md
@@ -0,0 +1,162 @@
+# Memory: macos-settings-wallpaper
+
+## Overview
+
+Set the desktop wallpaper to a specific image file through the system settings
+application. Use this when the wallpaper has to be chosen from a picture on disk rather
+than from the supplied collections, and no scripting route is available or wanted. The
+route opens the wallpaper pane from the settings application's own Dock icon, adds a photo
+through the file picker, navigates to the folder holding the image and selects it. The
+recorded trace sets the desktop to `wall-A.jpg` from the working folder.
+
+## Prerequisites
+
+- A desktop environment whose wallpaper can be set, either through a settings interface
+  or programmatically.
+- An image file that exists, is readable, and is in a format the desktop accepts. Both
+  routes name the image; a missing or moved file fails the whole operation.
+- The image at a location that will still be valid afterwards. The desktop keeps a
+  reference to the file rather than a copy of it, so moving or deleting the image later
+  changes what is on screen.
+- Clarity about scope. A desktop can have several spaces and several displays, and
+  setting only the current one leaves the rest unchanged — which looks correct on the
+  screen being watched and wrong everywhere else.
+- For a programmatic route, authority to grant whatever permission the first run
+  requests, and an understanding that the answer is remembered either way.
+- An expectation that the change is not instant. The setting is written before the screen
+  redraws, so the confirmation is the desktop itself, not the command returning.
+
+## Steps
+
+### Step 1 — Right-click at (1216, 1035)
+
+The task is to set the desktop wallpaper to a specific image file, which is a System Settings operation. Move the cursor and Right-click the System Settings icon in the Dock rather than left-clicking it: the right-click menu lists every settings pane by name, which opens the app directly on the one needed instead of on whatever pane it last showed.
+
+![Step 1](vision/frames/step_0001_20260724_063557_at.webp)
+
+### Step 2 — Left-click at (1268, 855)
+
+Move the cursor and Left-click `Wallpaper` near the bottom of the alphabetical list. System Settings launches with that pane already selected, so no navigation inside the app is needed.
+
+![Step 2](vision/frames/step_0002_20260724_063603_at.webp)
+
+### Step 3 — Move-cursor at (1112, 298)
+
+The Wallpaper pane offers built-in collections — Dynamic Wallpapers, Landscape and the rest — but the task's image is an ordinary file on disk, so none of those grids contains it. Move the cursor onto `Add Photo ⌄`, the control for bringing in an image from outside those collections. Moving to the target and clicking as a separate step is the pattern throughout this take, because direct clicks here landed unreliably.
+
+![Step 3](vision/frames/step_0003_20260724_063619_at.webp)
+
+### Step 4 — Left-click at (1112, 298)
+
+Move the cursor and Left-click `Add Photo ⌄` to open its menu.
+
+![Step 4](vision/frames/step_0004_20260724_063628_at.webp)
+
+### Step 5 — Move-cursor at (1076, 354)
+
+The menu offers `From Photos…` and `Choose…`. Move the cursor onto **`Choose…`**. `From Photos…` browses the Photos library, which is not where the file lives; `Choose…` opens a file panel onto the file system, which is.
+
+![Step 5](vision/frames/step_0005_20260724_063634_at.webp)
+
+### Step 6 — Left-click at (1076, 354)
+
+Move the cursor and Left-click `Choose…` to open the file panel.
+
+![Step 6](vision/frames/step_0006_20260724_063647_at.webp)
+
+### Step 7 — Move-cursor at (1109, 251)
+
+The panel opens on `Applications`, which is not where the image is, so the location has to change. Move the cursor onto the stepper at the right-hand end of the path popup at the top of the panel — the control that lists places to jump to.
+
+![Step 7](vision/frames/step_0007_20260724_063704_at.webp)
+
+### Step 8 — Left-click at (1109, 251)
+
+Move the cursor and Left-click the path popup to open it.
+
+![Step 8](vision/frames/step_0008_20260724_063707_at.webp)
+
+### Step 9 — Move-cursor at (1043, 274)
+
+The popup lists `Applications` (ticked), `AgentUser`, `AgentUser's iMac Pro` and a `Recent Places` group holding `corpus-seed`. Move the cursor onto **`AgentUser`**, the startup volume, and descend from there. `corpus-seed` under Recent Places would reach the folder in one jump, but it is a recents entry rather than a stable location, so the route taken here walks the file system instead.
+
+![Step 9](vision/frames/step_0009_20260724_063716_at.webp)
+
+### Step 10 — Left-click at (1043, 274)
+
+Move the cursor and Left-click `AgentUser` to move the panel to the volume's root, whose column reads `Applications`, `Library`, `System`, `Users`.
+
+![Step 10](vision/frames/step_0010_20260724_063720_at.webp)
+
+### Step 11 — Move-cursor at (775, 369)
+
+Home folders live under `Users`, so that is the branch to follow. Move the cursor onto the `Users` row.
+
+![Step 11](vision/frames/step_0011_20260724_063734_at.webp)
+
+### Step 12 — Left-click at (775, 369)
+
+Move the cursor and Left-click `Users`. In column view, selecting a folder opens its contents in the next column to the right rather than replacing the view, so the path so far stays visible.
+
+![Step 12](vision/frames/step_0012_20260724_063739_at.webp)
+
+### Step 13 — Move-cursor at (1011, 302)
+
+The new column lists `agentuser` and `Shared`. Move the cursor onto **`agentuser`**, the account whose home folder holds the image.
+
+![Step 13](vision/frames/step_0013_20260724_063745_at.webp)
+
+### Step 14 — Left-click at (1011, 302)
+
+Move the cursor and Left-click `agentuser` to open the home folder in the next column — `Applications`, `corpus-seed`, `Desktop`, `Documents`, `Downloads`, and assorted logs and scripts.
+
+![Step 14](vision/frames/step_0014_20260724_063753_at.webp)
+
+### Step 15 — Move-cursor at (1156, 345)
+
+Move the cursor onto **`corpus-seed`**, the folder holding the wallpaper image.
+
+![Step 15](vision/frames/step_0015_20260724_063810_at.webp)
+
+### Step 16 — Left-click at (1156, 345)
+
+Move the cursor and Left-click `corpus-seed` to list its contents in the next column.
+
+![Step 16](vision/frames/step_0016_20260724_063816_at.webp)
+
+### Step 17 — Move-cursor at (1193, 480)
+
+The folder's non-image files — `Archive.zip`, `doc-colour.txt`, `notes.txt`, `report.pdf` — are **dimmed and unselectable**, because the panel only accepts images. That filtering is a useful confirmation of being in the right kind of dialog. Move the cursor onto **`wall-A.jpg`**.
+
+![Step 17](vision/frames/step_0017_20260724_063828_at.webp)
+
+### Step 18 — Left-click at (1193, 480)
+
+Move the cursor and Left-click `wall-A.jpg` to select it. The preview pane on the right shows the image and reads `wall-A.jpg — JPEG image - 8 KB`, which confirms the right file is selected before it is committed.
+
+![Step 18](vision/frames/step_0018_20260724_063838_at.webp)
+
+### Step 19 — Press: Enter
+
+Press Return to accept the selection. Return activates the panel's default button, so the pointer does not have to travel to it. The panel closes and the chosen image is applied as the desktop wallpaper immediately — there is no separate Apply step, and the visible change of the desktop behind the window is the confirmation.
+
+![Step 19](vision/frames/step_0019_20260724_063848_at.webp)
+
+### Step 20 — Press: Cmd+Q
+
+The wallpaper is set and System Settings writes preferences as they change, so nothing needs saving — press ⌘Q (Cmd+Q) to quit the application.
+
+![Step 20](vision/frames/step_0020_20260724_063858_at.webp)
+
+## Notes & Edge Cases
+
+1. Right-clicking the settings icon lists every pane by name, which opens the application directly on the wanted one. Left-clicking opens it on whatever pane it last showed, so the right-click is what removes a navigation step and an assumption at the same time.
+2. The built-in collections do not contain a file from disk. The control that brings in an outside image is a separate route from the grids on the pane, and looking for the file among the collections is looking in the wrong place entirely.
+3. The two entries behind that control lead to different places — one browses the photo library, the other opens a file panel onto the file system. Only the second reaches an ordinary file on disk.
+4. The file panel opens wherever it last was, not where the file is. Changing location is part of the task, and the route through the path popup walks the file system rather than using a recents entry — recents are convenient and are not a stable location to depend on.
+5. Files the panel cannot accept are dimmed and unselectable. That filtering is a useful confirmation of being in the right kind of dialog, and a file that ought to be selectable but is not is telling you something about its type.
+6. The preview names the file and its type before it is committed. Reading it is the last check that the right file was selected, and it costs nothing.
+7. There is no separate apply step. The panel's default button both accepts the selection and applies the wallpaper, so the desktop changing is immediate and there is nothing left to confirm.
+8. The wallpaper is a reference, not a copy. The desktop points at the image where it sits, so deleting or moving that file afterwards leaves the desktop without a picture — the image belongs somewhere permanent before it is chosen.
+9. Setting the wallpaper on one desktop leaves other spaces and displays unchanged. The result can look correct on the screen being watched and wrong everywhere else.
+10. Direct clicks landed unreliably throughout this pane, which is why every action here is a move followed by a click at the same point.
diff --git a/data/sessions/macos-settings-wallpaper/metadata.json b/data/sessions/macos-settings-wallpaper/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e1eee8aebfa94067b8eae15009b3c08c1caf794a
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/metadata.json
@@ -0,0 +1,295 @@
+{
+  "memory_name": "macos-settings-wallpaper",
+  "memory_description": "",
+  "session_id": "ed9e8481-4f5b-435c-bde9-30fe66684545",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-24T06:34:58.426153211Z",
+  "completed_at": "2026-07-24T06:40:34.665112658Z",
+  "total_steps": 20,
+  "annotated_steps": 20,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-24T06:35:57.120Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260724_063557_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260724_063557_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260724_063557_after.webp",
+      "raw_command": "Right-clicked at X=1216, Y=1035",
+      "converted_command": "Right-click at (1216, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-24T06:36:03.409Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260724_063603_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260724_063603_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260724_063603_after.webp",
+      "raw_command": "Left-clicked at X=1268, Y=855",
+      "converted_command": "Left-click at (1268, 855)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-24T06:36:19.040Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260724_063619_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260724_063619_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260724_063619_after.webp",
+      "raw_command": "Moved cursor to at X=1112, Y=298",
+      "converted_command": "Move-cursor at (1112, 298)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-24T06:36:28.955Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260724_063628_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260724_063628_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260724_063628_after.webp",
+      "raw_command": "Left-clicked at X=1112, Y=298",
+      "converted_command": "Left-click at (1112, 298)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-24T06:36:34.983Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0005_20260724_063634_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260724_063634_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260724_063634_after.webp",
+      "raw_command": "Moved cursor to at X=1076, Y=354",
+      "converted_command": "Move-cursor at (1076, 354)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-24T06:36:47.028Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260724_063647_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260724_063647_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260724_063647_after.webp",
+      "raw_command": "Left-clicked at X=1076, Y=354",
+      "converted_command": "Left-click at (1076, 354)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-24T06:37:04.772Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0007_20260724_063704_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260724_063704_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260724_063704_after.webp",
+      "raw_command": "Moved cursor to at X=1109, Y=251",
+      "converted_command": "Move-cursor at (1109, 251)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-24T06:37:07.791Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260724_063707_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260724_063707_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260724_063707_after.webp",
+      "raw_command": "Left-clicked at X=1109, Y=251",
+      "converted_command": "Left-click at (1109, 251)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-24T06:37:16.813Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0009_20260724_063716_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260724_063716_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260724_063716_after.webp",
+      "raw_command": "Moved cursor to at X=1043, Y=274",
+      "converted_command": "Move-cursor at (1043, 274)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-24T06:37:20.312Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260724_063720_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260724_063720_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260724_063720_after.webp",
+      "raw_command": "Left-clicked at X=1043, Y=274",
+      "converted_command": "Left-click at (1043, 274)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-24T06:37:34.708Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0011_20260724_063734_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260724_063734_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260724_063734_after.webp",
+      "raw_command": "Moved cursor to at X=775, Y=369",
+      "converted_command": "Move-cursor at (775, 369)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-24T06:37:39.322Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0012_20260724_063739_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260724_063739_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260724_063739_after.webp",
+      "raw_command": "Left-clicked at X=775, Y=369",
+      "converted_command": "Left-click at (775, 369)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-24T06:37:45.791Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0013_20260724_063745_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0013_20260724_063745_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260724_063745_after.webp",
+      "raw_command": "Moved cursor to at X=1011, Y=302",
+      "converted_command": "Move-cursor at (1011, 302)"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-24T06:37:53.302Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0014_20260724_063753_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0014_20260724_063753_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260724_063753_after.webp",
+      "raw_command": "Left-clicked at X=1011, Y=302",
+      "converted_command": "Left-click at (1011, 302)"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-24T06:38:10.549Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0015_20260724_063810_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0015_20260724_063810_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260724_063810_after.webp",
+      "raw_command": "Moved cursor to at X=1156, Y=345",
+      "converted_command": "Move-cursor at (1156, 345)"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-07-24T06:38:16.775Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0016_20260724_063816_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0016_20260724_063816_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260724_063816_after.webp",
+      "raw_command": "Left-clicked at X=1156, Y=345",
+      "converted_command": "Left-click at (1156, 345)"
+    },
+    {
+      "step_id": 17,
+      "timestamp": "2026-07-24T06:38:28.076Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0017_20260724_063828_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0017_20260724_063828_before.webp",
+      "after_image_path": "vision/frames/step_0017_20260724_063828_after.webp",
+      "raw_command": "Moved cursor to at X=1193, Y=480",
+      "converted_command": "Move-cursor at (1193, 480)"
+    },
+    {
+      "step_id": 18,
+      "timestamp": "2026-07-24T06:38:38.665Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0018_20260724_063838_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0018_20260724_063838_before.webp",
+      "after_image_path": "vision/frames/step_0018_20260724_063838_after.webp",
+      "raw_command": "Left-clicked at X=1193, Y=480",
+      "converted_command": "Left-click at (1193, 480)"
+    },
+    {
+      "step_id": 19,
+      "timestamp": "2026-07-24T06:38:48.642Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0019_20260724_063848_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0019_20260724_063848_before.webp",
+      "after_image_path": "vision/frames/step_0019_20260724_063848_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 20,
+      "timestamp": "2026-07-24T06:38:58.185Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0020_20260724_063858_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0020_20260724_063858_before.webp",
+      "after_image_path": "vision/frames/step_0020_20260724_063858_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/macos-settings-wallpaper/reasoning/reasoning.jsonl b/data/sessions/macos-settings-wallpaper/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0bb035123b5c156a82661bcdd8db2fc7f343204b
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/reasoning/reasoning.jsonl
@@ -0,0 +1,20 @@
+{"step_id": 1, "timestamp_action": "2026-07-24T06:35:57.120Z", "timestamp_annotated": "2026-08-19T14:18:25.810798+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=1216, Y=1035", "converted_command": "Right-click at (1216, 1035)", "image_path": "vision/frames/step_0001_20260724_063557_at.webp", "reasoning": "The task is to set the desktop wallpaper to a specific image file, which is a System Settings operation. Move the cursor and Right-click the System Settings icon in the Dock rather than left-clicking it: the right-click menu lists every settings pane by name, which opens the app directly on the one needed instead of on whatever pane it last showed.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-24T06:36:03.409Z", "timestamp_annotated": "2026-08-19T14:18:25.811277+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1268, Y=855", "converted_command": "Left-click at (1268, 855)", "image_path": "vision/frames/step_0002_20260724_063603_at.webp", "reasoning": "Move the cursor and Left-click `Wallpaper` near the bottom of the alphabetical list. System Settings launches with that pane already selected, so no navigation inside the app is needed.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-24T06:36:19.040Z", "timestamp_annotated": "2026-08-19T14:18:25.811706+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1112, Y=298", "converted_command": "Move-cursor at (1112, 298)", "image_path": "vision/frames/step_0003_20260724_063619_at.webp", "reasoning": "The Wallpaper pane offers built-in collections — Dynamic Wallpapers, Landscape and the rest — but the task's image is an ordinary file on disk, so none of those grids contains it. Move the cursor onto `Add Photo ⌄`, the control for bringing in an image from outside those collections. Moving to the target and clicking as a separate step is the pattern throughout this take, because direct clicks here landed unreliably.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-24T06:36:28.955Z", "timestamp_annotated": "2026-08-19T14:18:25.812187+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1112, Y=298", "converted_command": "Left-click at (1112, 298)", "image_path": "vision/frames/step_0004_20260724_063628_at.webp", "reasoning": "Move the cursor and Left-click `Add Photo ⌄` to open its menu.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-24T06:36:34.983Z", "timestamp_annotated": "2026-08-19T14:18:25.812654+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1076, Y=354", "converted_command": "Move-cursor at (1076, 354)", "image_path": "vision/frames/step_0005_20260724_063634_at.webp", "reasoning": "The menu offers `From Photos…` and `Choose…`. Move the cursor onto **`Choose…`**. `From Photos…` browses the Photos library, which is not where the file lives; `Choose…` opens a file panel onto the file system, which is.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-24T06:36:47.028Z", "timestamp_annotated": "2026-08-19T14:18:25.813117+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1076, Y=354", "converted_command": "Left-click at (1076, 354)", "image_path": "vision/frames/step_0006_20260724_063647_at.webp", "reasoning": "Move the cursor and Left-click `Choose…` to open the file panel.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-24T06:37:04.772Z", "timestamp_annotated": "2026-08-19T14:18:25.813601+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1109, Y=251", "converted_command": "Move-cursor at (1109, 251)", "image_path": "vision/frames/step_0007_20260724_063704_at.webp", "reasoning": "The panel opens on `Applications`, which is not where the image is, so the location has to change. Move the cursor onto the stepper at the right-hand end of the path popup at the top of the panel — the control that lists places to jump to.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-24T06:37:07.791Z", "timestamp_annotated": "2026-08-19T14:18:25.814071+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1109, Y=251", "converted_command": "Left-click at (1109, 251)", "image_path": "vision/frames/step_0008_20260724_063707_at.webp", "reasoning": "Move the cursor and Left-click the path popup to open it.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-24T06:37:16.813Z", "timestamp_annotated": "2026-08-19T14:18:25.814625+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1043, Y=274", "converted_command": "Move-cursor at (1043, 274)", "image_path": "vision/frames/step_0009_20260724_063716_at.webp", "reasoning": "The popup lists `Applications` (ticked), `AgentUser`, `AgentUser's iMac Pro` and a `Recent Places` group holding `corpus-seed`. Move the cursor onto **`AgentUser`**, the startup volume, and descend from there. `corpus-seed` under Recent Places would reach the folder in one jump, but it is a recents entry rather than a stable location, so the route taken here walks the file system instead.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-24T06:37:20.312Z", "timestamp_annotated": "2026-08-19T14:18:25.815112+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1043, Y=274", "converted_command": "Left-click at (1043, 274)", "image_path": "vision/frames/step_0010_20260724_063720_at.webp", "reasoning": "Move the cursor and Left-click `AgentUser` to move the panel to the volume's root, whose column reads `Applications`, `Library`, `System`, `Users`.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-24T06:37:34.708Z", "timestamp_annotated": "2026-08-19T14:18:25.815670+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=775, Y=369", "converted_command": "Move-cursor at (775, 369)", "image_path": "vision/frames/step_0011_20260724_063734_at.webp", "reasoning": "Home folders live under `Users`, so that is the branch to follow. Move the cursor onto the `Users` row.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-24T06:37:39.322Z", "timestamp_annotated": "2026-08-19T14:18:25.816183+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=775, Y=369", "converted_command": "Left-click at (775, 369)", "image_path": "vision/frames/step_0012_20260724_063739_at.webp", "reasoning": "Move the cursor and Left-click `Users`. In column view, selecting a folder opens its contents in the next column to the right rather than replacing the view, so the path so far stays visible.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-24T06:37:45.791Z", "timestamp_annotated": "2026-08-19T14:18:25.816730+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1011, Y=302", "converted_command": "Move-cursor at (1011, 302)", "image_path": "vision/frames/step_0013_20260724_063745_at.webp", "reasoning": "The new column lists `agentuser` and `Shared`. Move the cursor onto **`agentuser`**, the account whose home folder holds the image.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-24T06:37:53.302Z", "timestamp_annotated": "2026-08-19T14:18:25.817272+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1011, Y=302", "converted_command": "Left-click at (1011, 302)", "image_path": "vision/frames/step_0014_20260724_063753_at.webp", "reasoning": "Move the cursor and Left-click `agentuser` to open the home folder in the next column — `Applications`, `corpus-seed`, `Desktop`, `Documents`, `Downloads`, and assorted logs and scripts.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-24T06:38:10.549Z", "timestamp_annotated": "2026-08-19T14:18:25.817829+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1156, Y=345", "converted_command": "Move-cursor at (1156, 345)", "image_path": "vision/frames/step_0015_20260724_063810_at.webp", "reasoning": "Move the cursor onto **`corpus-seed`**, the folder holding the wallpaper image.", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-07-24T06:38:16.775Z", "timestamp_annotated": "2026-08-19T14:18:25.818423+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1156, Y=345", "converted_command": "Left-click at (1156, 345)", "image_path": "vision/frames/step_0016_20260724_063816_at.webp", "reasoning": "Move the cursor and Left-click `corpus-seed` to list its contents in the next column.", "skipped": false}
+{"step_id": 17, "timestamp_action": "2026-07-24T06:38:28.076Z", "timestamp_annotated": "2026-08-19T14:18:25.819057+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1193, Y=480", "converted_command": "Move-cursor at (1193, 480)", "image_path": "vision/frames/step_0017_20260724_063828_at.webp", "reasoning": "The folder's non-image files — `Archive.zip`, `doc-colour.txt`, `notes.txt`, `report.pdf` — are **dimmed and unselectable**, because the panel only accepts images. That filtering is a useful confirmation of being in the right kind of dialog. Move the cursor onto **`wall-A.jpg`**.", "skipped": false}
+{"step_id": 18, "timestamp_action": "2026-07-24T06:38:38.665Z", "timestamp_annotated": "2026-08-19T14:18:25.819783+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1193, Y=480", "converted_command": "Left-click at (1193, 480)", "image_path": "vision/frames/step_0018_20260724_063838_at.webp", "reasoning": "Move the cursor and Left-click `wall-A.jpg` to select it. The preview pane on the right shows the image and reads `wall-A.jpg — JPEG image - 8 KB`, which confirms the right file is selected before it is committed.", "skipped": false}
+{"step_id": 19, "timestamp_action": "2026-07-24T06:38:48.642Z", "timestamp_annotated": "2026-08-19T14:18:25.820396+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0019_20260724_063848_at.webp", "reasoning": "Press Return to accept the selection. Return activates the panel's default button, so the pointer does not have to travel to it. The panel closes and the chosen image is applied as the desktop wallpaper immediately — there is no separate Apply step, and the visible change of the desktop behind the window is the confirmation.", "skipped": false}
+{"step_id": 20, "timestamp_action": "2026-07-24T06:38:58.185Z", "timestamp_annotated": "2026-08-19T14:18:25.821210+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0020_20260724_063858_at.webp", "reasoning": "The wallpaper is set and System Settings writes preferences as they change, so nothing needs saving — press ⌘Q (Cmd+Q) to quit the application.", "skipped": false}
diff --git a/data/sessions/macos-settings-wallpaper/sync_log.json b/data/sessions/macos-settings-wallpaper/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..bab7faa90c6297132022e7d3fc3808e777acfeea
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/sync_log.json
@@ -0,0 +1,460 @@
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index 0000000000000000000000000000000000000000..83cd482cf692429931762c1c179534d2bdfbace4
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/vision/frames/step_0020_20260724_063858_after.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3505643f2070ce6ecd4996218c3ffd83f0e408dbadb84542b12a7866a33096b7
+size 23504
diff --git a/data/sessions/macos-settings-wallpaper/vision/frames/step_0020_20260724_063858_at.webp b/data/sessions/macos-settings-wallpaper/vision/frames/step_0020_20260724_063858_at.webp
new file mode 100644
index 0000000000000000000000000000000000000000..dd224f20647d15a4c74a22e1c106be147eb364f2
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/vision/frames/step_0020_20260724_063858_at.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5a6078c8261d7dc3ea4c380e7bfe92820a7ed7835b1bb1c8e4ab749c4d95ede9
+size 23550
diff --git a/data/sessions/macos-settings-wallpaper/vision/frames/step_0020_20260724_063858_before.webp b/data/sessions/macos-settings-wallpaper/vision/frames/step_0020_20260724_063858_before.webp
new file mode 100644
index 0000000000000000000000000000000000000000..c99dd184562b42516b6816f71ed6e33266d1cd16
--- /dev/null
+++ b/data/sessions/macos-settings-wallpaper/vision/frames/step_0020_20260724_063858_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c98fe22e8a3ec82012bcb3960c8cc104d2f30251a5c6fc3a08ea3c87bc83df50
+size 97640
diff --git a/data/sessions/notepad-append-line-2/commands/actuation_commands.json b/data/sessions/notepad-append-line-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..af3cf3fea217b1d09ce3a832366915e9b5e8f2c6
--- /dev/null
+++ b/data/sessions/notepad-append-line-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 111,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:24:03.310Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Add-Content $env:USERPROFILE\\corpus-seed\\notes.txt 'appended line'",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:24:13.417Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:24:17.623Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:24:23.912Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:24:27.133Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-append-line-2/commands/cc_commands.json b/data/sessions/notepad-append-line-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..8591fa1b57d8e51d61a131836573ba9341094f28
--- /dev/null
+++ b/data/sessions/notepad-append-line-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Add-Content $env:USERPROFILE\\corpus-seed\\notes.txt 'appended line'",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-append-line-2/commands/converted_input.md b/data/sessions/notepad-append-line-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..ccb5b946ade57f5801b8eff7a91edd3fca3c4d5f
--- /dev/null
+++ b/data/sessions/notepad-append-line-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:24:03 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:24:03.310Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T13:24:13.417Z | Type: Add-Content $env:USERPROFILE\corpus-seed\notes.txt 'appended line' |
+|    3 | 2026-07-31T13:24:17.623Z | Press: Enter |
+|    4 | 2026-07-31T13:24:23.912Z | Type: exit |
+|    5 | 2026-07-31T13:24:27.133Z | Press: Enter |
diff --git a/data/sessions/notepad-append-line-2/commands/raw_input.md b/data/sessions/notepad-append-line-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..76d3d821bf5ffeb95b95c6ffe5ba1728552d8db7
--- /dev/null
+++ b/data/sessions/notepad-append-line-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:24:03 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:24:03.310Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T13:24:13.417Z | Typed: Add-Content $env:USERPROFILE\corpus-seed\notes.txt 'appended line' |
+|    3 | 2026-07-31T13:24:17.623Z | Pressed: Return |
+|    4 | 2026-07-31T13:24:23.912Z | Typed: exit |
+|    5 | 2026-07-31T13:24:27.133Z | Pressed: Return |
diff --git a/data/sessions/notepad-append-line-2/memory.md b/data/sessions/notepad-append-line-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..027bf53adf13ed75be523c719d99f7726c7f50c4
--- /dev/null
+++ b/data/sessions/notepad-append-line-2/memory.md
@@ -0,0 +1,65 @@
+# Memory: notepad-append-line-2
+
+## Overview
+
+Append a line to the end of an existing text file from a shell, leaving everything already
+in it untouched. Use this as the terminal route to the same end state as opening the file
+in an editor and typing at the end: one add-content command appends the line, with no
+editor and no caret positioning. The recorded trace appends `appended line` to `notes.txt`
+and closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a text editor, or a shell.
+- A text file that already exists and is writable. The append redirect creates a missing
+  file rather than failing, which turns a mistyped path into a new file instead of an
+  error.
+- The line's exact contents decided in advance, including capitalisation.
+- Knowledge of whether the file currently ends with a newline. If it does not, an appended
+  line joins onto the last existing one instead of starting its own.
+- Agreement on whether the result should end with a trailing newline. The editor route and
+  the shell route differ here unless one of them is adjusted to match.
+- Automatic text substitution turned off in the editor, where that route is used — it
+  rewrites typed characters silently.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to add a line to the end of an existing text file without disturbing what is already there, which a shell append does directly, so the first move is to open one. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_132403_at.webp)
+
+### Step 2 — Type: Add-Content $env:USERPROFILE\corpus-seed\notes.txt 'appended line'
+
+Type an `Add-Content` command to append to the file. The command is chosen for what it does not do: `Set-Content` would replace the file's entire contents, losing everything already in it, while `Add-Content` writes to the end and leaves the existing lines intact. The text is quoted so the space inside it stays part of one argument, and it matches the mouse trace's typed line exactly.
+
+![Step 2](vision/frames/step_0002_20260731_132413_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to append the line.
+
+![Step 3](vision/frames/step_0003_20260731_132417_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_132423_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_132427_at.webp)
+
+## Notes & Edge Cases
+
+1. The append verb adds to the file and the write verb replaces it outright. They differ by one word, and choosing the wrong one empties the file and leaves only the new line — the most destructive mistake available in this task, and it produces no error.
+2. The command creates the file if it is absent. A mistyped path therefore succeeds, producing a new file somewhere unintended while the real one stays unchanged — confirm the target exists before running, and read the file back afterwards.
+3. Whether the file already ends in a newline decides where the text lands. The command adds its own line ending, so a file that did not end with one gains a joined line rather than an appended one on some tools — check the result rather than assuming.
+4. The text is quoted, which decides what survives. Unquoted, the shell would treat spaces as argument separators and special characters as its own; the quoting style also decides whether variables inside the text are expanded or written literally.
+5. Matching a file-manager route byte for byte means deciding the trailing newline deliberately. An editor adds one only if the confirming key was pressed; this command adds one every time.
+6. The environment variable in the path is expanded by the shell, so the same string handed to something that is not a shell leaves the literal text unresolved.
+7. The prompt returning is not confirmation. Read the file back rather than trusting the command finished.
diff --git a/data/sessions/notepad-append-line-2/metadata.json b/data/sessions/notepad-append-line-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c88ca0e302599c5c20d8788eab31be3a15516c0c
--- /dev/null
+++ b/data/sessions/notepad-append-line-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "notepad-append-line-2",
+  "memory_description": "",
+  "session_id": "4e19cbce-db07-4937-97ce-0de2ac3dfffc",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:23:54.034213575Z",
+  "completed_at": "2026-07-31T13:24:32.235625559Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:24:03.310Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_132403_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_132403_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_132403_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:24:13.417Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_132413_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_132413_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_132413_after.webp",
+      "raw_command": "Typed: Add-Content $env:USERPROFILE\\corpus-seed\\notes.txt 'appended line'",
+      "converted_command": "Type: Add-Content $env:USERPROFILE\\corpus-seed\\notes.txt 'appended line'"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:24:17.623Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_132417_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_132417_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_132417_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:24:23.912Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_132423_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_132423_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_132423_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:24:27.133Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_132427_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_132427_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_132427_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/notepad-append-line-2/reasoning/reasoning.jsonl b/data/sessions/notepad-append-line-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..df695a9c201159023301575564669f2457c6e69c
--- /dev/null
+++ b/data/sessions/notepad-append-line-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:24:03.310Z", "timestamp_annotated": "2026-08-19T14:18:26.211861+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_132403_at.webp", "reasoning": "The task is to add a line to the end of an existing text file without disturbing what is already there, which a shell append does directly, so the first move is to open one. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:24:13.417Z", "timestamp_annotated": "2026-08-19T14:18:26.212155+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Add-Content $env:USERPROFILE\\corpus-seed\\notes.txt 'appended line'", "converted_command": "Type: Add-Content $env:USERPROFILE\\corpus-seed\\notes.txt 'appended line'", "image_path": "vision/frames/step_0002_20260731_132413_at.webp", "reasoning": "Type an `Add-Content` command to append to the file. The command is chosen for what it does not do: `Set-Content` would replace the file's entire contents, losing everything already in it, while `Add-Content` writes to the end and leaves the existing lines intact. The text is quoted so the space inside it stays part of one argument, and it matches the mouse trace's typed line exactly.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:24:17.623Z", "timestamp_annotated": "2026-08-19T14:18:26.212564+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_132417_at.webp", "reasoning": "After typing the command Press Enter to append the line.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:24:23.912Z", "timestamp_annotated": "2026-08-19T14:18:26.212893+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_132423_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:24:27.133Z", "timestamp_annotated": "2026-08-19T14:18:26.213225+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_132427_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/notepad-append-line-2/sync_log.json b/data/sessions/notepad-append-line-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..960fa2ece484204346a176327b1ca97abfb78089
--- /dev/null
+++ b/data/sessions/notepad-append-line-2/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "4e19cbce-db07-4937-97ce-0de2ac3dfffc",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-append-line-2/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-append-line-2/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-append-line-2/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
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+    "is_here_command": false,
+    "mouse_x": 1027,
+    "mouse_y": 723,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1027, Y=723",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:22:50.107Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+End",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:22:59.275Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: appended line",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:23:02.395Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+S",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:23:06.645Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Alt+F4",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:23:11.834Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-append-line/commands/cc_commands.json b/data/sessions/notepad-append-line/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..3dccc75bd11169102b69f9827948cc3588de4989
--- /dev/null
+++ b/data/sessions/notepad-append-line/commands/cc_commands.json
@@ -0,0 +1,52 @@
+[
+  {
+    "command": "250 365 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "250 365 double",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "860 372 move",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "860 372 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "1027 723 move",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "1027 723 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Ctrl+End}",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "type appended line",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Ctrl+S}",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "press {Alt+F4}",
+    "os": "WINDOWS",
+    "step_id": 10
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-append-line/commands/converted_input.md b/data/sessions/notepad-append-line/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..23306ce5af454ee79e7c3ed309ebe1b861572565
--- /dev/null
+++ b/data/sessions/notepad-append-line/commands/converted_input.md
@@ -0,0 +1,16 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:22:30 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:22:30.035Z | Move-cursor at (250, 365) |
+|    2 | 2026-07-31T13:22:33.248Z | Double-click at (250, 365) |
+|    3 | 2026-07-31T13:22:40.452Z | Move-cursor at (860, 372) |
+|    4 | 2026-07-31T13:22:43.670Z | Left-click at (860, 372) |
+|    5 | 2026-07-31T13:22:46.952Z | Move-cursor at (1027, 723) |
+|    6 | 2026-07-31T13:22:50.107Z | Left-click at (1027, 723) |
+|    7 | 2026-07-31T13:22:59.275Z | Press: Ctrl+End |
+|    8 | 2026-07-31T13:23:02.395Z | Type: appended line |
+|    9 | 2026-07-31T13:23:06.645Z | Press: Ctrl+S |
+|   10 | 2026-07-31T13:23:11.834Z | Press: Alt+F4 |
diff --git a/data/sessions/notepad-append-line/commands/raw_input.md b/data/sessions/notepad-append-line/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..d6a8f941f2bb6232c3f0c2067a39d2b8f601c9cf
--- /dev/null
+++ b/data/sessions/notepad-append-line/commands/raw_input.md
@@ -0,0 +1,16 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:22:30 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:22:30.035Z | Moved cursor to at X=250, Y=365 |
+|    2 | 2026-07-31T13:22:33.248Z | Double-clicked at X=250, Y=365 |
+|    3 | 2026-07-31T13:22:40.452Z | Moved cursor to at X=860, Y=372 |
+|    4 | 2026-07-31T13:22:43.670Z | Left-clicked at X=860, Y=372 |
+|    5 | 2026-07-31T13:22:46.952Z | Moved cursor to at X=1027, Y=723 |
+|    6 | 2026-07-31T13:22:50.107Z | Left-clicked at X=1027, Y=723 |
+|    7 | 2026-07-31T13:22:59.275Z | Pressed: Ctrl+End |
+|    8 | 2026-07-31T13:23:02.395Z | Typed: appended line |
+|    9 | 2026-07-31T13:23:06.645Z | Pressed: Ctrl+S |
+|   10 | 2026-07-31T13:23:11.834Z | Pressed: Alt+F4 |
diff --git a/data/sessions/notepad-append-line/memory.md b/data/sessions/notepad-append-line/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..fb83a56195011af70e299fccd82d36493403ca1e
--- /dev/null
+++ b/data/sessions/notepad-append-line/memory.md
@@ -0,0 +1,102 @@
+# Memory: notepad-append-line
+
+## Overview
+
+Append a line to the end of an existing text file using a GUI editor. Use this when a line
+has to be added to a document opened by pointing rather than by path. The route opens the
+file through the file manager's application chooser, jumps the caret to the end of the
+document before typing — which is what keeps the new line from landing mid-file — types the
+line and saves. The recorded trace appends `appended line` to `notes.txt`.
+
+## Prerequisites
+
+- A desktop environment with a text editor, or a shell.
+- A text file that already exists and is writable. The append redirect creates a missing
+  file rather than failing, which turns a mistyped path into a new file instead of an
+  error.
+- The line's exact contents decided in advance, including capitalisation.
+- Knowledge of whether the file currently ends with a newline. If it does not, an appended
+  line joins onto the last existing one instead of starting its own.
+- Agreement on whether the result should end with a trailing newline. The editor route and
+  the shell route differ here unless one of them is adjusted to match.
+- Automatic text substitution turned off in the editor, where that route is used — it
+  rewrites typed characters silently.
+
+## Steps
+
+### Step 1 — Move-cursor at (250, 365)
+
+The task is to add a line to the end of an existing text file, so the file has to be opened in an editor first. Move the cursor onto the `notes.txt` row in `corpus-seed` before clicking — the move-then-click pair is what makes the click land reliably here.
+
+![Step 1](vision/frames/step_0001_20260731_132230_at.webp)
+
+### Step 2 — Double-click at (250, 365)
+
+Move the cursor and Double-click **`notes.txt`** to open it.
+
+![Step 2](vision/frames/step_0002_20260731_132233_at.webp)
+
+### Step 3 — Move-cursor at (860, 372)
+
+Windows has no default handler assigned for `.txt` here, so it asks which application to use. Move the cursor onto the **`Notepad`** entry under `Keep using this app`.
+
+![Step 3](vision/frames/step_0003_20260731_132240_at.webp)
+
+### Step 4 — Left-click at (860, 372)
+
+Move the cursor and Left-click **`Notepad`**. It is already the highlighted entry, so this confirms the selection. Leave the `Always use this app to open .txt files` checkbox alone — ticking it would permanently reassign the file type, a change to the machine rather than to the file this task is about.
+
+![Step 4](vision/frames/step_0004_20260731_132243_at.webp)
+
+### Step 5 — Move-cursor at (1027, 723)
+
+Move the cursor onto the **`OK`** button of the chooser.
+
+![Step 5](vision/frames/step_0005_20260731_132246_at.webp)
+
+### Step 6 — Left-click at (1027, 723)
+
+Move the cursor and Left-click **`OK`** to dismiss the chooser and open the file. Notepad appears with `notes.txt` in its title bar and the three existing lines on screen.
+
+![Step 6](vision/frames/step_0006_20260731_132250_at.webp)
+
+### Step 7 — Press: Ctrl+End
+
+The new line has to go at the **end** of the file, and the caret opens at the start, so it has to be moved there first. Press **Ctrl+End** to jump to the end of the document. Because the file ends with a line break, this lands at the start of an empty final line — so nothing needs to be typed to open a new line.
+
+![Step 7](vision/frames/step_0007_20260731_132259_at.webp)
+
+### Step 8 — Type: appended line
+
+Type `appended line` on the empty final line. No Enter is pressed first: the file already ended with a line break, so an extra Enter would insert a blank line that the terminal twin's `Add-Content` does not produce, and the two takes have to leave the same file on disk.
+
+![Step 8](vision/frames/step_0008_20260731_132302_at.webp)
+
+### Step 9 — Press: Ctrl+S
+
+Press **Ctrl+S** to write the buffer back to `notes.txt`. The file already has a path, so this saves silently with no dialog. Unlike the find-and-replace take, no click into the text area is needed first, because focus never left the document body.
+
+![Step 9](vision/frames/step_0009_20260731_132306_at.webp)
+
+### Step 10 — Press: Alt+F4
+
+Press **Alt+F4** to close Notepad. It closes straight away with no "Do you want to save changes?" prompt, and the absence of that prompt is the confirmation that the save landed.
+
+![Step 10](vision/frames/step_0010_20260731_132311_at.webp)
+
+## Notes & Edge Cases
+
+- Never set a default app without user consent because user's have their own preference
+  and some set default apps based on their work.
+- **A file type with no default handler opens a chooser instead of the file.** This is not
+  an error; it is the system asking once. The task cannot proceed until an application is
+  picked and the dialog confirmed.
+- **Leave the "always use this app" checkbox alone.** Ticking it permanently reassigns the
+  file type for the whole account — a change to the machine that outlives the task and
+  affects everything that opens that type afterwards. The task needs the file open now,
+  not a new default.
+- **The pre-highlighted entry is a suggestion, not the answer.** Read the name before
+  confirming; lists of this kind put similarly-named applications next to each other.
+- **Selecting an entry does not open the file** — the dialog still has to be confirmed with
+  its own button. A highlighted row and an opened file look the same in a list and are
+  not.
diff --git a/data/sessions/notepad-append-line/metadata.json b/data/sessions/notepad-append-line/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..644376ded16196f4505a9652c8c03c6b2184ffb7
--- /dev/null
+++ b/data/sessions/notepad-append-line/metadata.json
@@ -0,0 +1,168 @@
+{
+  "memory_name": "notepad-append-line",
+  "memory_description": "",
+  "session_id": "45b815e1-20f5-4fd7-a389-ea09d1648466",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:22:20.889471491Z",
+  "completed_at": "2026-07-31T13:23:16.885395328Z",
+  "total_steps": 10,
+  "annotated_steps": 10,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:22:30.035Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_132230_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_132230_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_132230_after.webp",
+      "raw_command": "Moved cursor to at X=250, Y=365",
+      "converted_command": "Move-cursor at (250, 365)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:22:33.248Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0002_20260731_132233_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_132233_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_132233_after.webp",
+      "raw_command": "Double-clicked at X=250, Y=365",
+      "converted_command": "Double-click at (250, 365)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:22:40.452Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260731_132240_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_132240_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_132240_after.webp",
+      "raw_command": "Moved cursor to at X=860, Y=372",
+      "converted_command": "Move-cursor at (860, 372)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:22:43.670Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_132243_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_132243_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_132243_after.webp",
+      "raw_command": "Left-clicked at X=860, Y=372",
+      "converted_command": "Left-click at (860, 372)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:22:46.952Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0005_20260731_132246_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_132246_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_132246_after.webp",
+      "raw_command": "Moved cursor to at X=1027, Y=723",
+      "converted_command": "Move-cursor at (1027, 723)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T13:22:50.107Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260731_132250_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_132250_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_132250_after.webp",
+      "raw_command": "Left-clicked at X=1027, Y=723",
+      "converted_command": "Left-click at (1027, 723)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T13:22:59.275Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260731_132259_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260731_132259_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_132259_after.webp",
+      "raw_command": "Pressed: Ctrl+End",
+      "converted_command": "Press: Ctrl+End"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T13:23:02.395Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0008_20260731_132302_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260731_132302_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_132302_after.webp",
+      "raw_command": "Typed: appended line",
+      "converted_command": "Type: appended line"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T13:23:06.645Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260731_132306_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260731_132306_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_132306_after.webp",
+      "raw_command": "Pressed: Ctrl+S",
+      "converted_command": "Press: Ctrl+S"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T13:23:11.834Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0010_20260731_132311_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260731_132311_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_132311_after.webp",
+      "raw_command": "Pressed: Alt+F4",
+      "converted_command": "Press: Alt+F4"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/notepad-append-line/reasoning/reasoning.jsonl b/data/sessions/notepad-append-line/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c684bb68c60174662380a4a19e25f5d0ff837d79
--- /dev/null
+++ b/data/sessions/notepad-append-line/reasoning/reasoning.jsonl
@@ -0,0 +1,10 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:22:30.035Z", "timestamp_annotated": "2026-08-19T14:18:26.010675+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=250, Y=365", "converted_command": "Move-cursor at (250, 365)", "image_path": "vision/frames/step_0001_20260731_132230_at.webp", "reasoning": "The task is to add a line to the end of an existing text file, so the file has to be opened in an editor first. Move the cursor onto the `notes.txt` row in `corpus-seed` before clicking — the move-then-click pair is what makes the click land reliably here.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:22:33.248Z", "timestamp_annotated": "2026-08-19T14:18:26.011043+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=250, Y=365", "converted_command": "Double-click at (250, 365)", "image_path": "vision/frames/step_0002_20260731_132233_at.webp", "reasoning": "Move the cursor and Double-click **`notes.txt`** to open it.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:22:40.452Z", "timestamp_annotated": "2026-08-19T14:18:26.011569+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=860, Y=372", "converted_command": "Move-cursor at (860, 372)", "image_path": "vision/frames/step_0003_20260731_132240_at.webp", "reasoning": "Windows has no default handler assigned for `.txt` here, so it asks which application to use. Move the cursor onto the **`Notepad`** entry under `Keep using this app`.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:22:43.670Z", "timestamp_annotated": "2026-08-19T14:18:26.012007+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=860, Y=372", "converted_command": "Left-click at (860, 372)", "image_path": "vision/frames/step_0004_20260731_132243_at.webp", "reasoning": "Move the cursor and Left-click **`Notepad`**. It is already the highlighted entry, so this confirms the selection. Leave the `Always use this app to open .txt files` checkbox alone — ticking it would permanently reassign the file type, a change to the machine rather than to the file this task is about.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:22:46.952Z", "timestamp_annotated": "2026-08-19T14:18:26.012538+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1027, Y=723", "converted_command": "Move-cursor at (1027, 723)", "image_path": "vision/frames/step_0005_20260731_132246_at.webp", "reasoning": "Move the cursor onto the **`OK`** button of the chooser.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T13:22:50.107Z", "timestamp_annotated": "2026-08-19T14:18:26.013044+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1027, Y=723", "converted_command": "Left-click at (1027, 723)", "image_path": "vision/frames/step_0006_20260731_132250_at.webp", "reasoning": "Move the cursor and Left-click **`OK`** to dismiss the chooser and open the file. Notepad appears with `notes.txt` in its title bar and the three existing lines on screen.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T13:22:59.275Z", "timestamp_annotated": "2026-08-19T14:18:26.013619+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+End", "converted_command": "Press: Ctrl+End", "image_path": "vision/frames/step_0007_20260731_132259_at.webp", "reasoning": "The new line has to go at the **end** of the file, and the caret opens at the start, so it has to be moved there first. Press **Ctrl+End** to jump to the end of the document. Because the file ends with a line break, this lands at the start of an empty final line — so nothing needs to be typed to open a new line.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T13:23:02.395Z", "timestamp_annotated": "2026-08-19T14:18:26.014022+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: appended line", "converted_command": "Type: appended line", "image_path": "vision/frames/step_0008_20260731_132302_at.webp", "reasoning": "Type `appended line` on the empty final line. No Enter is pressed first: the file already ended with a line break, so an extra Enter would insert a blank line that the terminal twin's `Add-Content` does not produce, and the two takes have to leave the same file on disk.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T13:23:06.645Z", "timestamp_annotated": "2026-08-19T14:18:26.014577+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+S", "converted_command": "Press: Ctrl+S", "image_path": "vision/frames/step_0009_20260731_132306_at.webp", "reasoning": "Press **Ctrl+S** to write the buffer back to `notes.txt`. The file already has a path, so this saves silently with no dialog. Unlike the find-and-replace take, no click into the text area is needed first, because focus never left the document body.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T13:23:11.834Z", "timestamp_annotated": "2026-08-19T14:18:26.015058+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+F4", "converted_command": "Press: Alt+F4", "image_path": "vision/frames/step_0010_20260731_132311_at.webp", "reasoning": "Press **Alt+F4** to close Notepad. It closes straight away with no \"Do you want to save changes?\" prompt, and the absence of that prompt is the confirmation that the save landed.", "skipped": false}
diff --git a/data/sessions/notepad-append-line/sync_log.json b/data/sessions/notepad-append-line/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..cdb9fb4f9292160620405db24ba6e58481e7d5b1
--- /dev/null
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@@ -0,0 +1,250 @@
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+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:31:00.906Z"
+  },
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+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: (Get-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt) -replace 'colour','color' | Set-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt",
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+    "success": true,
+    "timestamp": "2026-07-31T11:31:11.095Z"
+  },
+  {
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+  },
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+    "timestamp": "2026-07-31T11:31:21.442Z"
+  },
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+    "timestamp": "2026-07-31T11:31:24.693Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-find-replace-2/commands/cc_commands.json b/data/sessions/notepad-find-replace-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..310557d5170636d8cf4a6e3d4471d9d1372035b6
--- /dev/null
+++ b/data/sessions/notepad-find-replace-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type (Get-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt) -replace 'colour','color' | Set-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-find-replace-2/commands/converted_input.md b/data/sessions/notepad-find-replace-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..036d01d9584e4d1b53300687bce18461d75f4125
--- /dev/null
+++ b/data/sessions/notepad-find-replace-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 11:31:00 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T11:31:00.906Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T11:31:11.095Z | Type: (Get-Content $env:USERPROFILE\corpus-seed\doc-colour.txt) -replace 'colour','color' | Set-Content $env:USERPROFILE\corpus-seed\doc-colour.txt |
+|    3 | 2026-07-31T11:31:15.234Z | Press: Enter |
+|    4 | 2026-07-31T11:31:21.442Z | Type: exit |
+|    5 | 2026-07-31T11:31:24.693Z | Press: Enter |
diff --git a/data/sessions/notepad-find-replace-2/commands/raw_input.md b/data/sessions/notepad-find-replace-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..df4ede00f9bb3fc0ab6255242d77af76363b0ff6
--- /dev/null
+++ b/data/sessions/notepad-find-replace-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 11:31:00 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T11:31:00.906Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T11:31:11.095Z | Typed: (Get-Content $env:USERPROFILE\corpus-seed\doc-colour.txt) -replace 'colour','color' | Set-Content $env:USERPROFILE\corpus-seed\doc-colour.txt |
+|    3 | 2026-07-31T11:31:15.234Z | Pressed: Return |
+|    4 | 2026-07-31T11:31:21.442Z | Typed: exit |
+|    5 | 2026-07-31T11:31:24.693Z | Pressed: Return |
diff --git a/data/sessions/notepad-find-replace-2/memory.md b/data/sessions/notepad-find-replace-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..8da79f25b7d179f2555266de09c2bc894c6105b5
--- /dev/null
+++ b/data/sessions/notepad-find-replace-2/memory.md
@@ -0,0 +1,80 @@
+# Memory: notepad-find-replace-2
+
+## Overview
+
+Replace every occurrence of one word with another throughout a text file, from a shell, by
+reading the file, substituting, and writing it back to the same path. Use this as the
+terminal route to the same end state as an editor's replace-all: the file keeps its name and
+location and holds the corrected text. The recorded trace opens a shell, runs a
+`Get-Content` / `-replace` / `Set-Content` pipeline over `doc-colour.txt`, and closes the
+shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a text editor that has a replace facility, or a shell.
+- A text file that exists, is readable and writable, and already contains the term to be
+  replaced. A term that matches nothing replaces nothing, and both routes report success
+  either way.
+- Both terms decided before starting. There is no per-match review in a replace-all, so a
+  wrong replacement propagates to every occurrence at once.
+- Contents that are safe to change in place. Neither route produces a backup.
+- Awareness of the file's encoding and line endings. A round trip through a shell can
+  rewrite both, changing bytes the replacement never touched.
+- Clarity about whether the match should be literal or a pattern, and about case
+  sensitivity. The two routes differ in their defaults on both counts.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to replace every occurrence of a word inside an existing text file, which a shell can do in one pipeline, so the first move is to open one. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_113100_at.webp)
+
+### Step 2 — Type: (Get-Content $env:USERPROFILE\corpus-seed\doc-colour.txt) -replace 'colour','color' | Set-Content $env:USERPROFILE\corpus-seed\doc-colour.txt
+
+Type a read-replace-write pipeline. `Get-Content` reads the file, `-replace` swaps every occurrence of `colour` for `color`, and `Set-Content` writes the result back to the same path. The parentheses around `Get-Content` matter: they force the whole file to be read before anything is written, which is what stops the command truncating the file it is still reading from. `-replace` is a regular-expression operator and replaces every match, so no separate flag is needed to make it global.
+
+![Step 2](vision/frames/step_0002_20260731_113111_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to run the replacement.
+
+![Step 3](vision/frames/step_0003_20260731_113115_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_113121_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_113124_at.webp)
+
+## Notes & Edge Cases
+
+- **The parentheses are load-bearing.** They force the whole file to be read before
+  anything is written. Without them the write can begin while the read is still in
+  progress and truncate the file it is reading from — a data-loss failure that looks like a
+  successful command.
+- **This operator matches a regular expression, not a literal string.** Characters like
+  `.`, `*`, `(`, `[` and `\` in the search term mean something other than themselves, so a
+  term containing them matches more than intended, or nothing at all. Escape them, or use a
+  literal-match method.
+- **It replaces every match by default.** No separate global flag is needed — which also
+  means there is no way to replace only the first without doing it differently.
+- **The match is case-insensitive by default in this shell, and case-sensitive in most
+  editors.** The same task run through the two routes can therefore change a different
+  number of occurrences. Decide which behaviour is wanted rather than inheriting it.
+- **The round trip can rewrite encoding and line endings** even where the text is
+  unchanged, so the output is not guaranteed byte-identical to an editor's save. Where the
+  file is compared byte for byte with something else, check that too.
+- **Zero replacements is reported the same as a thousand.** Confirm from the file's
+  contents or its modification time.
+- **This task destroys its own starting condition** — a repeat run finds nothing left to
+  replace.
+
diff --git a/data/sessions/notepad-find-replace-2/metadata.json b/data/sessions/notepad-find-replace-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6a44a6eca218e9dc8267c5e5d58ddf224a1b1713
--- /dev/null
+++ b/data/sessions/notepad-find-replace-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "notepad-find-replace-2",
+  "memory_description": "",
+  "session_id": "85889c70-fb99-4560-835e-510146908be0",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T11:30:51.824695926Z",
+  "completed_at": "2026-07-31T11:31:30.534299211Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T11:31:00.906Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_113100_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_113100_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_113100_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T11:31:11.095Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_113111_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_113111_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_113111_after.webp",
+      "raw_command": "Typed: (Get-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt) -replace 'colour','color' | Set-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt",
+      "converted_command": "Type: (Get-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt) -replace 'colour','color' | Set-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T11:31:15.234Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_113115_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_113115_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_113115_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T11:31:21.442Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_113121_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_113121_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_113121_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T11:31:24.693Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_113124_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_113124_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_113124_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/notepad-find-replace-2/reasoning/reasoning.jsonl b/data/sessions/notepad-find-replace-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cfc31fd0c3caee65f99838f06e8bc5d50bfbefe0
--- /dev/null
+++ b/data/sessions/notepad-find-replace-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T11:31:00.906Z", "timestamp_annotated": "2026-08-19T11:30:05.846782+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_113100_at.webp", "reasoning": "The task is to replace every occurrence of a word inside an existing text file, which a shell can do in one pipeline, so the first move is to open one. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T11:31:11.095Z", "timestamp_annotated": "2026-08-19T11:30:05.847235+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: (Get-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt) -replace 'colour','color' | Set-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt", "converted_command": "Type: (Get-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt) -replace 'colour','color' | Set-Content $env:USERPROFILE\\corpus-seed\\doc-colour.txt", "image_path": "vision/frames/step_0002_20260731_113111_at.webp", "reasoning": "Type a read-replace-write pipeline. `Get-Content` reads the file, `-replace` swaps every occurrence of `colour` for `color`, and `Set-Content` writes the result back to the same path. The parentheses around `Get-Content` matter: they force the whole file to be read before anything is written, which is what stops the command truncating the file it is still reading from. `-replace` is a regular-expression operator and replaces every match, so no separate flag is needed to make it global.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T11:31:15.234Z", "timestamp_annotated": "2026-08-19T11:30:05.847736+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_113115_at.webp", "reasoning": "After typing the command Press Enter to run the replacement.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T11:31:21.442Z", "timestamp_annotated": "2026-08-19T11:30:05.848277+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_113121_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T11:31:24.693Z", "timestamp_annotated": "2026-08-19T11:30:05.848727+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_113124_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/notepad-find-replace-2/sync_log.json b/data/sessions/notepad-find-replace-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..392ec399443b39c3e71691d83a013209c6b9fb22
--- /dev/null
+++ b/data/sessions/notepad-find-replace-2/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "85889c70-fb99-4560-835e-510146908be0",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-find-replace-2/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-find-replace-2/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-find-replace-2/commands/actuation_commands.json",
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-find-replace-2/commands/cc_commands.json",
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diff --git a/data/sessions/notepad-find-replace/commands/cc_commands.json b/data/sessions/notepad-find-replace/commands/cc_commands.json
new file mode 100644
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@@ -0,0 +1,62 @@
+[
+  {
+    "command": "212 281 double",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "860 372 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "1027 723 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Ctrl+H}",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "type colour",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Tab}",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "type color",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "472 330 left",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "472 358 left",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "400 500 left",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "press {Ctrl+S}",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "press {Alt+F4}",
+    "os": "WINDOWS",
+    "step_id": 12
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-find-replace/commands/converted_input.md b/data/sessions/notepad-find-replace/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..b90e4601451a788f1eb6b6e1fcb4af916a6aad41
--- /dev/null
+++ b/data/sessions/notepad-find-replace/commands/converted_input.md
@@ -0,0 +1,18 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 11:39:38 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T11:39:38.122Z | Double-click at (212, 281) |
+|    2 | 2026-07-31T11:39:45.466Z | Left-click at (860, 372) |
+|    3 | 2026-07-31T11:39:48.715Z | Left-click at (1027, 723) |
+|    4 | 2026-07-31T11:39:56.874Z | Press: Ctrl+H |
+|    5 | 2026-07-31T11:40:01.167Z | Type: colour |
+|    6 | 2026-07-31T11:40:04.423Z | Press: Tab |
+|    7 | 2026-07-31T11:40:06.753Z | Type: color |
+|    8 | 2026-07-31T11:40:10.105Z | Left-click at (472, 330) |
+|    9 | 2026-07-31T11:40:14.388Z | Left-click at (472, 358) |
+|   10 | 2026-07-31T11:40:17.700Z | Left-click at (400, 500) |
+|   11 | 2026-07-31T11:40:20.805Z | Press: Ctrl+S |
+|   12 | 2026-07-31T11:40:25.104Z | Press: Alt+F4 |
diff --git a/data/sessions/notepad-find-replace/commands/raw_input.md b/data/sessions/notepad-find-replace/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..51887e3345913b9386046f97130d73fa3a20293b
--- /dev/null
+++ b/data/sessions/notepad-find-replace/commands/raw_input.md
@@ -0,0 +1,18 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 11:39:38 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T11:39:38.122Z | Double-clicked at X=212, Y=281 |
+|    2 | 2026-07-31T11:39:45.466Z | Left-clicked at X=860, Y=372 |
+|    3 | 2026-07-31T11:39:48.715Z | Left-clicked at X=1027, Y=723 |
+|    4 | 2026-07-31T11:39:56.874Z | Pressed: Ctrl+H |
+|    5 | 2026-07-31T11:40:01.167Z | Typed: colour |
+|    6 | 2026-07-31T11:40:04.423Z | Pressed: Tab |
+|    7 | 2026-07-31T11:40:06.753Z | Typed: color |
+|    8 | 2026-07-31T11:40:10.105Z | Left-clicked at X=472, Y=330 |
+|    9 | 2026-07-31T11:40:14.388Z | Left-clicked at X=472, Y=358 |
+|   10 | 2026-07-31T11:40:17.700Z | Left-clicked at X=400, Y=500 |
+|   11 | 2026-07-31T11:40:20.805Z | Pressed: Ctrl+S |
+|   12 | 2026-07-31T11:40:25.104Z | Pressed: Alt+F4 |
diff --git a/data/sessions/notepad-find-replace/memory.md b/data/sessions/notepad-find-replace/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..65226c9506812f2bc13ed82f473e940bd3ff8b46
--- /dev/null
+++ b/data/sessions/notepad-find-replace/memory.md
@@ -0,0 +1,115 @@
+# Memory: notepad-find-replace
+
+## Overview
+
+Replace every occurrence of one word with another throughout a text file and save it,
+using a GUI text editor's replace dialog. Use this when a document needs a whole-file
+correction rather than an edit at a known position. The route opens the file through the
+file manager's application chooser, opens the replace dialog, enters both terms, replaces
+all, closes the dialog and saves. The recorded trace replaces every `colour` with `color`
+in `doc-colour.txt`.
+
+## Prerequisites
+
+- A desktop environment with a text editor that has a replace facility, or a shell.
+- A text file that exists, is readable and writable, and already contains the term to be
+  replaced. A term that matches nothing replaces nothing, and both routes report success
+  either way.
+- Both terms decided before starting. There is no per-match review in a replace-all, so a
+  wrong replacement propagates to every occurrence at once.
+- Contents that are safe to change in place. Neither route produces a backup.
+- Awareness of the file's encoding and line endings. A round trip through a shell can
+  rewrite both, changing bytes the replacement never touched.
+- Clarity about whether the match should be literal or a pattern, and about case
+  sensitivity. The two routes differ in their defaults on both counts.
+
+## Steps
+
+### Step 1 — Double-click at (212, 281)
+
+The task is to rewrite every occurrence of a word inside an existing text file, so the file has to be opened in an editor first. Move the cursor and Double-click **`doc-colour.txt`** in the `corpus-seed` window.
+
+![Step 1](vision/frames/step_0001_20260731_113938_at.webp)
+
+### Step 2 — Left-click at (860, 372)
+
+Windows has no default handler assigned for `.txt` here, so it asks which application to use instead of opening one. Move the cursor and Left-click **`Notepad`** under `Keep using this app`. It is already the highlighted entry, so this click confirms the selection rather than changing it. Leave the `Always use this app to open .txt files` checkbox alone — ticking it would permanently reassign the file type, which is a change to the machine rather than to the file the task is about.
+
+![Step 2](vision/frames/step_0002_20260731_113945_at.webp)
+
+### Step 3 — Left-click at (1027, 723)
+
+Move the cursor and Left-click **`OK`** to dismiss the chooser and open the file. Notepad appears with `doc-colour.txt` in its title bar and the text on screen.
+
+![Step 3](vision/frames/step_0003_20260731_113948_at.webp)
+
+### Step 4 — Press: Ctrl+H
+
+The task is a replace-all across the whole file, not an edit at one spot, so use Notepad's Replace dialog rather than editing by hand. Press **Ctrl+H** to open it — Ctrl+F would open Find, which can only locate matches, not change them.
+
+![Step 4](vision/frames/step_0004_20260731_113956_at.webp)
+
+### Step 5 — Type: colour
+
+The caret starts in the `Find what` field. Type `colour`, the word to search for. Until something is typed here, `Find Next`, `Replace` and `Replace All` are all disabled, so this step is also what makes the dialog usable.
+
+![Step 5](vision/frames/step_0005_20260731_114001_at.webp)
+
+### Step 6 — Press: Tab
+
+Press **Tab** to move focus from `Find what` to `Replace with`. Tab is used rather than clicking the second field because it is deterministic — it needs no coordinate and cannot land on the wrong control.
+
+![Step 6](vision/frames/step_0006_20260731_114004_at.webp)
+
+### Step 7 — Type: color
+
+Type `color`, the replacement text. Both fields are now filled and all three action buttons have become enabled.
+
+![Step 7](vision/frames/step_0007_20260731_114006_at.webp)
+
+### Step 8 — Left-click at (472, 330)
+
+Move the cursor and Left-click **`Replace All`**. This rewrites every occurrence in one pass. `Replace` next to it would change only the match at the caret and would have to be repeated an unknown number of times, which is a worse fit for a task specified over the whole file.
+
+![Step 8](vision/frames/step_0008_20260731_114010_at.webp)
+
+### Step 9 — Left-click at (472, 358)
+
+Move the cursor and Left-click **`Cancel`** to close the Replace dialog. The button now carrying the focus ring is `Replace All`, which is the evidence that the previous click landed. Cancel here dismisses the dialog and does not undo the replacements — Notepad's Replace has no undo button, and the edits are already in the buffer.
+
+![Step 9](vision/frames/step_0009_20260731_114014_at.webp)
+
+### Step 10 — Left-click at (400, 500)
+
+Move the cursor and Left-click in the **text area**. The replacements exist only in Notepad's buffer at this point, and they still have to be written to disk. This click is what makes that possible: immediately after the Replace dialog closes, focus is left in a state where **Ctrl+S is swallowed**, and Alt+F4 would then raise a Save/Don't Save prompt instead of closing cleanly. Clicking into the body restores focus to the document.
+
+![Step 10](vision/frames/step_0010_20260731_114017_at.webp)
+
+### Step 11 — Press: Ctrl+S
+
+Press **Ctrl+S** to write the buffer back to `doc-colour.txt`. The file already has a path, so this saves silently with no dialog. The closing frame shows the file's modified time well ahead of every other seed file, which is how the save is confirmed.
+
+![Step 11](vision/frames/step_0011_20260731_114020_at.webp)
+
+### Step 12 — Press: Alt+F4
+
+Press **Alt+F4** to close Notepad. Because the save already happened, this closes straight away with no "Do you want to save changes?" prompt — and the absence of that prompt is itself the confirmation that nothing was left unsaved.
+
+![Step 12](vision/frames/step_0012_20260731_114025_at.webp)
+
+## Notes & Edge Cases
+
+- Never set a default app without user consent because user's have their own preference
+  and some set default apps based on their work.
+- **A file type with no default handler opens a chooser instead of the file.** This is not
+  an error; it is the system asking once. The task cannot proceed until an application is
+  picked and the dialog confirmed.
+- **Leave the "always use this app" checkbox alone.** Ticking it permanently reassigns the
+  file type for the whole account — a change to the machine that outlives the task and
+  affects everything that opens that type afterwards. The task needs the file open now,
+  not a new default.
+- **The pre-highlighted entry is a suggestion, not the answer.** Read the name before
+  confirming; lists of this kind put similarly-named applications next to each other.
+- **Selecting an entry does not open the file** — the dialog still has to be confirmed with
+  its own button. A highlighted row and an opened file look the same in a list and are
+  not.
diff --git a/data/sessions/notepad-find-replace/metadata.json b/data/sessions/notepad-find-replace/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd2788c524805d0fdb4e4397c4361e2aaecc6077
--- /dev/null
+++ b/data/sessions/notepad-find-replace/metadata.json
@@ -0,0 +1,194 @@
+{
+  "memory_name": "notepad-find-replace",
+  "memory_description": "",
+  "session_id": "6bfa1930-b1da-4948-a378-802666a36803",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T11:39:28.854390905Z",
+  "completed_at": "2026-07-31T11:40:30.947752377Z",
+  "total_steps": 12,
+  "annotated_steps": 12,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T11:39:38.122Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0001_20260731_113938_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_113938_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_113938_after.webp",
+      "raw_command": "Double-clicked at X=212, Y=281",
+      "converted_command": "Double-click at (212, 281)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T11:39:45.466Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_113945_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_113945_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_113945_after.webp",
+      "raw_command": "Left-clicked at X=860, Y=372",
+      "converted_command": "Left-click at (860, 372)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T11:39:48.715Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_113948_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_113948_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_113948_after.webp",
+      "raw_command": "Left-clicked at X=1027, Y=723",
+      "converted_command": "Left-click at (1027, 723)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T11:39:56.874Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260731_113956_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_113956_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_113956_after.webp",
+      "raw_command": "Pressed: Ctrl+H",
+      "converted_command": "Press: Ctrl+H"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T11:40:01.167Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0005_20260731_114001_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_114001_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_114001_after.webp",
+      "raw_command": "Typed: colour",
+      "converted_command": "Type: colour"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T11:40:04.423Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260731_114004_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260731_114004_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_114004_after.webp",
+      "raw_command": "Pressed: Tab",
+      "converted_command": "Press: Tab"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T11:40:06.753Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0007_20260731_114006_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260731_114006_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_114006_after.webp",
+      "raw_command": "Typed: color",
+      "converted_command": "Type: color"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T11:40:10.105Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260731_114010_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260731_114010_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_114010_after.webp",
+      "raw_command": "Left-clicked at X=472, Y=330",
+      "converted_command": "Left-click at (472, 330)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T11:40:14.388Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0009_20260731_114014_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260731_114014_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_114014_after.webp",
+      "raw_command": "Left-clicked at X=472, Y=358",
+      "converted_command": "Left-click at (472, 358)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T11:40:17.700Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260731_114017_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260731_114017_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_114017_after.webp",
+      "raw_command": "Left-clicked at X=400, Y=500",
+      "converted_command": "Left-click at (400, 500)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-31T11:40:20.805Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0011_20260731_114020_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260731_114020_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260731_114020_after.webp",
+      "raw_command": "Pressed: Ctrl+S",
+      "converted_command": "Press: Ctrl+S"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-31T11:40:25.104Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0012_20260731_114025_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260731_114025_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260731_114025_after.webp",
+      "raw_command": "Pressed: Alt+F4",
+      "converted_command": "Press: Alt+F4"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/notepad-find-replace/reasoning/reasoning.jsonl b/data/sessions/notepad-find-replace/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f0ce440cf6a357d5f7af208c75e1dad159d9314f
--- /dev/null
+++ b/data/sessions/notepad-find-replace/reasoning/reasoning.jsonl
@@ -0,0 +1,12 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T11:39:38.122Z", "timestamp_annotated": "2026-08-19T14:18:25.954575+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=212, Y=281", "converted_command": "Double-click at (212, 281)", "image_path": "vision/frames/step_0001_20260731_113938_at.webp", "reasoning": "The task is to rewrite every occurrence of a word inside an existing text file, so the file has to be opened in an editor first. Move the cursor and Double-click **`doc-colour.txt`** in the `corpus-seed` window.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T11:39:45.466Z", "timestamp_annotated": "2026-08-19T14:18:25.954865+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=860, Y=372", "converted_command": "Left-click at (860, 372)", "image_path": "vision/frames/step_0002_20260731_113945_at.webp", "reasoning": "Windows has no default handler assigned for `.txt` here, so it asks which application to use instead of opening one. Move the cursor and Left-click **`Notepad`** under `Keep using this app`. It is already the highlighted entry, so this click confirms the selection rather than changing it. Leave the `Always use this app to open .txt files` checkbox alone — ticking it would permanently reassign the file type, which is a change to the machine rather than to the file the task is about.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T11:39:48.715Z", "timestamp_annotated": "2026-08-19T14:18:25.955228+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1027, Y=723", "converted_command": "Left-click at (1027, 723)", "image_path": "vision/frames/step_0003_20260731_113948_at.webp", "reasoning": "Move the cursor and Left-click **`OK`** to dismiss the chooser and open the file. Notepad appears with `doc-colour.txt` in its title bar and the text on screen.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T11:39:56.874Z", "timestamp_annotated": "2026-08-19T14:18:25.955677+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+H", "converted_command": "Press: Ctrl+H", "image_path": "vision/frames/step_0004_20260731_113956_at.webp", "reasoning": "The task is a replace-all across the whole file, not an edit at one spot, so use Notepad's Replace dialog rather than editing by hand. Press **Ctrl+H** to open it — Ctrl+F would open Find, which can only locate matches, not change them.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T11:40:01.167Z", "timestamp_annotated": "2026-08-19T14:18:25.956071+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: colour", "converted_command": "Type: colour", "image_path": "vision/frames/step_0005_20260731_114001_at.webp", "reasoning": "The caret starts in the `Find what` field. Type `colour`, the word to search for. Until something is typed here, `Find Next`, `Replace` and `Replace All` are all disabled, so this step is also what makes the dialog usable.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T11:40:04.423Z", "timestamp_annotated": "2026-08-19T14:18:25.956472+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Tab", "converted_command": "Press: Tab", "image_path": "vision/frames/step_0006_20260731_114004_at.webp", "reasoning": "Press **Tab** to move focus from `Find what` to `Replace with`. Tab is used rather than clicking the second field because it is deterministic — it needs no coordinate and cannot land on the wrong control.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T11:40:06.753Z", "timestamp_annotated": "2026-08-19T14:18:25.956962+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: color", "converted_command": "Type: color", "image_path": "vision/frames/step_0007_20260731_114006_at.webp", "reasoning": "Type `color`, the replacement text. Both fields are now filled and all three action buttons have become enabled.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T11:40:10.105Z", "timestamp_annotated": "2026-08-19T14:18:25.957399+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=472, Y=330", "converted_command": "Left-click at (472, 330)", "image_path": "vision/frames/step_0008_20260731_114010_at.webp", "reasoning": "Move the cursor and Left-click **`Replace All`**. This rewrites every occurrence in one pass. `Replace` next to it would change only the match at the caret and would have to be repeated an unknown number of times, which is a worse fit for a task specified over the whole file.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T11:40:14.388Z", "timestamp_annotated": "2026-08-19T14:18:25.957973+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=472, Y=358", "converted_command": "Left-click at (472, 358)", "image_path": "vision/frames/step_0009_20260731_114014_at.webp", "reasoning": "Move the cursor and Left-click **`Cancel`** to close the Replace dialog. The button now carrying the focus ring is `Replace All`, which is the evidence that the previous click landed. Cancel here dismisses the dialog and does not undo the replacements — Notepad's Replace has no undo button, and the edits are already in the buffer.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T11:40:17.700Z", "timestamp_annotated": "2026-08-19T14:18:25.958476+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=400, Y=500", "converted_command": "Left-click at (400, 500)", "image_path": "vision/frames/step_0010_20260731_114017_at.webp", "reasoning": "Move the cursor and Left-click in the **text area**. The replacements exist only in Notepad's buffer at this point, and they still have to be written to disk. This click is what makes that possible: immediately after the Replace dialog closes, focus is left in a state where **Ctrl+S is swallowed**, and Alt+F4 would then raise a Save/Don't Save prompt instead of closing cleanly. Clicking into the body restores focus to the document.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-31T11:40:20.805Z", "timestamp_annotated": "2026-08-19T14:18:25.959024+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+S", "converted_command": "Press: Ctrl+S", "image_path": "vision/frames/step_0011_20260731_114020_at.webp", "reasoning": "Press **Ctrl+S** to write the buffer back to `doc-colour.txt`. The file already has a path, so this saves silently with no dialog. The closing frame shows the file's modified time well ahead of every other seed file, which is how the save is confirmed.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-31T11:40:25.104Z", "timestamp_annotated": "2026-08-19T14:18:25.959559+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+F4", "converted_command": "Press: Alt+F4", "image_path": "vision/frames/step_0012_20260731_114025_at.webp", "reasoning": "Press **Alt+F4** to close Notepad. Because the save already happened, this closes straight away with no \"Do you want to save changes?\" prompt — and the absence of that prompt is itself the confirmation that nothing was left unsaved.", "skipped": false}
diff --git a/data/sessions/notepad-find-replace/sync_log.json b/data/sessions/notepad-find-replace/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..45071c6e46e98450da7bb844589f19d08f9b338a
--- /dev/null
+++ b/data/sessions/notepad-find-replace/sync_log.json
@@ -0,0 +1,292 @@
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+}
\ No newline at end of file
diff --git a/data/sessions/notepad-find-replace/vision/frames/closing_state.webp b/data/sessions/notepad-find-replace/vision/frames/closing_state.webp
new file mode 100644
index 0000000000000000000000000000000000000000..4d91bb4e561cb8feb404334f8657145139152217
--- /dev/null
+++ b/data/sessions/notepad-find-replace/vision/frames/closing_state.webp
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+oid sha256:7e0ca7c7c3df2b0241fe07cc191eaa1c73ebefc84607dd0dcd786ef6fe2355ff
+size 74580
diff --git a/data/sessions/notepad-find-replace/vision/frames/step_0012_20260731_114025_at.webp b/data/sessions/notepad-find-replace/vision/frames/step_0012_20260731_114025_at.webp
new file mode 100644
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e0ca7c7c3df2b0241fe07cc191eaa1c73ebefc84607dd0dcd786ef6fe2355ff
+size 74580
diff --git a/data/sessions/notepad-find-replace/vision/frames/step_0012_20260731_114025_before.webp b/data/sessions/notepad-find-replace/vision/frames/step_0012_20260731_114025_before.webp
new file mode 100644
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+++ b/data/sessions/notepad-find-replace/vision/frames/step_0012_20260731_114025_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b12f21756ec03e7c49daa99883d7d26be8590f981fec999786a012115fa623d8
+size 57522
diff --git a/data/sessions/notepad-new-saveas-2/commands/actuation_commands.json b/data/sessions/notepad-new-saveas-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..f32d1577ef1b65ebf6a83ea4ae434b4aaa179e5a
--- /dev/null
+++ b/data/sessions/notepad-new-saveas-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 90,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:27:06.292Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Set-Content $env:USERPROFILE\\corpus-seed\\readme.txt \"title`ndate`nstatus: open\"",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:27:16.419Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:27:20.727Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:27:27.104Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:27:30.371Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-new-saveas-2/commands/cc_commands.json b/data/sessions/notepad-new-saveas-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..5248bbd28376cb0e6e5ef8631c29e4110119d368
--- /dev/null
+++ b/data/sessions/notepad-new-saveas-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Set-Content $env:USERPROFILE\\corpus-seed\\readme.txt \"title`ndate`nstatus: open\"",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-new-saveas-2/commands/converted_input.md b/data/sessions/notepad-new-saveas-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..7c6d5be553dd861f3ec1a63c64458df93ab4bd8b
--- /dev/null
+++ b/data/sessions/notepad-new-saveas-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:27:06 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:27:06.292Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T13:27:16.419Z | Type: Set-Content $env:USERPROFILE\corpus-seed\readme.txt "title`ndate`nstatus: open" |
+|    3 | 2026-07-31T13:27:20.727Z | Press: Enter |
+|    4 | 2026-07-31T13:27:27.104Z | Type: exit |
+|    5 | 2026-07-31T13:27:30.371Z | Press: Enter |
diff --git a/data/sessions/notepad-new-saveas-2/commands/raw_input.md b/data/sessions/notepad-new-saveas-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..03c01ba7aef026afbb8ba2a51550bae4114e117f
--- /dev/null
+++ b/data/sessions/notepad-new-saveas-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:27:06 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:27:06.292Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T13:27:16.419Z | Typed: Set-Content $env:USERPROFILE\corpus-seed\readme.txt "title`ndate`nstatus: open" |
+|    3 | 2026-07-31T13:27:20.727Z | Pressed: Return |
+|    4 | 2026-07-31T13:27:27.104Z | Typed: exit |
+|    5 | 2026-07-31T13:27:30.371Z | Pressed: Return |
diff --git a/data/sessions/notepad-new-saveas-2/memory.md b/data/sessions/notepad-new-saveas-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..603d94e5f514b212e36604f8b8554441c89e6a2b
--- /dev/null
+++ b/data/sessions/notepad-new-saveas-2/memory.md
@@ -0,0 +1,69 @@
+# Memory: notepad-new-saveas-2
+
+## Overview
+
+Create a small plain-text file with known contents directly from a shell, without opening
+an editor. Use this as the terminal route to the same end state as the editor task: one
+set-content command creates the file and writes all of its lines. The recorded trace opens
+a shell, writes the three lines into `readme.txt`, and closes the shell with `exit`.
+
+## Prerequisites
+
+- A desktop environment with a plain-text editor, and a way to launch an application by
+  name rather than by clicking an icon — the editor is not assumed to be on the Dock or
+  taskbar. A shell is the alternative route and needs neither.
+- The full contents decided before starting, including capitalisation and line breaks.
+  Nothing in this task reads the text back to check it, so a wrong character is carried
+  into the file unnoticed.
+- A destination directory that exists and is writable, and a file name that does not
+  already exist there. Both routes overwrite an existing file of the same name without
+  asking — the shell redirect truncates it, and the editor's save panel replaces it after
+  a confirmation that is easy to accept by reflex.
+- Automatic text substitution turned off in the editor, if the environment provides it.
+  Automatic capitalisation, quote and dash substitution rewrite typed characters silently,
+  which changes the bytes on disk without changing anything visible in the window.
+- The editor configured to open a blank document on launch and to default to plain text,
+  where that is configurable. A rich-text default writes a different file format under the
+  same name.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to create a text file holding three known lines, which a shell can write directly without opening an editor, so the first move is to open one. Move the cursor and Left-click the PowerShell icon in the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_132706_at.webp)
+
+### Step 2 — Type: Set-Content $env:USERPROFILE\corpus-seed\readme.txt "title`ndate`nstatus: open"
+
+Type a `Set-Content` command that writes all three lines in one call. `Set-Content` is correct here where it would be wrong for an append task: the file is being created from nothing, so replacing its contents is exactly the intent. The backtick-n sequences are PowerShell's newline escape — the backtick is its escape character, where other shells use a backslash — and they are what turn one typed argument into three lines in the file. Double quotes are required, because PowerShell only expands escapes inside double quotes and would write the characters literally inside single ones. The three words are lower case, matching the mouse trace on this platform exactly.
+
+![Step 2](vision/frames/step_0002_20260731_132716_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to write the file.
+
+![Step 3](vision/frames/step_0003_20260731_132720_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell.
+
+![Step 4](vision/frames/step_0004_20260731_132727_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_132730_at.webp)
+
+## Notes & Edge Cases
+
+1. The write verb replaces the whole file rather than adding to it. Pointed at a file that already exists, it destroys the contents without asking and without an error — which is exactly what is wanted when creating a new file, and exactly what is not when the name is already taken.
+2. The multi-line content is produced by escape sequences inside the quoted string rather than by pressing a key. Which quoting style is used decides whether those escapes are interpreted or written out as literal characters, so the quotes are part of the content, not decoration around it.
+3. The file is created with the extension spelled out in full. There is no menu supplying it and no rename box keeping it, so a name given without an extension produces a file that opens from a shell and no longer opens by double-click.
+4. The encoding is chosen by the command, not by the task. A file written this way can carry a byte-order mark or a different line ending from one saved by hand in an editor, so two routes that look identical on screen can differ on disk — compare the bytes when the bytes matter.
+5. The destination folder has to exist. The command creates the file but not the path to it, and a missing folder fails at the write rather than at the typing.
+6. The environment variable in the path is expanded by the shell, so the same string handed to something that is not a shell leaves the literal text unresolved.
+7. The prompt returning is not confirmation. Read the file back and check both its contents and its line count.
diff --git a/data/sessions/notepad-new-saveas-2/metadata.json b/data/sessions/notepad-new-saveas-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..21ee574f2d8937a52ec98e864b066c05d1e058fa
--- /dev/null
+++ b/data/sessions/notepad-new-saveas-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "notepad-new-saveas-2",
+  "memory_description": "",
+  "session_id": "91b69ec8-c85a-4ce8-a817-5a6778b6a881",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:26:56.934243393Z",
+  "completed_at": "2026-07-31T13:27:35.594997487Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:27:06.292Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_132706_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_132706_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_132706_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:27:16.419Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_132716_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_132716_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_132716_after.webp",
+      "raw_command": "Typed: Set-Content $env:USERPROFILE\\corpus-seed\\readme.txt \"title`ndate`nstatus: open\"",
+      "converted_command": "Type: Set-Content $env:USERPROFILE\\corpus-seed\\readme.txt \"title`ndate`nstatus: open\""
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:27:20.727Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_132720_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_132720_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_132720_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:27:27.104Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_132727_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_132727_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_132727_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:27:30.371Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_132730_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_132730_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_132730_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/notepad-new-saveas-2/reasoning/reasoning.jsonl b/data/sessions/notepad-new-saveas-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ce49b00307bfa49ef0810ab6349d43d13529bebf
--- /dev/null
+++ b/data/sessions/notepad-new-saveas-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:27:06.292Z", "timestamp_annotated": "2026-08-19T14:18:26.218067+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_132706_at.webp", "reasoning": "The task is to create a text file holding three known lines, which a shell can write directly without opening an editor, so the first move is to open one. Move the cursor and Left-click the PowerShell icon in the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:27:16.419Z", "timestamp_annotated": "2026-08-19T14:18:26.218577+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Set-Content $env:USERPROFILE\\corpus-seed\\readme.txt \"title`ndate`nstatus: open\"", "converted_command": "Type: Set-Content $env:USERPROFILE\\corpus-seed\\readme.txt \"title`ndate`nstatus: open\"", "image_path": "vision/frames/step_0002_20260731_132716_at.webp", "reasoning": "Type a `Set-Content` command that writes all three lines in one call. `Set-Content` is correct here where it would be wrong for an append task: the file is being created from nothing, so replacing its contents is exactly the intent. The backtick-n sequences are PowerShell's newline escape — the backtick is its escape character, where other shells use a backslash — and they are what turn one typed argument into three lines in the file. Double quotes are required, because PowerShell only expands escapes inside double quotes and would write the characters literally inside single ones. The three words are lower case, matching the mouse trace on this platform exactly.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:27:20.727Z", "timestamp_annotated": "2026-08-19T14:18:26.219135+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_132720_at.webp", "reasoning": "After typing the command Press Enter to write the file.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:27:27.104Z", "timestamp_annotated": "2026-08-19T14:18:26.219688+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_132727_at.webp", "reasoning": "Type `exit` to close the shell.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:27:30.371Z", "timestamp_annotated": "2026-08-19T14:18:26.220203+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_132730_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/notepad-new-saveas-2/sync_log.json b/data/sessions/notepad-new-saveas-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..77b1dba0f51e4cdfdc07c7b14517c22a034aefb8
--- /dev/null
+++ b/data/sessions/notepad-new-saveas-2/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "91b69ec8-c85a-4ce8-a817-5a6778b6a881",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-new-saveas-2/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-new-saveas-2/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
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+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: date",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:25:45.177Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:25:48.436Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: status: open",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:25:50.703Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+S",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:25:53.960Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: C:\\Users\\AgentUser\\corpus-seed\\readme.txt",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:26:00.203Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 901,
+    "mouse_y": 661,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=901, Y=661",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:26:04.606Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 24,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 901,
+    "mouse_y": 661,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=901, Y=661",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:26:07.855Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Alt+F4",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:26:14.087Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-new-saveas/commands/cc_commands.json b/data/sessions/notepad-new-saveas/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..8362cd6d4bef3624fd1ccf2964564aabb0c4c30f
--- /dev/null
+++ b/data/sessions/notepad-new-saveas/commands/cc_commands.json
@@ -0,0 +1,67 @@
+[
+  {
+    "command": "24 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Notepad",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type title",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "type date",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "type status: open",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Ctrl+S}",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "type C:\\Users\\AgentUser\\corpus-seed\\readme.txt",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "901 661 move",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "901 661 left",
+    "os": "WINDOWS",
+    "step_id": 12
+  },
+  {
+    "command": "press {Alt+F4}",
+    "os": "WINDOWS",
+    "step_id": 13
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notepad-new-saveas/commands/converted_input.md b/data/sessions/notepad-new-saveas/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..01904af0d9807aefae1187e7b0f07d318660194a
--- /dev/null
+++ b/data/sessions/notepad-new-saveas/commands/converted_input.md
@@ -0,0 +1,19 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:25:18 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:25:18.824Z | Left-click at (24, 1060) |
+|    2 | 2026-07-31T13:25:24.061Z | Type: Notepad |
+|    3 | 2026-07-31T13:25:29.327Z | Press: Enter |
+|    4 | 2026-07-31T13:25:39.530Z | Type: title |
+|    5 | 2026-07-31T13:25:42.835Z | Press: Enter |
+|    6 | 2026-07-31T13:25:45.177Z | Type: date |
+|    7 | 2026-07-31T13:25:48.436Z | Press: Enter |
+|    8 | 2026-07-31T13:25:50.703Z | Type: status: open |
+|    9 | 2026-07-31T13:25:53.960Z | Press: Ctrl+S |
+|   10 | 2026-07-31T13:26:00.203Z | Type: C:\Users\AgentUser\corpus-seed\readme.txt |
+|   11 | 2026-07-31T13:26:04.606Z | Move-cursor at (901, 661) |
+|   12 | 2026-07-31T13:26:07.855Z | Left-click at (901, 661) |
+|   13 | 2026-07-31T13:26:14.087Z | Press: Alt+F4 |
diff --git a/data/sessions/notepad-new-saveas/commands/raw_input.md b/data/sessions/notepad-new-saveas/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..d2fa8381f6407759a2f6668465ff2a081f94cb5e
--- /dev/null
+++ b/data/sessions/notepad-new-saveas/commands/raw_input.md
@@ -0,0 +1,19 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:25:18 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:25:18.824Z | Left-clicked at X=24, Y=1060 |
+|    2 | 2026-07-31T13:25:24.061Z | Typed: Notepad |
+|    3 | 2026-07-31T13:25:29.327Z | Pressed: Return |
+|    4 | 2026-07-31T13:25:39.530Z | Typed: title |
+|    5 | 2026-07-31T13:25:42.835Z | Pressed: Return |
+|    6 | 2026-07-31T13:25:45.177Z | Typed: date |
+|    7 | 2026-07-31T13:25:48.436Z | Pressed: Return |
+|    8 | 2026-07-31T13:25:50.703Z | Typed: status: open |
+|    9 | 2026-07-31T13:25:53.960Z | Pressed: Ctrl+S |
+|   10 | 2026-07-31T13:26:00.203Z | Typed: C:\Users\AgentUser\corpus-seed\readme.txt |
+|   11 | 2026-07-31T13:26:04.606Z | Moved cursor to at X=901, Y=661 |
+|   12 | 2026-07-31T13:26:07.855Z | Left-clicked at X=901, Y=661 |
+|   13 | 2026-07-31T13:26:14.087Z | Pressed: Alt+F4 |
diff --git a/data/sessions/notepad-new-saveas/memory.md b/data/sessions/notepad-new-saveas/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..8f96867c9cb30c18eb221b210dbe0a91617bdee3
--- /dev/null
+++ b/data/sessions/notepad-new-saveas/memory.md
@@ -0,0 +1,125 @@
+# Memory: notepad-new-saveas
+
+## Overview
+
+Create a new plain-text document from nothing, type a short known block into it, and save
+it under a chosen name and path. Use this when a small file has to be brought into
+existence with exact contents through a GUI editor. The route launches the editor by name,
+types the lines with Return between them, opens the save dialog and types the destination
+path in full rather than navigating to it. The recorded trace writes `readme.txt` holding
+three lines into the working folder.
+
+## Prerequisites
+
+- A desktop environment with a plain-text editor, and a way to launch an application by
+  name rather than by clicking an icon — the editor is not assumed to be on the Dock or
+  taskbar. A shell is the alternative route and needs neither.
+- The full contents decided before starting, including capitalisation and line breaks.
+  Nothing in this task reads the text back to check it, so a wrong character is carried
+  into the file unnoticed.
+- A destination directory that exists and is writable, and a file name that does not
+  already exist there. Both routes overwrite an existing file of the same name without
+  asking — the shell redirect truncates it, and the editor's save panel replaces it after
+  a confirmation that is easy to accept by reflex.
+- Automatic text substitution turned off in the editor, if the environment provides it.
+  Automatic capitalisation, quote and dash substitution rewrite typed characters silently,
+  which changes the bytes on disk without changing anything visible in the window.
+- The editor configured to open a blank document on launch and to default to plain text,
+  where that is configurable. A rich-text default writes a different file format under the
+  same name.
+
+## Steps
+
+### Step 1 — Left-click at (24, 1060)
+
+The task starts from nothing: a new document has to be created, so Notepad has to be launched first. Move the cursor and Left-click the **Start** button at the far left of the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_132518_at.webp)
+
+### Step 2 — Type: Notepad
+
+Type `Notepad`. The Start menu searches as you type and puts the matching application at the top of the results as the highlighted default.
+
+![Step 2](vision/frames/step_0002_20260731_132524_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `Notepad` Press Enter to launch the highlighted result. Notepad opens with an empty `Untitled` document and the caret already in the text body, so typing can begin immediately.
+
+![Step 3](vision/frames/step_0003_20260731_132529_at.webp)
+
+### Step 4 — Type: title
+
+Type `title`, the first of the three lines.
+
+![Step 4](vision/frames/step_0004_20260731_132539_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing `title` Press Enter to end the first line and start the second. The three lines have to be separate lines in the saved file, so each break is typed explicitly.
+
+![Step 5](vision/frames/step_0005_20260731_132542_at.webp)
+
+### Step 6 — Type: date
+
+Type `date`, the second line.
+
+![Step 6](vision/frames/step_0006_20260731_132545_at.webp)
+
+### Step 7 — Press: Enter
+
+After typing `date` Press Enter to move to the third line.
+
+![Step 7](vision/frames/step_0007_20260731_132548_at.webp)
+
+### Step 8 — Type: status: open
+
+Type `status: open`, the third and last line. No Enter follows it — a trailing Enter would add a fourth, empty line that the specified content does not have.
+
+![Step 8](vision/frames/step_0008_20260731_132550_at.webp)
+
+### Step 9 — Press: Ctrl+S
+
+Press **Ctrl+S** to save. Because the document has never been saved, Notepad opens the Save As dialog rather than writing silently, so a name and location can be given.
+
+![Step 9](vision/frames/step_0009_20260731_132553_at.webp)
+
+### Step 10 — Type: C:\Users\AgentUser\corpus-seed\readme.txt
+
+Type the **full absolute path** into the file-name box. The caret is already there and the pre-filled text is selected, so this replaces it outright. Giving the whole path in one field means no navigating the folder tree — the common dialog resolves the directory from the path itself, which is deterministic where clicking through a tree is not.
+
+![Step 10](vision/frames/step_0010_20260731_132600_at.webp)
+
+### Step 11 — Move-cursor at (901, 661)
+
+Move the cursor onto the **`Save`** button before clicking, so the click lands reliably.
+
+![Step 11](vision/frames/step_0011_20260731_132604_at.webp)
+
+### Step 12 — Left-click at (901, 661)
+
+Move the cursor and Left-click **`Save`**. The file is written to `corpus-seed\readme.txt` with the encoding shown beside the button, UTF-8. Note that `Save` sits lower here than in Paint's Save As dialog, because Notepad's carries an extra `Encoding` row above the buttons — these coordinates cannot be reused between applications.
+
+![Step 12](vision/frames/step_0012_20260731_132607_at.webp)
+
+### Step 13 — Press: Alt+F4
+
+Press **Alt+F4** to close Notepad. The title bar now reads `readme.txt` rather than `Untitled`, and the window closes with no "Do you want to save changes?" prompt — both signals that the save landed.
+
+![Step 13](vision/frames/step_0013_20260731_132614_at.webp)
+
+## Notes & Edge Cases
+
+- **The file-name box accepts a full absolute path, not just a name.** Typing the whole
+  path is what removes the folder navigation entirely — the dialog resolves the directory
+  and the name from that one field.
+- **The pre-filled name is already selected, so typing replaces it.** Clicking into the box
+  first deselects it, and the typing then joins onto the suggested name instead of
+  replacing it, producing a file with a name nobody chose.
+- **A path whose folder does not exist fails at Save, not while typing.** The error arrives
+  after the button, so the destination has to be right before then.
+- **Read the Save button rather than reusing a coordinate.** Save dialogs differ between
+  applications — an extra encoding or format row above the buttons moves them down — so a
+  position learned in one application is wrong in the next.
+- **Anything the dialog shows beside the buttons is part of what gets written.** An
+  encoding or file-type selector left at its default silently decides the bytes on disk.
diff --git a/data/sessions/notepad-new-saveas/metadata.json b/data/sessions/notepad-new-saveas/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9275eb81d6403237b7fb9edf4c51c2ed8fe15335
--- /dev/null
+++ b/data/sessions/notepad-new-saveas/metadata.json
@@ -0,0 +1,207 @@
+{
+  "memory_name": "notepad-new-saveas",
+  "memory_description": "",
+  "session_id": "c2a2b728-49cb-47c8-95f0-ef475404d47c",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:25:09.566666938Z",
+  "completed_at": "2026-07-31T13:26:19.231306781Z",
+  "total_steps": 13,
+  "annotated_steps": 13,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:25:18.824Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_132518_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_132518_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_132518_after.webp",
+      "raw_command": "Left-clicked at X=24, Y=1060",
+      "converted_command": "Left-click at (24, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:25:24.061Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_132524_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_132524_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_132524_after.webp",
+      "raw_command": "Typed: Notepad",
+      "converted_command": "Type: Notepad"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:25:29.327Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_132529_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_132529_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_132529_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:25:39.530Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_132539_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_132539_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_132539_after.webp",
+      "raw_command": "Typed: title",
+      "converted_command": "Type: title"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:25:42.835Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_132542_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_132542_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_132542_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T13:25:45.177Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0006_20260731_132545_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260731_132545_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_132545_after.webp",
+      "raw_command": "Typed: date",
+      "converted_command": "Type: date"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T13:25:48.436Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260731_132548_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260731_132548_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_132548_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T13:25:50.703Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0008_20260731_132550_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260731_132550_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_132550_after.webp",
+      "raw_command": "Typed: status: open",
+      "converted_command": "Type: status: open"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T13:25:53.960Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260731_132553_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260731_132553_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_132553_after.webp",
+      "raw_command": "Pressed: Ctrl+S",
+      "converted_command": "Press: Ctrl+S"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T13:26:00.203Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0010_20260731_132600_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260731_132600_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_132600_after.webp",
+      "raw_command": "Typed: C:\\Users\\AgentUser\\corpus-seed\\readme.txt",
+      "converted_command": "Type: C:\\Users\\AgentUser\\corpus-seed\\readme.txt"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-31T13:26:04.606Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0011_20260731_132604_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260731_132604_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260731_132604_after.webp",
+      "raw_command": "Moved cursor to at X=901, Y=661",
+      "converted_command": "Move-cursor at (901, 661)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-31T13:26:07.855Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0012_20260731_132607_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260731_132607_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260731_132607_after.webp",
+      "raw_command": "Left-clicked at X=901, Y=661",
+      "converted_command": "Left-click at (901, 661)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-31T13:26:14.087Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0013_20260731_132614_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260731_132614_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260731_132614_after.webp",
+      "raw_command": "Pressed: Alt+F4",
+      "converted_command": "Press: Alt+F4"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/notepad-new-saveas/reasoning/reasoning.jsonl b/data/sessions/notepad-new-saveas/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1b2531d0d0f9aeb7c5202e9d3b97cc9093d8fad9
--- /dev/null
+++ b/data/sessions/notepad-new-saveas/reasoning/reasoning.jsonl
@@ -0,0 +1,13 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:25:18.824Z", "timestamp_annotated": "2026-08-19T14:18:26.019862+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=24, Y=1060", "converted_command": "Left-click at (24, 1060)", "image_path": "vision/frames/step_0001_20260731_132518_at.webp", "reasoning": "The task starts from nothing: a new document has to be created, so Notepad has to be launched first. Move the cursor and Left-click the **Start** button at the far left of the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:25:24.061Z", "timestamp_annotated": "2026-08-19T14:18:26.020214+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Notepad", "converted_command": "Type: Notepad", "image_path": "vision/frames/step_0002_20260731_132524_at.webp", "reasoning": "Type `Notepad`. The Start menu searches as you type and puts the matching application at the top of the results as the highlighted default.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:25:29.327Z", "timestamp_annotated": "2026-08-19T14:18:26.020651+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_132529_at.webp", "reasoning": "After typing `Notepad` Press Enter to launch the highlighted result. Notepad opens with an empty `Untitled` document and the caret already in the text body, so typing can begin immediately.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:25:39.530Z", "timestamp_annotated": "2026-08-19T14:18:26.020958+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: title", "converted_command": "Type: title", "image_path": "vision/frames/step_0004_20260731_132539_at.webp", "reasoning": "Type `title`, the first of the three lines.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:25:42.835Z", "timestamp_annotated": "2026-08-19T14:18:26.021270+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_132542_at.webp", "reasoning": "After typing `title` Press Enter to end the first line and start the second. The three lines have to be separate lines in the saved file, so each break is typed explicitly.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T13:25:45.177Z", "timestamp_annotated": "2026-08-19T14:18:26.021654+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: date", "converted_command": "Type: date", "image_path": "vision/frames/step_0006_20260731_132545_at.webp", "reasoning": "Type `date`, the second line.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T13:25:48.436Z", "timestamp_annotated": "2026-08-19T14:18:26.021984+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0007_20260731_132548_at.webp", "reasoning": "After typing `date` Press Enter to move to the third line.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T13:25:50.703Z", "timestamp_annotated": "2026-08-19T14:18:26.022321+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: status: open", "converted_command": "Type: status: open", "image_path": "vision/frames/step_0008_20260731_132550_at.webp", "reasoning": "Type `status: open`, the third and last line. No Enter follows it — a trailing Enter would add a fourth, empty line that the specified content does not have.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T13:25:53.960Z", "timestamp_annotated": "2026-08-19T14:18:26.022723+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+S", "converted_command": "Press: Ctrl+S", "image_path": "vision/frames/step_0009_20260731_132553_at.webp", "reasoning": "Press **Ctrl+S** to save. Because the document has never been saved, Notepad opens the Save As dialog rather than writing silently, so a name and location can be given.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T13:26:00.203Z", "timestamp_annotated": "2026-08-19T14:18:26.023110+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: C:\\Users\\AgentUser\\corpus-seed\\readme.txt", "converted_command": "Type: C:\\Users\\AgentUser\\corpus-seed\\readme.txt", "image_path": "vision/frames/step_0010_20260731_132600_at.webp", "reasoning": "Type the **full absolute path** into the file-name box. The caret is already there and the pre-filled text is selected, so this replaces it outright. Giving the whole path in one field means no navigating the folder tree — the common dialog resolves the directory from the path itself, which is deterministic where clicking through a tree is not.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-31T13:26:04.606Z", "timestamp_annotated": "2026-08-19T14:18:26.023595+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=901, Y=661", "converted_command": "Move-cursor at (901, 661)", "image_path": "vision/frames/step_0011_20260731_132604_at.webp", "reasoning": "Move the cursor onto the **`Save`** button before clicking, so the click lands reliably.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-31T13:26:07.855Z", "timestamp_annotated": "2026-08-19T14:18:26.024027+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=901, Y=661", "converted_command": "Left-click at (901, 661)", "image_path": "vision/frames/step_0012_20260731_132607_at.webp", "reasoning": "Move the cursor and Left-click **`Save`**. The file is written to `corpus-seed\\readme.txt` with the encoding shown beside the button, UTF-8. Note that `Save` sits lower here than in Paint's Save As dialog, because Notepad's carries an extra `Encoding` row above the buttons — these coordinates cannot be reused between applications.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-31T13:26:14.087Z", "timestamp_annotated": "2026-08-19T14:18:26.024482+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+F4", "converted_command": "Press: Alt+F4", "image_path": "vision/frames/step_0013_20260731_132614_at.webp", "reasoning": "Press **Alt+F4** to close Notepad. The title bar now reads `readme.txt` rather than `Untitled`, and the window closes with no \"Do you want to save changes?\" prompt — both signals that the save landed.", "skipped": false}
diff --git a/data/sessions/notepad-new-saveas/sync_log.json b/data/sessions/notepad-new-saveas/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..3bac9edf741b0544939614e88d399b2ad51096a8
--- /dev/null
+++ b/data/sessions/notepad-new-saveas/sync_log.json
@@ -0,0 +1,313 @@
+{
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-new-saveas/commands/converted_input.md",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notepad-new-saveas/commands/actuation_commands.json",
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diff --git a/data/sessions/notes-create-note-2/commands/actuation_commands.json b/data/sessions/notes-create-note-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca9049b85357698cacb1e7cb92746c229c515cae
--- /dev/null
+++ b/data/sessions/notes-create-note-2/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 207,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1036,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1036",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T11:30:58.430Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 167,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: osascript make-note.scpt",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T11:31:10.962Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 187,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T11:31:13.716Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 208,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 588,
+    "mouse_y": 131,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=588, Y=131",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T11:31:20.845Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notes-create-note-2/commands/cc_commands.json b/data/sessions/notes-create-note-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..041acbbc000fa0464b037fe8d7f4386962cd8466
--- /dev/null
+++ b/data/sessions/notes-create-note-2/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1036 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type osascript make-note.scpt",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "588 131 left",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notes-create-note-2/commands/converted_input.md b/data/sessions/notes-create-note-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..c6e07719b61f6790501923e3e30aae2d44fb219b
--- /dev/null
+++ b/data/sessions/notes-create-note-2/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-22 11:30:58 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-22T11:30:58.430Z | Left-click at (944, 1036) |
+|    2 | 2026-07-22T11:31:10.962Z | Type: osascript make-note.scpt |
+|    3 | 2026-07-22T11:31:13.716Z | Press: Enter |
+|    4 | 2026-07-22T11:31:20.845Z | Left-click at (588, 131) |
diff --git a/data/sessions/notes-create-note-2/commands/raw_input.md b/data/sessions/notes-create-note-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..2712dff0dc242ab06f9dad896faa5d831475614e
--- /dev/null
+++ b/data/sessions/notes-create-note-2/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-22 11:30:58 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-22T11:30:58.430Z | Left-clicked at X=944, Y=1036 |
+|    2 | 2026-07-22T11:31:10.962Z | Typed: osascript make-note.scpt |
+|    3 | 2026-07-22T11:31:13.716Z | Pressed: Return |
+|    4 | 2026-07-22T11:31:20.845Z | Left-clicked at X=588, Y=131 |
diff --git a/data/sessions/notes-create-note-2/memory.md b/data/sessions/notes-create-note-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..fc6ffe405c997a87a5e055c5220a4bcf685259aa
--- /dev/null
+++ b/data/sessions/notes-create-note-2/memory.md
@@ -0,0 +1,79 @@
+# Memory: notes-create-note-2
+
+## Overview
+
+Create a folder in a notes application and a titled note inside it, by running a
+pre-written automation script from a shell. Use this as the terminal route to the same end
+state as the GUI task: the script drives the application through its scripting interface,
+so the whole task collapses into one command. It suits environments where a shell is
+available and the application exposes automation. The recorded trace opens a terminal,
+runs `osascript make-note.scpt` — which creates the folder `Work` if it is absent and adds
+a note titled `Weekly Plan` inside it — and closes the window.
+
+## Prerequisites
+
+- A desktop environment with a notes application, reachable either through its own
+  window or through a scripting interface. Both routes reach the same end state; the
+  scripted route additionally needs an interpreter that can drive the application.
+- The application installed and, for the scripted route, scriptable. A script names the
+  application, so a missing or renamed one fails at run time rather than at write time.
+- The container's name and the note's title decided in advance and matching the intended
+  end state exactly, including capitalisation. Names are matched literally, so a
+  difference in case creates a second container rather than reusing the first.
+- No existing container of that name, or agreement that an existing one may be reused.
+  Creating a second container with the same name is not refused and is easy to miss.
+- Permission for whatever is driving the application. A window-driven route needs none; a
+  scripted one needs automation consent, which the system asks for on the first run and
+  remembers in both directions.
+- For the scripted route, the script staged on disk and read before it is run. It creates
+  and modifies data in a live application and nothing previews what it will do.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1036)
+
+The task is to create a folder in Notes and a note inside it under a given title. Notes has no command line of its own but is scriptable, so the whole task can be driven from a shell — left-click the Terminal icon in the Dock to open one.
+
+![Step 1](vision/frames/step_0001_20260722_113058_at.webp)
+
+### Step 2 — Type: osascript make-note.scpt
+
+Type `osascript make-note.scpt` to run a pre-written AppleScript. Notes has no command-line interface, so the way to drive it from a shell is through AppleScript, which is the scripting layer macOS applications expose. The script is run from a file rather than passed inline with `-e` because the actuation console cannot carry the quoting an inline script needs. The script guards on the folder already existing before creating it, so running it twice does not produce two `Work` folders, and then makes a note inside that folder named `Weekly Plan` — capital P, matching the GUI take exactly, since the twin's artifact has to be identical.
+
+![Step 2](vision/frames/step_0002_20260722_113110_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command to run the pre-written AppleScript Press Return to run the script, which creates the folder and the note.
+
+![Step 3](vision/frames/step_0003_20260722_113113_at.webp)
+
+### Step 4 — Left-click at (588, 131)
+
+After the task is complete Left-click the red close button on the Terminal window to close it.
+
+![Step 4](vision/frames/step_0004_20260722_113120_at.webp)
+
+## Notes & Edge Cases
+
+- When running a script via the terminal it is always recommended to first check the content of the script, so that no content of the script being run is destructive or can negatively affect any of the files or folders unless the changes being made is part of the task or part of the instruction given by the user. The hard rule that should not be broken is if the script contains any content that is destructive or can negatively affect, always explain the situation, what can happen if the script is run, how can it affect other processes and so on to the user and consult the user on the action that needs to be taken before proceeding to run the script.
+- **A staged script file, not an inline `-e` expression.** The inline form needs nested
+  quotes, which many command channels mangle before the shell ever sees them. Putting the
+  script in a file removes every quote from the typed command and makes what runs
+  reviewable in advance.
+- **The script guards the container it creates.** It tests for the folder before making
+  one, so running it twice does not produce two folders of the same name. Without that
+  guard a re-run silently duplicates the container and the note lands in the wrong one.
+- **The first run asks for automation consent.** The interpreter has to be permitted to
+  control the target application, and the request appears when the command runs, not when
+  the script is written. Denying it is remembered, and a denied grant fails the task with
+  an error rather than a prompt on every later attempt.
+- **The application is launched by being scripted.** Nothing in the trace opens it. That is
+  why the task looks like one command, and also why a failure inside the application
+  surfaces only as an `osascript` error line.
+- **Names are matched literally, capitalisation included.** The script refers to its folder
+  and note by name, so a difference in case creates a second container rather than reusing
+  the intended one.
+- **The prompt returning is not proof the note exists.** The script's result line, or the
+  application's own contents, is the confirmation to read.
+
diff --git a/data/sessions/notes-create-note-2/metadata.json b/data/sessions/notes-create-note-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..657e77a08b37c1be512cc0a7a9f5cdd51278082d
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+++ b/data/sessions/notes-create-note-2/metadata.json
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+{
+  "memory_name": "notes-create-note-2",
+  "memory_description": "",
+  "session_id": "fc93cd78-fe19-41be-905a-ebaa2f33ec8f",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-22T11:29:18.083327655Z",
+  "completed_at": "2026-07-22T11:32:03.739813779Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-22T11:30:58.430Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260722_113058_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260722_113058_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260722_113058_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1036",
+      "converted_command": "Left-click at (944, 1036)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-22T11:31:10.962Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260722_113110_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260722_113110_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260722_113110_after.webp",
+      "raw_command": "Typed: osascript make-note.scpt",
+      "converted_command": "Type: osascript make-note.scpt"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-22T11:31:13.716Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260722_113113_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260722_113113_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260722_113113_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-22T11:31:20.845Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260722_113120_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260722_113120_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260722_113120_after.webp",
+      "raw_command": "Left-clicked at X=588, Y=131",
+      "converted_command": "Left-click at (588, 131)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/notes-create-note-2/reasoning/reasoning.jsonl b/data/sessions/notes-create-note-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9644a105792bef8e7034da61067b94cc853f9353
--- /dev/null
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+{"step_id": 1, "timestamp_action": "2026-07-22T11:30:58.430Z", "timestamp_annotated": "2026-08-19T11:30:05.693560+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1036", "converted_command": "Left-click at (944, 1036)", "image_path": "vision/frames/step_0001_20260722_113058_at.webp", "reasoning": "The task is to create a folder in Notes and a note inside it under a given title. Notes has no command line of its own but is scriptable, so the whole task can be driven from a shell — left-click the Terminal icon in the Dock to open one.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-22T11:31:10.962Z", "timestamp_annotated": "2026-08-19T11:30:05.693926+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: osascript make-note.scpt", "converted_command": "Type: osascript make-note.scpt", "image_path": "vision/frames/step_0002_20260722_113110_at.webp", "reasoning": "Type `osascript make-note.scpt` to run a pre-written AppleScript. Notes has no command-line interface, so the way to drive it from a shell is through AppleScript, which is the scripting layer macOS applications expose. The script is run from a file rather than passed inline with `-e` because the actuation console cannot carry the quoting an inline script needs. The script guards on the folder already existing before creating it, so running it twice does not produce two `Work` folders, and then makes a note inside that folder named `Weekly Plan` — capital P, matching the GUI take exactly, since the twin's artifact has to be identical.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-22T11:31:13.716Z", "timestamp_annotated": "2026-08-19T11:30:05.694330+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260722_113113_at.webp", "reasoning": "After typing the command to run the pre-written AppleScript Press Return to run the script, which creates the folder and the note.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-22T11:31:20.845Z", "timestamp_annotated": "2026-08-19T11:30:05.694743+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=588, Y=131", "converted_command": "Left-click at (588, 131)", "image_path": "vision/frames/step_0004_20260722_113120_at.webp", "reasoning": "After the task is complete Left-click the red close button on the Terminal window to close it.", "skipped": false}
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new file mode 100644
index 0000000000000000000000000000000000000000..ca5175eedaa4fc9beaf859fd29f02bca7e5cf555
--- /dev/null
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/notes-create-note-2/commands/actuation_commands.json",
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+size 654246
diff --git a/data/sessions/notes-create-note/commands/actuation_commands.json b/data/sessions/notes-create-note/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..f204c962173c2f4eec6013a4a0539c35f4c1cfec
--- /dev/null
+++ b/data/sessions/notes-create-note/commands/actuation_commands.json
@@ -0,0 +1,173 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 241,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1718,
+    "mouse_y": 12,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1718, Y=12",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T09:25:15.504Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 599,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: notes",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T09:25:21.538Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 226,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T09:25:24.998Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 232,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 478,
+    "mouse_y": 839,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=478, Y=839",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T09:25:50.398Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 199,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Work",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T09:26:02.370Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 232,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T09:26:05.864Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 228,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 990,
+    "mouse_y": 223,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=990, Y=223",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T09:26:33.211Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 201,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Weekly Plan",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T09:26:49.930Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-eb76e50f-03f2-494e-80a1-0da02ef3e5ff",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 227,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 487,
+    "mouse_y": 223,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=487, Y=223",
+    "session_id": "conn-bfe18c68-c894-4bbd-a864-429daf9b05c0",
+    "success": true,
+    "timestamp": "2026-07-22T09:27:02.810Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notes-create-note/commands/cc_commands.json b/data/sessions/notes-create-note/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..e17cef04b54631ddb76736c9eb1a022a5eb3f86c
--- /dev/null
+++ b/data/sessions/notes-create-note/commands/cc_commands.json
@@ -0,0 +1,47 @@
+[
+  {
+    "command": "1718 12 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type notes",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "478 839 left",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "type Work",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "990 223 left",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "type Weekly Plan",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "487 223 left",
+    "os": "MACOS",
+    "step_id": 9
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/notes-create-note/commands/converted_input.md b/data/sessions/notes-create-note/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..9fa4ccfced25cbd01c478ead553a2572ac181b2f
--- /dev/null
+++ b/data/sessions/notes-create-note/commands/converted_input.md
@@ -0,0 +1,15 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-22 09:25:15 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-22T09:25:15.504Z | Left-click at (1718, 12) |
+|    2 | 2026-07-22T09:25:21.538Z | Type: notes |
+|    3 | 2026-07-22T09:25:24.998Z | Press: Enter |
+|    4 | 2026-07-22T09:25:50.398Z | Left-click at (478, 839) |
+|    5 | 2026-07-22T09:26:02.370Z | Type: Work |
+|    6 | 2026-07-22T09:26:05.864Z | Press: Enter |
+|    7 | 2026-07-22T09:26:33.211Z | Left-click at (990, 223) |
+|    8 | 2026-07-22T09:26:49.930Z | Type: Weekly Plan |
+|    9 | 2026-07-22T09:27:02.810Z | Left-click at (487, 223) |
diff --git a/data/sessions/notes-create-note/commands/raw_input.md b/data/sessions/notes-create-note/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..b4cf64cea4d64efbd19e28f3d01b87c6f26db4c3
--- /dev/null
+++ b/data/sessions/notes-create-note/commands/raw_input.md
@@ -0,0 +1,15 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-22 09:25:15 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-22T09:25:15.504Z | Left-clicked at X=1718, Y=12 |
+|    2 | 2026-07-22T09:25:21.538Z | Typed: notes |
+|    3 | 2026-07-22T09:25:24.998Z | Pressed: Return |
+|    4 | 2026-07-22T09:25:50.398Z | Left-clicked at X=478, Y=839 |
+|    5 | 2026-07-22T09:26:02.370Z | Typed: Work |
+|    6 | 2026-07-22T09:26:05.864Z | Pressed: Return |
+|    7 | 2026-07-22T09:26:33.211Z | Left-clicked at X=990, Y=223 |
+|    8 | 2026-07-22T09:26:49.930Z | Typed: Weekly Plan |
+|    9 | 2026-07-22T09:27:02.810Z | Left-clicked at X=487, Y=223 |
diff --git a/data/sessions/notes-create-note/memory.md b/data/sessions/notes-create-note/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..4d94dd1d21effd149c49d105a6a51824ea4ed6fd
--- /dev/null
+++ b/data/sessions/notes-create-note/memory.md
@@ -0,0 +1,95 @@
+# Memory: notes-create-note
+
+## Overview
+
+Create a folder in a notes application and a titled note inside it, through the
+application's own window. Use this when notes have to be filed under a named container
+rather than left loose, and no shell is available or wanted. The route launches the
+application through the system search field, adds the folder from the sidebar, names it,
+creates a note inside it with the toolbar's new-note control, and types the title. The
+recorded trace produces a `Work` folder holding a note titled `Weekly Plan`.
+
+## Prerequisites
+
+- A desktop environment with a notes application, reachable either through its own
+  window or through a scripting interface. Both routes reach the same end state; the
+  scripted route additionally needs an interpreter that can drive the application.
+- The application installed and, for the scripted route, scriptable. A script names the
+  application, so a missing or renamed one fails at run time rather than at write time.
+- The container's name and the note's title decided in advance and matching the intended
+  end state exactly, including capitalisation. Names are matched literally, so a
+  difference in case creates a second container rather than reusing the first.
+- No existing container of that name, or agreement that an existing one may be reused.
+  Creating a second container with the same name is not refused and is easy to miss.
+- Permission for whatever is driving the application. A window-driven route needs none; a
+  scripted one needs automation consent, which the system asks for on the first run and
+  remembers in both directions.
+- For the scripted route, the script staged on disk and read before it is run. It creates
+  and modifies data in a live application and nothing previews what it will do.
+
+## Steps
+
+### Step 1 — Left-click at (1718, 12)
+
+The task is to create a note called `Weekly Plan` inside a new Notes folder called `Work`, so the Notes application has to be running first. The desktop is bare with no window open, and rather than hunting for the app's Dock icon the route goes through Spotlight, which finds an application by name regardless of where it sits. Move the cursor and Left-click the magnifier icon in the right-hand end of the menu bar to open the Spotlight search field.
+
+![Step 1](vision/frames/step_0001_20260722_092515_at.webp)
+
+### Step 2 — Type: notes
+
+Type `notes` to search for the application. Spotlight matches as each character arrives and promotes its best guess to the top of the list, so the full name does not have to be typed; the field itself completes to `Notes` with the Notes app shown as the highlighted top hit.
+
+![Step 2](vision/frames/step_0002_20260722_092521_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `notes` Press Return to open the highlighted top hit. The result list also holds web searches and a `notes.txt` document, so the thing that makes Return safe here is that the application row is the one highlighted — Return opens the highlight, not the query. Confirm the app row is selected before pressing rather than assuming the top hit is the application.
+
+![Step 3](vision/frames/step_0003_20260722_092524_at.webp)
+
+### Step 4 — Left-click at (478, 839)
+
+Notes opens with a single `Notes` folder holding nothing, so the `Work` folder the task calls for does not exist yet and has to be made before a note can be filed into it. Move the cursor and Left-click `⊕ New Folder` at the bottom-left of the sidebar.
+
+![Step 4](vision/frames/step_0004_20260722_092550_at.webp)
+
+### Step 5 — Type: Work
+
+A `New Folder` sheet opens with its `Name:` field pre-filled `New Folder` and that text already selected, so typing replaces it outright rather than appending — there is no need to clear the field first. Type `Work` as the folder name.
+
+![Step 5](vision/frames/step_0005_20260722_092602_at.webp)
+
+### Step 6 — Press: Enter
+
+After typing `Work` Press Return to commit the name. `OK` is the sheet's default button, so Return activates it without the pointer having to travel there. The sidebar afterwards reads `All on My Mac`, `Notes` and `Work`, with `Work` selected — the new folder is both created and made the destination for whatever is added next, which is what makes the following step land in the right place.
+
+![Step 6](vision/frames/step_0006_20260722_092605_at.webp)
+
+### Step 7 — Left-click at (990, 223)
+
+With `Work` selected, move the cursor and left-click the compose button in the toolbar — the pencil-on-square icon immediately right of the trash can — to create a new note inside it. A note appears in the list as `New Note` with the caret placed on the first line of the editor, ready for typing.
+
+![Step 7](vision/frames/step_0007_20260722_092633_at.webp)
+
+### Step 8 — Type: Weekly Plan
+
+Type `Weekly Plan`. Notes has no separate title field: the note's first line becomes its title, so typing this into the empty body is what names the note. The list entry changes from `New Note` to `Weekly Plan` as the text arrives, which is the signal that the title took.
+
+![Step 8](vision/frames/step_0008_20260722_092649_at.webp)
+
+### Step 9 — Left-click at (487, 223)
+
+The note is written and Notes saves continuously, so there is nothing to commit explicitly — left-click the red close button at the top-left of the window to close it. This closes the window only; Notes itself keeps running. The sidebar reads `All on My Mac 1` beforehand, confirming the note exists before the window goes away.
+
+![Step 9](vision/frames/step_0009_20260722_092702_at.webp)
+
+## Notes & Edge Cases
+
+1. The launcher acts on the highlighted result, not on the typed text. The same query also matches web searches and documents of a similar name, so confirm the application row is the one highlighted before confirming — the keystroke is safe because of the highlight, not because of what was typed.
+2. The folder has to exist before the note can be filed into it. Creating a note first and moving it afterwards is a different, longer route, and a note created with no folder selected lands in the default one.
+3. Creating the folder also selects it, which is what makes the next step land in the right place. If it did not, the note would go to whatever was selected before — so read the sidebar rather than assuming the new folder became the destination.
+4. The name field of the new-folder sheet is pre-filled and already selected, so typing replaces it outright and the confirming key activates the sheet's default button. Nothing has to be cleared and the pointer never has to travel to a button.
+5. There is no separate title field. The note's first line becomes its title, so typing into the empty body is what names it, and the list entry changing from the placeholder is the signal the title took.
+6. There is no save. The application writes continuously, so there is no save step to confirm from and nothing is discarded by closing the window.
+7. Closing the window is not quitting. The application keeps running afterwards, which is a different end state from the machine being back where it started.
+8. Names are matched literally, capitalisation included. A folder created with different capitalisation is a second folder rather than the intended one being reused.
diff --git a/data/sessions/notes-create-note/metadata.json b/data/sessions/notes-create-note/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2bd41a9610e5cd29eb23d4991e46b7c5037b4894
--- /dev/null
+++ b/data/sessions/notes-create-note/metadata.json
@@ -0,0 +1,152 @@
+{
+  "memory_name": "notes-create-note",
+  "memory_description": "",
+  "session_id": "6167bde2-bdf5-4208-a42c-4c0d1964ad45",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-22T09:23:43.131867461Z",
+  "completed_at": "2026-07-22T09:29:48.271275595Z",
+  "total_steps": 9,
+  "annotated_steps": 9,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-22T09:25:15.504Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260722_092515_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260722_092515_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260722_092515_after.webp",
+      "raw_command": "Left-clicked at X=1718, Y=12",
+      "converted_command": "Left-click at (1718, 12)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-22T09:25:21.538Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260722_092521_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260722_092521_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260722_092521_after.webp",
+      "raw_command": "Typed: notes",
+      "converted_command": "Type: notes"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-22T09:25:24.998Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260722_092524_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260722_092524_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260722_092524_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-22T09:25:50.398Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260722_092550_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260722_092550_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260722_092550_after.webp",
+      "raw_command": "Left-clicked at X=478, Y=839",
+      "converted_command": "Left-click at (478, 839)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-22T09:26:02.370Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0005_20260722_092602_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260722_092602_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260722_092602_after.webp",
+      "raw_command": "Typed: Work",
+      "converted_command": "Type: Work"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-22T09:26:05.864Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260722_092605_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260722_092605_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260722_092605_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-22T09:26:33.211Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260722_092633_at.webp",
+      "image_fetched": true,
+      "marked": true,
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+}
diff --git a/data/sessions/notes-create-note/reasoning/reasoning.jsonl b/data/sessions/notes-create-note/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..81ee0802bc0425f850081348473b9cd0513d9193
--- /dev/null
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+{"step_id": 1, "timestamp_action": "2026-07-22T09:25:15.504Z", "timestamp_annotated": "2026-08-19T14:18:25.707527+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1718, Y=12", "converted_command": "Left-click at (1718, 12)", "image_path": "vision/frames/step_0001_20260722_092515_at.webp", "reasoning": "The task is to create a note called `Weekly Plan` inside a new Notes folder called `Work`, so the Notes application has to be running first. The desktop is bare with no window open, and rather than hunting for the app's Dock icon the route goes through Spotlight, which finds an application by name regardless of where it sits. Move the cursor and Left-click the magnifier icon in the right-hand end of the menu bar to open the Spotlight search field.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-22T09:25:21.538Z", "timestamp_annotated": "2026-08-19T14:18:25.716952+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: notes", "converted_command": "Type: notes", "image_path": "vision/frames/step_0002_20260722_092521_at.webp", "reasoning": "Type `notes` to search for the application. Spotlight matches as each character arrives and promotes its best guess to the top of the list, so the full name does not have to be typed; the field itself completes to `Notes` with the Notes app shown as the highlighted top hit.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-22T09:25:24.998Z", "timestamp_annotated": "2026-08-19T14:18:25.717344+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260722_092524_at.webp", "reasoning": "After typing `notes` Press Return to open the highlighted top hit. The result list also holds web searches and a `notes.txt` document, so the thing that makes Return safe here is that the application row is the one highlighted — Return opens the highlight, not the query. Confirm the app row is selected before pressing rather than assuming the top hit is the application.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-22T09:25:50.398Z", "timestamp_annotated": "2026-08-19T14:18:25.717755+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=478, Y=839", "converted_command": "Left-click at (478, 839)", "image_path": "vision/frames/step_0004_20260722_092550_at.webp", "reasoning": "Notes opens with a single `Notes` folder holding nothing, so the `Work` folder the task calls for does not exist yet and has to be made before a note can be filed into it. Move the cursor and Left-click `⊕ New Folder` at the bottom-left of the sidebar.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-22T09:26:02.370Z", "timestamp_annotated": "2026-08-19T14:18:25.718158+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Work", "converted_command": "Type: Work", "image_path": "vision/frames/step_0005_20260722_092602_at.webp", "reasoning": "A `New Folder` sheet opens with its `Name:` field pre-filled `New Folder` and that text already selected, so typing replaces it outright rather than appending — there is no need to clear the field first. Type `Work` as the folder name.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-22T09:26:05.864Z", "timestamp_annotated": "2026-08-19T14:18:25.718624+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0006_20260722_092605_at.webp", "reasoning": "After typing `Work` Press Return to commit the name. `OK` is the sheet's default button, so Return activates it without the pointer having to travel there. The sidebar afterwards reads `All on My Mac`, `Notes` and `Work`, with `Work` selected — the new folder is both created and made the destination for whatever is added next, which is what makes the following step land in the right place.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-22T09:26:33.211Z", "timestamp_annotated": "2026-08-19T14:18:25.719047+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=990, Y=223", "converted_command": "Left-click at (990, 223)", "image_path": "vision/frames/step_0007_20260722_092633_at.webp", "reasoning": "With `Work` selected, move the cursor and left-click the compose button in the toolbar — the pencil-on-square icon immediately right of the trash can — to create a new note inside it. A note appears in the list as `New Note` with the caret placed on the first line of the editor, ready for typing.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-22T09:26:49.930Z", "timestamp_annotated": "2026-08-19T14:18:25.719457+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Weekly Plan", "converted_command": "Type: Weekly Plan", "image_path": "vision/frames/step_0008_20260722_092649_at.webp", "reasoning": "Type `Weekly Plan`. Notes has no separate title field: the note's first line becomes its title, so typing this into the empty body is what names the note. The list entry changes from `New Note` to `Weekly Plan` as the text arrives, which is the signal that the title took.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-22T09:27:02.810Z", "timestamp_annotated": "2026-08-19T14:18:25.719990+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=487, Y=223", "converted_command": "Left-click at (487, 223)", "image_path": "vision/frames/step_0009_20260722_092702_at.webp", "reasoning": "The note is written and Notes saves continuously, so there is nothing to commit explicitly — left-click the red close button at the top-left of the window to close it. This closes the window only; Notes itself keeps running. The sidebar reads `All on My Mac 1` beforehand, confirming the note exists before the window goes away.", "skipped": false}
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index 0000000000000000000000000000000000000000..d0f542565af74fc0cbad837351f468cd238aa0dc
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+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Up",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:02.465Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 227,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Up",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:05.466Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 268,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Up",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:08.516Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 213,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Left",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:11.468Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 259,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Shift+Right",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:14.750Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 243,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Shift+Down",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:17.679Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 258,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Shift+Down",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:20.757Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 250,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Shift+Down",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:23.727Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 182,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 234,
+    "mouse_y": 10,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=234, Y=10",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:49.895Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 187,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 234,
+    "mouse_y": 10,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=234, Y=10",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:53.311Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 173,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 228,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=250, Y=228",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:31:56.705Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 206,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 520,
+    "mouse_y": 272,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=520, Y=272",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:32:02.303Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 183,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 520,
+    "mouse_y": 272,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=520, Y=272",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:32:05.725Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 502,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+S",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:33:48.984Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 595,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: sales-chart",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:34:24.082Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 261,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:34:28.116Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 487,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:34:56.864Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/numbers-bar-chart/commands/cc_commands.json b/data/sessions/numbers-bar-chart/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..49584e5a6c77535b6ce689f6c6a1a223c1e210d7
--- /dev/null
+++ b/data/sessions/numbers-bar-chart/commands/cc_commands.json
@@ -0,0 +1,262 @@
+[
+  {
+    "command": "press {Cmd+space}",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type numbers",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "786 667 double",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "382 38 move",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "387 186 move",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "387 186 left",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "94 70 move",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "94 70 left",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "102 150 move",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "102 150 left",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "press {Left}",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 13
+  },
+  {
+    "command": "type Month",
+    "os": "MACOS",
+    "step_id": 14
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 15
+  },
+  {
+    "command": "type January",
+    "os": "MACOS",
+    "step_id": 16
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 17
+  },
+  {
+    "command": "type February",
+    "os": "MACOS",
+    "step_id": 18
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 19
+  },
+  {
+    "command": "type March",
+    "os": "MACOS",
+    "step_id": 20
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 21
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 22
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 23
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 24
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 25
+  },
+  {
+    "command": "press {Right}",
+    "os": "MACOS",
+    "step_id": 26
+  },
+  {
+    "command": "type Sales",
+    "os": "MACOS",
+    "step_id": 27
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 28
+  },
+  {
+    "command": "type 120",
+    "os": "MACOS",
+    "step_id": 29
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 30
+  },
+  {
+    "command": "type 340",
+    "os": "MACOS",
+    "step_id": 31
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 32
+  },
+  {
+    "command": "type 210",
+    "os": "MACOS",
+    "step_id": 33
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 34
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 35
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 36
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 37
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 38
+  },
+  {
+    "command": "press {Left}",
+    "os": "MACOS",
+    "step_id": 39
+  },
+  {
+    "command": "press {Shift+Right}",
+    "os": "MACOS",
+    "step_id": 40
+  },
+  {
+    "command": "press {Shift+Down}",
+    "os": "MACOS",
+    "step_id": 41
+  },
+  {
+    "command": "press {Shift+Down}",
+    "os": "MACOS",
+    "step_id": 42
+  },
+  {
+    "command": "press {Shift+Down}",
+    "os": "MACOS",
+    "step_id": 43
+  },
+  {
+    "command": "234 10 move",
+    "os": "MACOS",
+    "step_id": 44
+  },
+  {
+    "command": "234 10 left",
+    "os": "MACOS",
+    "step_id": 45
+  },
+  {
+    "command": "250 228 move",
+    "os": "MACOS",
+    "step_id": 46
+  },
+  {
+    "command": "520 272 move",
+    "os": "MACOS",
+    "step_id": 47
+  },
+  {
+    "command": "520 272 left",
+    "os": "MACOS",
+    "step_id": 48
+  },
+  {
+    "command": "press {Cmd+S}",
+    "os": "MACOS",
+    "step_id": 49
+  },
+  {
+    "command": "type sales-chart",
+    "os": "MACOS",
+    "step_id": 50
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 51
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 52
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/numbers-bar-chart/commands/converted_input.md b/data/sessions/numbers-bar-chart/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..f01c6f6cc04c2df88d62e965dce7286ff695a226
--- /dev/null
+++ b/data/sessions/numbers-bar-chart/commands/converted_input.md
@@ -0,0 +1,58 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-08-03 12:28:16 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-08-03T12:28:16.657Z | Press: Cmd+space |
+|    2 | 2026-08-03T12:28:20.421Z | Type: numbers |
+|    3 | 2026-08-03T12:28:23.999Z | Press: Enter |
+|    4 | 2026-08-03T12:28:33.746Z | Double-click at (786, 667) |
+|    5 | 2026-08-03T12:28:49.179Z | Move-cursor at (382, 38) |
+|    6 | 2026-08-03T12:28:52.631Z | Move-cursor at (387, 186) |
+|    7 | 2026-08-03T12:28:56.145Z | Left-click at (387, 186) |
+|    8 | 2026-08-03T12:29:02.591Z | Move-cursor at (94, 70) |
+|    9 | 2026-08-03T12:29:06.129Z | Left-click at (94, 70) |
+|   10 | 2026-08-03T12:29:11.539Z | Move-cursor at (102, 150) |
+|   11 | 2026-08-03T12:29:14.986Z | Left-click at (102, 150) |
+|   12 | 2026-08-03T12:29:49.070Z | Press: Left |
+|   13 | 2026-08-03T12:29:52.118Z | Press: Up |
+|   14 | 2026-08-03T12:29:55.163Z | Type: Month |
+|   15 | 2026-08-03T12:29:58.251Z | Press: Enter |
+|   16 | 2026-08-03T12:30:01.503Z | Type: January |
+|   17 | 2026-08-03T12:30:04.582Z | Press: Enter |
+|   18 | 2026-08-03T12:30:07.648Z | Type: February |
+|   19 | 2026-08-03T12:30:10.699Z | Press: Enter |
+|   20 | 2026-08-03T12:30:13.773Z | Type: March |
+|   21 | 2026-08-03T12:30:16.802Z | Press: Enter |
+|   22 | 2026-08-03T12:30:19.876Z | Press: Up |
+|   23 | 2026-08-03T12:30:22.801Z | Press: Up |
+|   24 | 2026-08-03T12:30:25.918Z | Press: Up |
+|   25 | 2026-08-03T12:30:28.913Z | Press: Up |
+|   26 | 2026-08-03T12:30:32.027Z | Press: Right |
+|   27 | 2026-08-03T12:30:35.016Z | Type: Sales |
+|   28 | 2026-08-03T12:30:38.033Z | Press: Enter |
+|   29 | 2026-08-03T12:30:41.016Z | Type: 120 |
+|   30 | 2026-08-03T12:30:44.118Z | Press: Enter |
+|   31 | 2026-08-03T12:30:47.192Z | Type: 340 |
+|   32 | 2026-08-03T12:30:50.296Z | Press: Enter |
+|   33 | 2026-08-03T12:30:53.324Z | Type: 210 |
+|   34 | 2026-08-03T12:30:56.281Z | Press: Enter |
+|   35 | 2026-08-03T12:30:59.335Z | Press: Up |
+|   36 | 2026-08-03T12:31:02.465Z | Press: Up |
+|   37 | 2026-08-03T12:31:05.466Z | Press: Up |
+|   38 | 2026-08-03T12:31:08.516Z | Press: Up |
+|   39 | 2026-08-03T12:31:11.468Z | Press: Left |
+|   40 | 2026-08-03T12:31:14.750Z | Press: Shift+Right |
+|   41 | 2026-08-03T12:31:17.679Z | Press: Shift+Down |
+|   42 | 2026-08-03T12:31:20.757Z | Press: Shift+Down |
+|   43 | 2026-08-03T12:31:23.727Z | Press: Shift+Down |
+|   44 | 2026-08-03T12:31:49.895Z | Move-cursor at (234, 10) |
+|   45 | 2026-08-03T12:31:53.311Z | Left-click at (234, 10) |
+|   46 | 2026-08-03T12:31:56.705Z | Move-cursor at (250, 228) |
+|   47 | 2026-08-03T12:32:02.303Z | Move-cursor at (520, 272) |
+|   48 | 2026-08-03T12:32:05.725Z | Left-click at (520, 272) |
+|   49 | 2026-08-03T12:33:48.984Z | Press: Cmd+S |
+|   50 | 2026-08-03T12:34:24.082Z | Type: sales-chart |
+|   51 | 2026-08-03T12:34:28.116Z | Press: Enter |
+|   52 | 2026-08-03T12:34:56.864Z | Press: Cmd+Q |
diff --git a/data/sessions/numbers-bar-chart/commands/raw_input.md b/data/sessions/numbers-bar-chart/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..f9d3bb6cdfdb4d0890895de3740df118c05eb429
--- /dev/null
+++ b/data/sessions/numbers-bar-chart/commands/raw_input.md
@@ -0,0 +1,58 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-08-03 12:28:16 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-08-03T12:28:16.657Z | Pressed: Cmd+space |
+|    2 | 2026-08-03T12:28:20.421Z | Typed: numbers |
+|    3 | 2026-08-03T12:28:23.999Z | Pressed: Return |
+|    4 | 2026-08-03T12:28:33.746Z | Double-clicked at X=786, Y=667 |
+|    5 | 2026-08-03T12:28:49.179Z | Moved cursor to at X=382, Y=38 |
+|    6 | 2026-08-03T12:28:52.631Z | Moved cursor to at X=387, Y=186 |
+|    7 | 2026-08-03T12:28:56.145Z | Left-clicked at X=387, Y=186 |
+|    8 | 2026-08-03T12:29:02.591Z | Moved cursor to at X=94, Y=70 |
+|    9 | 2026-08-03T12:29:06.129Z | Left-clicked at X=94, Y=70 |
+|   10 | 2026-08-03T12:29:11.539Z | Moved cursor to at X=102, Y=150 |
+|   11 | 2026-08-03T12:29:14.986Z | Left-clicked at X=102, Y=150 |
+|   12 | 2026-08-03T12:29:49.070Z | Pressed: Left |
+|   13 | 2026-08-03T12:29:52.118Z | Pressed: Up |
+|   14 | 2026-08-03T12:29:55.163Z | Typed: Month |
+|   15 | 2026-08-03T12:29:58.251Z | Pressed: Return |
+|   16 | 2026-08-03T12:30:01.503Z | Typed: January |
+|   17 | 2026-08-03T12:30:04.582Z | Pressed: Return |
+|   18 | 2026-08-03T12:30:07.648Z | Typed: February |
+|   19 | 2026-08-03T12:30:10.699Z | Pressed: Return |
+|   20 | 2026-08-03T12:30:13.773Z | Typed: March |
+|   21 | 2026-08-03T12:30:16.802Z | Pressed: Return |
+|   22 | 2026-08-03T12:30:19.876Z | Pressed: Up |
+|   23 | 2026-08-03T12:30:22.801Z | Pressed: Up |
+|   24 | 2026-08-03T12:30:25.918Z | Pressed: Up |
+|   25 | 2026-08-03T12:30:28.913Z | Pressed: Up |
+|   26 | 2026-08-03T12:30:32.027Z | Pressed: Right |
+|   27 | 2026-08-03T12:30:35.016Z | Typed: Sales |
+|   28 | 2026-08-03T12:30:38.033Z | Pressed: Return |
+|   29 | 2026-08-03T12:30:41.016Z | Typed: 120 |
+|   30 | 2026-08-03T12:30:44.118Z | Pressed: Return |
+|   31 | 2026-08-03T12:30:47.192Z | Typed: 340 |
+|   32 | 2026-08-03T12:30:50.296Z | Pressed: Return |
+|   33 | 2026-08-03T12:30:53.324Z | Typed: 210 |
+|   34 | 2026-08-03T12:30:56.281Z | Pressed: Return |
+|   35 | 2026-08-03T12:30:59.335Z | Pressed: Up |
+|   36 | 2026-08-03T12:31:02.465Z | Pressed: Up |
+|   37 | 2026-08-03T12:31:05.466Z | Pressed: Up |
+|   38 | 2026-08-03T12:31:08.516Z | Pressed: Up |
+|   39 | 2026-08-03T12:31:11.468Z | Pressed: Left |
+|   40 | 2026-08-03T12:31:14.750Z | Pressed: Shift+Right |
+|   41 | 2026-08-03T12:31:17.679Z | Pressed: Shift+Down |
+|   42 | 2026-08-03T12:31:20.757Z | Pressed: Shift+Down |
+|   43 | 2026-08-03T12:31:23.727Z | Pressed: Shift+Down |
+|   44 | 2026-08-03T12:31:49.895Z | Moved cursor to at X=234, Y=10 |
+|   45 | 2026-08-03T12:31:53.311Z | Left-clicked at X=234, Y=10 |
+|   46 | 2026-08-03T12:31:56.705Z | Moved cursor to at X=250, Y=228 |
+|   47 | 2026-08-03T12:32:02.303Z | Moved cursor to at X=520, Y=272 |
+|   48 | 2026-08-03T12:32:05.725Z | Left-clicked at X=520, Y=272 |
+|   49 | 2026-08-03T12:33:48.984Z | Pressed: Cmd+S |
+|   50 | 2026-08-03T12:34:24.082Z | Typed: sales-chart |
+|   51 | 2026-08-03T12:34:28.116Z | Pressed: Return |
+|   52 | 2026-08-03T12:34:56.864Z | Pressed: Cmd+Q |
diff --git a/data/sessions/numbers-bar-chart/memory.md b/data/sessions/numbers-bar-chart/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..55a69f308724af40e6544cc36f0ca314cfb0f76d
--- /dev/null
+++ b/data/sessions/numbers-bar-chart/memory.md
@@ -0,0 +1,359 @@
+# Memory: numbers-bar-chart
+
+## Overview
+
+Build a small two-column table in a spreadsheet and insert a bar chart of it, then save the
+document. Use this when data has to be both entered and visualised in one pass. The route
+sizes and zooms the window first so the table and the chart can be seen together, types the
+table from the keyboard, selects the exact data range with shifted arrow keys, and inserts
+a 2D bar chart from the Insert menu. The recorded trace charts a Month/Sales table of three
+months.
+
+## Prerequisites
+
+- A desktop environment with a spreadsheet application, and a way to launch it by name.
+- The table's contents decided in advance — every heading and every value, including
+  capitalisation. Nothing in these tasks reads the data back to check it.
+- An expectation that the application may open a template chooser rather than a blank
+  document, so a document has to be chosen before any cell can be typed into.
+- Entry performed from the keyboard rather than by clicking cells. A click enters a cell's
+  text-editing mode, and later arrow keys then move the text caret instead of the
+  selection, silently corrupting cells that already looked correct.
+- A known starting cell. A blank sheet does not necessarily open with the first cell
+  selected, so the selection has to be driven to a corner before typing begins — arrow
+  keys are no-ops at the edges, which is what makes that reliable.
+- Time for the application to finish loading before the first keystroke. Early keys are
+  swallowed, and a swallowed navigation key shifts an entire table by a row or a column.
+- A destination and file name for the saved document, and no existing file of that name.
+
+## Steps
+
+### Step 1 — Press: Cmd+space
+
+The task is to build a small Month/Sales table in Numbers and chart it as a 2D bar chart, then save it, so Numbers has to be launched first. The desktop is bare and Numbers is not in the Dock, so there is no icon to click — press ⌘Space (Cmd+space) to open Spotlight, which finds an application by name.
+
+![Step 1](vision/frames/step_0001_20260803_122816_at.webp)
+
+### Step 2 — Type: numbers
+
+Type `numbers` to search for the application. Spotlight promotes its best match to the top of the list as the characters arrive, rendering it as an inline `— Open` chip with the Numbers icon; that chip is the confirmation that Return will launch the app.
+
+![Step 2](vision/frames/step_0002_20260803_122820_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `numbers` Press Return to launch the highlighted top hit.
+
+![Step 3](vision/frames/step_0003_20260803_122823_at.webp)
+
+### Step 4 — Double-click at (786, 667)
+
+Numbers opens the **Choose a Template** chooser rather than a document, so a template has to be picked before anything can be typed. Move the cursor and Double-click the `Blank` tile in the `Recents` row. Double-clicking the tile opens it directly, which does in one action what selecting it and pressing `Create` would take two to do. `Blank` is the right choice because the task builds its own table rather than filling in a pre-made layout.
+
+![Step 4](vision/frames/step_0004_20260803_122833_at.webp)
+
+### Step 5 — Move-cursor at (382, 38)
+
+The chart added later sits below the table and needs room to be visible, so the window is enlarged before any data is entered rather than after. Move the cursor onto the green window button at the top-left of the window; hovering it opens the window-management popover without clicking.
+
+![Step 5](vision/frames/step_0005_20260803_122849_at.webp)
+
+### Step 6 — Move-cursor at (387, 186)
+
+The popover offers a `Move & Resize` row of tiling options and a `Fill & Arrange` row. Move the cursor onto the first `Fill & Arrange` icon — Fill — which expands the window to the full screen while leaving the menu bar and Dock in place. Full Screen, on the row below, would hide both and change how every later menu step behaves.
+
+![Step 6](vision/frames/step_0006_20260803_122852_at.webp)
+
+### Step 7 — Left-click at (387, 186)
+
+Move the cursor and Left-click Fill to apply it. The window now occupies the whole screen, so the table and the chart beneath it can both be on screen at once.
+
+![Step 7](vision/frames/step_0007_20260803_122856_at.webp)
+
+### Step 8 — Move-cursor at (94, 70)
+
+A wider window is not enough on its own: at the default zoom the chart would still fall below the visible area. Move the cursor onto the zoom control in the toolbar, which reads `125% ⌄`.
+
+![Step 8](vision/frames/step_0008_20260803_122902_at.webp)
+
+### Step 9 — Left-click at (94, 70)
+
+Move the cursor and Left-click the zoom control to open its list of preset magnifications.
+
+![Step 9](vision/frames/step_0009_20260803_122906_at.webp)
+
+### Step 10 — Move-cursor at (102, 150)
+
+The list runs `25%`, `50%`, `75%`, `100%`, `125%` (ticked), `150%`, `200%`. Move the cursor onto **`75%`** — small enough to fit the table and the chart together, without shrinking the text so far that the values cannot be read back.
+
+![Step 10](vision/frames/step_0010_20260803_122911_at.webp)
+
+### Step 11 — Left-click at (102, 150)
+
+Move the cursor and Left-click `75%` to apply it. The window setup is now finished, and everything after this is data entry, so no later step has to disturb the view.
+
+![Step 11](vision/frames/step_0011_20260803_122914_at.webp)
+
+### Step 12 — Press: Left
+
+Data entry starts at A1, but the Blank template has both a header row and a header column, so the selection lands on **B2** rather than A1 when the document opens. Press Left to move one cell left, from B2 to A2.
+
+![Step 12](vision/frames/step_0012_20260803_122949_at.webp)
+
+### Step 13 — Press: Up
+
+Press Up to move from A2 to A1, the top-left cell. Left then Up is a safe way to reach A1 from the opening position because both keys stop at the edge — pressing either again at the corner does nothing rather than wrapping.
+
+![Step 13](vision/frames/step_0013_20260803_122952_at.webp)
+
+### Step 14 — Type: Month
+
+Type `Month` into A1 as the first column's heading. A1 is a header cell, so Numbers renders it bold on a grey fill automatically; no formatting command is needed anywhere in this task.
+
+![Step 14](vision/frames/step_0014_20260803_122955_at.webp)
+
+### Step 15 — Press: Enter
+
+After typing `Month` Press Return to commit `Month` and move down to A2. Return both commits the cell and advances the selection one row, which is what lets the whole column be typed without touching the mouse.
+
+![Step 15](vision/frames/step_0015_20260803_122958_at.webp)
+
+### Step 16 — Type: January
+
+Type `January` into A2, the first data row's month label.
+
+![Step 16](vision/frames/step_0016_20260803_123001_at.webp)
+
+### Step 17 — Press: Enter
+
+After typing `January` Press Return to commit `January` and move down to A3.
+
+![Step 17](vision/frames/step_0017_20260803_123004_at.webp)
+
+### Step 18 — Type: February
+
+Type `February` into A3.
+
+![Step 18](vision/frames/step_0018_20260803_123007_at.webp)
+
+### Step 19 — Press: Enter
+
+After typing `February` Press Return to commit `February` and move down to A4.
+
+![Step 19](vision/frames/step_0019_20260803_123010_at.webp)
+
+### Step 20 — Type: March
+
+Type `March` into A4, the last of the three months.
+
+![Step 20](vision/frames/step_0020_20260803_123013_at.webp)
+
+### Step 21 — Press: Enter
+
+After typing `March` Press Return to commit `March`. The selection moves down to A5, one row below the data — column A is complete, so the next task is to get back to the top and across to column B.
+
+![Step 21](vision/frames/step_0021_20260803_123016_at.webp)
+
+### Step 22 — Press: Up
+
+Press Up to move from A5 to A4. The return journey is made with four separate Up presses rather than a jump, so each one is its own recorded step.
+
+![Step 22](vision/frames/step_0022_20260803_123019_at.webp)
+
+### Step 23 — Press: Up
+
+Press Up again, from A4 to A3.
+
+![Step 23](vision/frames/step_0023_20260803_123022_at.webp)
+
+### Step 24 — Press: Up
+
+Press Up again, from A3 to A2.
+
+![Step 24](vision/frames/step_0024_20260803_123025_at.webp)
+
+### Step 25 — Press: Up
+
+Press Up a fourth time, from A2 to A1 — back at the top-left cell. A further Up here would do nothing, since the selection is already at the edge.
+
+![Step 25](vision/frames/step_0025_20260803_123028_at.webp)
+
+### Step 26 — Press: Right
+
+Press Right to move from A1 to B1, the head of the second column.
+
+![Step 26](vision/frames/step_0026_20260803_123032_at.webp)
+
+### Step 27 — Type: Sales
+
+Type `Sales` into B1 as the second column's heading. Like A1 it is a header cell, so it renders bold on grey without any styling step. This heading matters beyond appearance: the chart inserted later uses it as the series name in its legend.
+
+![Step 27](vision/frames/step_0027_20260803_123035_at.webp)
+
+### Step 28 — Press: Enter
+
+After typing `Sales` Press Return to commit `Sales` and move down to B2.
+
+![Step 28](vision/frames/step_0028_20260803_123038_at.webp)
+
+### Step 29 — Type: 120
+
+Type `120` into B2, January's figure. Numbers reads it as a number rather than text — it right-aligns in the cell — which is what makes it chartable.
+
+![Step 29](vision/frames/step_0029_20260803_123041_at.webp)
+
+### Step 30 — Press: Enter
+
+After typing `120` Press Return to commit `120` and move down to B3.
+
+![Step 30](vision/frames/step_0030_20260803_123044_at.webp)
+
+### Step 31 — Type: 340
+
+Type `340` into B3, February's figure.
+
+![Step 31](vision/frames/step_0031_20260803_123047_at.webp)
+
+### Step 32 — Press: Enter
+
+After typing `340` Press Return to commit `340` and move down to B4.
+
+![Step 32](vision/frames/step_0032_20260803_123050_at.webp)
+
+### Step 33 — Type: 210
+
+Type `210` into B4, March's figure and the last cell of data.
+
+![Step 33](vision/frames/step_0033_20260803_123053_at.webp)
+
+### Step 34 — Press: Enter
+
+After typing `210` Press Return to commit `210`. The selection moves to B5, below the data. The table is now complete: `Month` / `Sales` headings over three months and three values.
+
+![Step 34](vision/frames/step_0034_20260803_123056_at.webp)
+
+### Step 35 — Press: Up
+
+The chart is built from a selected range, so the selection has to be walked back to A1 before the range can be extended. Press Up to move from B5 to B4.
+
+![Step 35](vision/frames/step_0035_20260803_123059_at.webp)
+
+### Step 36 — Press: Up
+
+Press Up again, from B4 to B3.
+
+![Step 36](vision/frames/step_0036_20260803_123102_at.webp)
+
+### Step 37 — Press: Up
+
+Press Up again, from B3 to B2.
+
+![Step 37](vision/frames/step_0037_20260803_123105_at.webp)
+
+### Step 38 — Press: Up
+
+Press Up a fourth time, from B2 to B1.
+
+![Step 38](vision/frames/step_0038_20260803_123108_at.webp)
+
+### Step 39 — Press: Left
+
+Press Left to move from B1 to A1. The selection is now a single cell at the top-left corner of the data, which is the anchor the range will grow from.
+
+![Step 39](vision/frames/step_0039_20260803_123111_at.webp)
+
+### Step 40 — Press: Shift+Right
+
+Press ⇧Right (Shift+Right) to extend the selection one column right, making it A1:B1. Holding Shift grows the selection from the anchor instead of moving it, which is the difference between selecting a range and just walking across it.
+
+![Step 40](vision/frames/step_0040_20260803_123114_at.webp)
+
+### Step 41 — Press: Shift+Down
+
+Press ⇧Down (Shift+Down) to extend the selection down one row, to A1:B2 — now covering January's row.
+
+![Step 41](vision/frames/step_0041_20260803_123117_at.webp)
+
+### Step 42 — Press: Shift+Down
+
+Press ⇧Down (Shift+Down) again, extending to A1:B3 to take in February.
+
+![Step 42](vision/frames/step_0042_20260803_123120_at.webp)
+
+### Step 43 — Press: Shift+Down
+
+Press ⇧Down (Shift+Down) a third time, extending to **A1:B4** — the whole table including its heading row. Including row 1 is deliberate: the headings become the chart's category labels and series name, so a selection starting at A2 would produce a chart with unlabelled bars.
+
+![Step 43](vision/frames/step_0043_20260803_123123_at.webp)
+
+### Step 44 — Move-cursor at (234, 10)
+
+With the range selected, move the cursor onto the `Insert` menu in the menu bar. Moving to the target and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 44](vision/frames/step_0044_20260803_123149_at.webp)
+
+### Step 45 — Left-click at (234, 10)
+
+Move the cursor and Left-click `Insert` to open the menu. Its top entries — `Line Break`, `Column Break`, `Page Number` and the rest — are dimmed because they only apply while editing text; the object items further down are the live ones.
+
+![Step 45](vision/frames/step_0045_20260803_123153_at.webp)
+
+### Step 46 — Move-cursor at (250, 228)
+
+Move the cursor onto `Chart ›` in the object group. Its submenu opens on hover alone, so no click is needed here — clicking a parent item that already has a submenu risks dismissing the menu instead of opening it.
+
+![Step 46](vision/frames/step_0046_20260803_123156_at.webp)
+
+### Step 47 — Move-cursor at (520, 272)
+
+The submenu lists `2D Column`, `2D Stacked Column`, `2D Bar`, `2D Stacked Bar`, `2D Line`, `2D Area`. Move the cursor onto **`2D Bar`**, the third entry. `2D Bar` draws horizontal bars while `2D Column` draws vertical ones — they sit next to each other and are easy to confuse, so the highlight landing on the right row is what to check before clicking.
+
+![Step 47](vision/frames/step_0047_20260803_123202_at.webp)
+
+### Step 48 — Left-click at (520, 272)
+
+Move the cursor and Left-click `2D Bar` to insert the chart. Numbers builds it from the range that was already selected, so the chart appears below the table with `Sales` as its series name and the month names as its category labels — nothing further has to be configured, and the labels appearing is the confirmation that row 1 was included in the selection.
+
+![Step 48](vision/frames/step_0048_20260803_123205_at.webp)
+
+### Step 49 — Press: Cmd+S
+
+Press ⌘S (Cmd+S) to save. The document has never been written to disk — its title is still `Untitled` — so this opens a save sheet rather than saving silently.
+
+![Step 49](vision/frames/step_0049_20260803_123348_at.webp)
+
+### Step 50 — Type: sales-chart
+
+The sheet's `Save As:` field is pre-filled `Untitled` with the text already selected, so typing replaces it outright. Type `sales-chart` as the document's name. The `Where:` location is left at its default, `Documents`.
+
+![Step 50](vision/frames/step_0050_20260803_123424_at.webp)
+
+### Step 51 — Press: Enter
+
+After typing `sales-chart` Press Return to save. `Save` is the sheet's default button, so Return activates it without the pointer travelling there. The title bar changes from `Untitled — Edited` to `sales-chart` with no `Edited` marker, which is the confirmation that the file was written rather than the sheet merely dismissed.
+
+![Step 51](vision/frames/step_0051_20260803_123428_at.webp)
+
+### Step 52 — Press: Cmd+Q
+
+The document is saved, so press ⌘Q (Cmd+Q) to quit Numbers. Quitting with the save already committed means no "do you want to save" prompt appears — had the previous step not completed, ⌘Q would have raised one instead of quitting.
+
+![Step 52](vision/frames/step_0052_20260803_123456_at.webp)
+
+## Notes & Edge Cases
+
+1. The application opens a template chooser rather than a document. Until a template is chosen there is no sheet, so a keystroke sent at that moment goes to the chooser or nowhere — launching the app is not the same as having somewhere to type.
+2. The blank template is not empty of structure. It ships with one header row and one header column, which is why the selection lands on B2 rather than A1 when the document opens. Never assume the corner is selected; drive the selection there.
+3. Left then Up is a reliable way to reach the top-left cell because arrow keys do nothing at the edge of a table. The pair lands on A1 whether the selection started at B2, A2 or A1 already, which is what makes it safe to run without reading the screen first.
+4. Do not click a cell to select it. A click puts that cell into text-editing mode, Escape does not reliably leave it, and every arrow key after that moves the text caret inside the cell instead of moving the selection between cells. The damage is silent: the sheet still looks right while values are being typed into the wrong places. Enter values from the keyboard throughout.
+5. Return commits the cell and moves the selection **down**, which is what makes a plain type-Return alternation fill a column. It also means the selection ends one row *past* the last value entered, so walking back to the top takes one more press than there are rows of data — an off-by-one here shifts an entire column.
+6. Header rows and columns are styled automatically. Text in them renders bold with no command issued, so bold text is not evidence that a bold command ran, and a task asking for bold has to deal with the automatic styling before its own styling means anything.
+7. Give the application time to finish loading. The recorded traces sit for about sixteen seconds after choosing the template because keys sent during the load are swallowed, and a swallowed navigation key is the worst kind of loss — the typing that follows lands one row or one column off, and the result looks like a correctly built table in the wrong place.
+8. Alignment tells you how a value was parsed. A number that parsed as a number sits right-aligned; the same digits stored as text sit left-aligned and are ignored by formulas. Check the alignment before trusting a total.
+9. Saving an untitled document opens a save sheet with the name field pre-filled and already selected, so typing replaces it with no clearing keystroke, and Return activates the sheet's default Save button. Quitting afterwards doubles as the check: a document with unsaved changes interrupts the quit with a save-changes sheet instead of closing, so a clean quit is evidence the file was written.
+10. Include the heading row in the selection. The headings become the chart's series name and its category labels, so a range starting one row lower produces a chart of unlabelled bars — technically correct, useless to read, and not obviously wrong at a glance.
+11. Shift with an arrow key grows the selection from its anchor; the arrow alone moves the selection. That difference is the whole mechanism for selecting a range from the keyboard, and it is the reason the anchor cell has to be right before the extending starts.
+12. A submenu that opens on hover should not be clicked. The child list appears when the pointer rests on the parent row, and clicking the parent can dismiss the entire menu instead of opening anything — then the click that follows lands on whatever was behind the menu.
+13. Chart types with adjacent names draw different pictures. A bar chart runs horizontally and a column chart vertically, and they sit next to each other in the list, so read the highlighted row rather than counting positions down the menu.
+14. The chart is built from whatever was selected when the menu item fires. Nothing about the insert step re-asks for the data, so the selection is the real work and the menu is only the trigger; the category labels appearing afterwards are the confirmation that the selection included the headings.
+15. Sizing the window and reducing the zoom before starting is a presentation decision, not a requirement of the task. It exists so the table and the chart are visible together at the end. Skipping it does not change the artifact, but it does change what any screenshot of the result can show.
diff --git a/data/sessions/numbers-bar-chart/metadata.json b/data/sessions/numbers-bar-chart/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..5f478e543f6b0044635b4d984005b340676bf26b
--- /dev/null
+++ b/data/sessions/numbers-bar-chart/metadata.json
@@ -0,0 +1,714 @@
+{
+  "memory_name": "numbers-bar-chart",
+  "memory_description": "",
+  "session_id": "19329d72-f27e-432f-a083-77443f131014",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-08-03T12:27:27.450284604Z",
+  "completed_at": "2026-08-03T12:35:38.427362484Z",
+  "total_steps": 52,
+  "annotated_steps": 52,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-08-03T12:28:16.657Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260803_122816_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260803_122816_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260803_122816_after.webp",
+      "raw_command": "Pressed: Cmd+space",
+      "converted_command": "Press: Cmd+space"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-08-03T12:28:20.421Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260803_122820_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260803_122820_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260803_122820_after.webp",
+      "raw_command": "Typed: numbers",
+      "converted_command": "Type: numbers"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-08-03T12:28:23.999Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260803_122823_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260803_122823_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260803_122823_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-08-03T12:28:33.746Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0004_20260803_122833_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260803_122833_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260803_122833_after.webp",
+      "raw_command": "Double-clicked at X=786, Y=667",
+      "converted_command": "Double-click at (786, 667)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-08-03T12:28:49.179Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0005_20260803_122849_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260803_122849_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260803_122849_after.webp",
+      "raw_command": "Moved cursor to at X=382, Y=38",
+      "converted_command": "Move-cursor at (382, 38)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-08-03T12:28:52.631Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0006_20260803_122852_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260803_122852_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260803_122852_after.webp",
+      "raw_command": "Moved cursor to at X=387, Y=186",
+      "converted_command": "Move-cursor at (387, 186)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-08-03T12:28:56.145Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260803_122856_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260803_122856_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260803_122856_after.webp",
+      "raw_command": "Left-clicked at X=387, Y=186",
+      "converted_command": "Left-click at (387, 186)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-08-03T12:29:02.591Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0008_20260803_122902_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260803_122902_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260803_122902_after.webp",
+      "raw_command": "Moved cursor to at X=94, Y=70",
+      "converted_command": "Move-cursor at (94, 70)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-08-03T12:29:06.129Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0009_20260803_122906_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260803_122906_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260803_122906_after.webp",
+      "raw_command": "Left-clicked at X=94, Y=70",
+      "converted_command": "Left-click at (94, 70)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-08-03T12:29:11.539Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0010_20260803_122911_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260803_122911_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260803_122911_after.webp",
+      "raw_command": "Moved cursor to at X=102, Y=150",
+      "converted_command": "Move-cursor at (102, 150)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-08-03T12:29:14.986Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0011_20260803_122914_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260803_122914_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260803_122914_after.webp",
+      "raw_command": "Left-clicked at X=102, Y=150",
+      "converted_command": "Left-click at (102, 150)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-08-03T12:29:49.070Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0012_20260803_122949_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260803_122949_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260803_122949_after.webp",
+      "raw_command": "Pressed: Left",
+      "converted_command": "Press: Left"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-08-03T12:29:52.118Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0013_20260803_122952_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260803_122952_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260803_122952_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-08-03T12:29:55.163Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0014_20260803_122955_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0014_20260803_122955_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260803_122955_after.webp",
+      "raw_command": "Typed: Month",
+      "converted_command": "Type: Month"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-08-03T12:29:58.251Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0015_20260803_122958_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0015_20260803_122958_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260803_122958_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-08-03T12:30:01.503Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0016_20260803_123001_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0016_20260803_123001_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260803_123001_after.webp",
+      "raw_command": "Typed: January",
+      "converted_command": "Type: January"
+    },
+    {
+      "step_id": 17,
+      "timestamp": "2026-08-03T12:30:04.582Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0017_20260803_123004_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0017_20260803_123004_before.webp",
+      "after_image_path": "vision/frames/step_0017_20260803_123004_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 18,
+      "timestamp": "2026-08-03T12:30:07.648Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0018_20260803_123007_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0018_20260803_123007_before.webp",
+      "after_image_path": "vision/frames/step_0018_20260803_123007_after.webp",
+      "raw_command": "Typed: February",
+      "converted_command": "Type: February"
+    },
+    {
+      "step_id": 19,
+      "timestamp": "2026-08-03T12:30:10.699Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0019_20260803_123010_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0019_20260803_123010_before.webp",
+      "after_image_path": "vision/frames/step_0019_20260803_123010_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 20,
+      "timestamp": "2026-08-03T12:30:13.773Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0020_20260803_123013_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0020_20260803_123013_before.webp",
+      "after_image_path": "vision/frames/step_0020_20260803_123013_after.webp",
+      "raw_command": "Typed: March",
+      "converted_command": "Type: March"
+    },
+    {
+      "step_id": 21,
+      "timestamp": "2026-08-03T12:30:16.802Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0021_20260803_123016_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0021_20260803_123016_before.webp",
+      "after_image_path": "vision/frames/step_0021_20260803_123016_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 22,
+      "timestamp": "2026-08-03T12:30:19.876Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0022_20260803_123019_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0022_20260803_123019_before.webp",
+      "after_image_path": "vision/frames/step_0022_20260803_123019_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 23,
+      "timestamp": "2026-08-03T12:30:22.801Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0023_20260803_123022_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0023_20260803_123022_before.webp",
+      "after_image_path": "vision/frames/step_0023_20260803_123022_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 24,
+      "timestamp": "2026-08-03T12:30:25.918Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0024_20260803_123025_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0024_20260803_123025_before.webp",
+      "after_image_path": "vision/frames/step_0024_20260803_123025_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 25,
+      "timestamp": "2026-08-03T12:30:28.913Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0025_20260803_123028_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0025_20260803_123028_before.webp",
+      "after_image_path": "vision/frames/step_0025_20260803_123028_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 26,
+      "timestamp": "2026-08-03T12:30:32.027Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0026_20260803_123032_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0026_20260803_123032_before.webp",
+      "after_image_path": "vision/frames/step_0026_20260803_123032_after.webp",
+      "raw_command": "Pressed: Right",
+      "converted_command": "Press: Right"
+    },
+    {
+      "step_id": 27,
+      "timestamp": "2026-08-03T12:30:35.016Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0027_20260803_123035_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0027_20260803_123035_before.webp",
+      "after_image_path": "vision/frames/step_0027_20260803_123035_after.webp",
+      "raw_command": "Typed: Sales",
+      "converted_command": "Type: Sales"
+    },
+    {
+      "step_id": 28,
+      "timestamp": "2026-08-03T12:30:38.033Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0028_20260803_123038_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0028_20260803_123038_before.webp",
+      "after_image_path": "vision/frames/step_0028_20260803_123038_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 29,
+      "timestamp": "2026-08-03T12:30:41.016Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0029_20260803_123041_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0029_20260803_123041_before.webp",
+      "after_image_path": "vision/frames/step_0029_20260803_123041_after.webp",
+      "raw_command": "Typed: 120",
+      "converted_command": "Type: 120"
+    },
+    {
+      "step_id": 30,
+      "timestamp": "2026-08-03T12:30:44.118Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0030_20260803_123044_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0030_20260803_123044_before.webp",
+      "after_image_path": "vision/frames/step_0030_20260803_123044_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 31,
+      "timestamp": "2026-08-03T12:30:47.192Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0031_20260803_123047_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0031_20260803_123047_before.webp",
+      "after_image_path": "vision/frames/step_0031_20260803_123047_after.webp",
+      "raw_command": "Typed: 340",
+      "converted_command": "Type: 340"
+    },
+    {
+      "step_id": 32,
+      "timestamp": "2026-08-03T12:30:50.296Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0032_20260803_123050_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0032_20260803_123050_before.webp",
+      "after_image_path": "vision/frames/step_0032_20260803_123050_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 33,
+      "timestamp": "2026-08-03T12:30:53.324Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0033_20260803_123053_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0033_20260803_123053_before.webp",
+      "after_image_path": "vision/frames/step_0033_20260803_123053_after.webp",
+      "raw_command": "Typed: 210",
+      "converted_command": "Type: 210"
+    },
+    {
+      "step_id": 34,
+      "timestamp": "2026-08-03T12:30:56.281Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0034_20260803_123056_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0034_20260803_123056_before.webp",
+      "after_image_path": "vision/frames/step_0034_20260803_123056_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 35,
+      "timestamp": "2026-08-03T12:30:59.335Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0035_20260803_123059_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0035_20260803_123059_before.webp",
+      "after_image_path": "vision/frames/step_0035_20260803_123059_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 36,
+      "timestamp": "2026-08-03T12:31:02.465Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0036_20260803_123102_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0036_20260803_123102_before.webp",
+      "after_image_path": "vision/frames/step_0036_20260803_123102_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 37,
+      "timestamp": "2026-08-03T12:31:05.466Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0037_20260803_123105_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0037_20260803_123105_before.webp",
+      "after_image_path": "vision/frames/step_0037_20260803_123105_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 38,
+      "timestamp": "2026-08-03T12:31:08.516Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0038_20260803_123108_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0038_20260803_123108_before.webp",
+      "after_image_path": "vision/frames/step_0038_20260803_123108_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 39,
+      "timestamp": "2026-08-03T12:31:11.468Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0039_20260803_123111_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0039_20260803_123111_before.webp",
+      "after_image_path": "vision/frames/step_0039_20260803_123111_after.webp",
+      "raw_command": "Pressed: Left",
+      "converted_command": "Press: Left"
+    },
+    {
+      "step_id": 40,
+      "timestamp": "2026-08-03T12:31:14.750Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0040_20260803_123114_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0040_20260803_123114_before.webp",
+      "after_image_path": "vision/frames/step_0040_20260803_123114_after.webp",
+      "raw_command": "Pressed: Shift+Right",
+      "converted_command": "Press: Shift+Right"
+    },
+    {
+      "step_id": 41,
+      "timestamp": "2026-08-03T12:31:17.679Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0041_20260803_123117_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0041_20260803_123117_before.webp",
+      "after_image_path": "vision/frames/step_0041_20260803_123117_after.webp",
+      "raw_command": "Pressed: Shift+Down",
+      "converted_command": "Press: Shift+Down"
+    },
+    {
+      "step_id": 42,
+      "timestamp": "2026-08-03T12:31:20.757Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0042_20260803_123120_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0042_20260803_123120_before.webp",
+      "after_image_path": "vision/frames/step_0042_20260803_123120_after.webp",
+      "raw_command": "Pressed: Shift+Down",
+      "converted_command": "Press: Shift+Down"
+    },
+    {
+      "step_id": 43,
+      "timestamp": "2026-08-03T12:31:23.727Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0043_20260803_123123_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0043_20260803_123123_before.webp",
+      "after_image_path": "vision/frames/step_0043_20260803_123123_after.webp",
+      "raw_command": "Pressed: Shift+Down",
+      "converted_command": "Press: Shift+Down"
+    },
+    {
+      "step_id": 44,
+      "timestamp": "2026-08-03T12:31:49.895Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0044_20260803_123149_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0044_20260803_123149_before.webp",
+      "after_image_path": "vision/frames/step_0044_20260803_123149_after.webp",
+      "raw_command": "Moved cursor to at X=234, Y=10",
+      "converted_command": "Move-cursor at (234, 10)"
+    },
+    {
+      "step_id": 45,
+      "timestamp": "2026-08-03T12:31:53.311Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0045_20260803_123153_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0045_20260803_123153_before.webp",
+      "after_image_path": "vision/frames/step_0045_20260803_123153_after.webp",
+      "raw_command": "Left-clicked at X=234, Y=10",
+      "converted_command": "Left-click at (234, 10)"
+    },
+    {
+      "step_id": 46,
+      "timestamp": "2026-08-03T12:31:56.705Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0046_20260803_123156_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0046_20260803_123156_before.webp",
+      "after_image_path": "vision/frames/step_0046_20260803_123156_after.webp",
+      "raw_command": "Moved cursor to at X=250, Y=228",
+      "converted_command": "Move-cursor at (250, 228)"
+    },
+    {
+      "step_id": 47,
+      "timestamp": "2026-08-03T12:32:02.303Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0047_20260803_123202_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0047_20260803_123202_before.webp",
+      "after_image_path": "vision/frames/step_0047_20260803_123202_after.webp",
+      "raw_command": "Moved cursor to at X=520, Y=272",
+      "converted_command": "Move-cursor at (520, 272)"
+    },
+    {
+      "step_id": 48,
+      "timestamp": "2026-08-03T12:32:05.725Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0048_20260803_123205_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0048_20260803_123205_before.webp",
+      "after_image_path": "vision/frames/step_0048_20260803_123205_after.webp",
+      "raw_command": "Left-clicked at X=520, Y=272",
+      "converted_command": "Left-click at (520, 272)"
+    },
+    {
+      "step_id": 49,
+      "timestamp": "2026-08-03T12:33:48.984Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0049_20260803_123348_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0049_20260803_123348_before.webp",
+      "after_image_path": "vision/frames/step_0049_20260803_123348_after.webp",
+      "raw_command": "Pressed: Cmd+S",
+      "converted_command": "Press: Cmd+S"
+    },
+    {
+      "step_id": 50,
+      "timestamp": "2026-08-03T12:34:24.082Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0050_20260803_123424_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0050_20260803_123424_before.webp",
+      "after_image_path": "vision/frames/step_0050_20260803_123424_after.webp",
+      "raw_command": "Typed: sales-chart",
+      "converted_command": "Type: sales-chart"
+    },
+    {
+      "step_id": 51,
+      "timestamp": "2026-08-03T12:34:28.116Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0051_20260803_123428_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0051_20260803_123428_before.webp",
+      "after_image_path": "vision/frames/step_0051_20260803_123428_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 52,
+      "timestamp": "2026-08-03T12:34:56.864Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0052_20260803_123456_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0052_20260803_123456_before.webp",
+      "after_image_path": "vision/frames/step_0052_20260803_123456_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/numbers-bar-chart/reasoning/reasoning.jsonl b/data/sessions/numbers-bar-chart/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b4716b23156e22490976ac6893ae1438c2841d48
--- /dev/null
+++ b/data/sessions/numbers-bar-chart/reasoning/reasoning.jsonl
@@ -0,0 +1,52 @@
+{"step_id": 1, "timestamp_action": "2026-08-03T12:28:16.657Z", "timestamp_annotated": "2026-08-19T14:18:25.826738+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+space", "converted_command": "Press: Cmd+space", "image_path": "vision/frames/step_0001_20260803_122816_at.webp", "reasoning": "The task is to build a small Month/Sales table in Numbers and chart it as a 2D bar chart, then save it, so Numbers has to be launched first. The desktop is bare and Numbers is not in the Dock, so there is no icon to click — press ⌘Space (Cmd+space) to open Spotlight, which finds an application by name.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-08-03T12:28:20.421Z", "timestamp_annotated": "2026-08-19T14:18:25.827057+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: numbers", "converted_command": "Type: numbers", "image_path": "vision/frames/step_0002_20260803_122820_at.webp", "reasoning": "Type `numbers` to search for the application. Spotlight promotes its best match to the top of the list as the characters arrive, rendering it as an inline `— Open` chip with the Numbers icon; that chip is the confirmation that Return will launch the app.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-08-03T12:28:23.999Z", "timestamp_annotated": "2026-08-19T14:18:25.827422+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260803_122823_at.webp", "reasoning": "After typing `numbers` Press Return to launch the highlighted top hit.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-08-03T12:28:33.746Z", "timestamp_annotated": "2026-08-19T14:18:25.827837+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=786, Y=667", "converted_command": "Double-click at (786, 667)", "image_path": "vision/frames/step_0004_20260803_122833_at.webp", "reasoning": "Numbers opens the **Choose a Template** chooser rather than a document, so a template has to be picked before anything can be typed. Move the cursor and Double-click the `Blank` tile in the `Recents` row. Double-clicking the tile opens it directly, which does in one action what selecting it and pressing `Create` would take two to do. `Blank` is the right choice because the task builds its own table rather than filling in a pre-made layout.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-08-03T12:28:49.179Z", "timestamp_annotated": "2026-08-19T14:18:25.828222+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=382, Y=38", "converted_command": "Move-cursor at (382, 38)", "image_path": "vision/frames/step_0005_20260803_122849_at.webp", "reasoning": "The chart added later sits below the table and needs room to be visible, so the window is enlarged before any data is entered rather than after. Move the cursor onto the green window button at the top-left of the window; hovering it opens the window-management popover without clicking.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-08-03T12:28:52.631Z", "timestamp_annotated": "2026-08-19T14:18:25.828680+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=387, Y=186", "converted_command": "Move-cursor at (387, 186)", "image_path": "vision/frames/step_0006_20260803_122852_at.webp", "reasoning": "The popover offers a `Move & Resize` row of tiling options and a `Fill & Arrange` row. Move the cursor onto the first `Fill & Arrange` icon — Fill — which expands the window to the full screen while leaving the menu bar and Dock in place. Full Screen, on the row below, would hide both and change how every later menu step behaves.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-08-03T12:28:56.145Z", "timestamp_annotated": "2026-08-19T14:18:25.829102+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=387, Y=186", "converted_command": "Left-click at (387, 186)", "image_path": "vision/frames/step_0007_20260803_122856_at.webp", "reasoning": "Move the cursor and Left-click Fill to apply it. The window now occupies the whole screen, so the table and the chart beneath it can both be on screen at once.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-08-03T12:29:02.591Z", "timestamp_annotated": "2026-08-19T14:18:25.829631+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=94, Y=70", "converted_command": "Move-cursor at (94, 70)", "image_path": "vision/frames/step_0008_20260803_122902_at.webp", "reasoning": "A wider window is not enough on its own: at the default zoom the chart would still fall below the visible area. Move the cursor onto the zoom control in the toolbar, which reads `125% ⌄`.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-08-03T12:29:06.129Z", "timestamp_annotated": "2026-08-19T14:18:25.830084+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=94, Y=70", "converted_command": "Left-click at (94, 70)", "image_path": "vision/frames/step_0009_20260803_122906_at.webp", "reasoning": "Move the cursor and Left-click the zoom control to open its list of preset magnifications.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-08-03T12:29:11.539Z", "timestamp_annotated": "2026-08-19T14:18:25.830644+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=102, Y=150", "converted_command": "Move-cursor at (102, 150)", "image_path": "vision/frames/step_0010_20260803_122911_at.webp", "reasoning": "The list runs `25%`, `50%`, `75%`, `100%`, `125%` (ticked), `150%`, `200%`. Move the cursor onto **`75%`** — small enough to fit the table and the chart together, without shrinking the text so far that the values cannot be read back.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-08-03T12:29:14.986Z", "timestamp_annotated": "2026-08-19T14:18:25.831121+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=102, Y=150", "converted_command": "Left-click at (102, 150)", "image_path": "vision/frames/step_0011_20260803_122914_at.webp", "reasoning": "Move the cursor and Left-click `75%` to apply it. The window setup is now finished, and everything after this is data entry, so no later step has to disturb the view.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-08-03T12:29:49.070Z", "timestamp_annotated": "2026-08-19T14:18:25.831692+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Left", "converted_command": "Press: Left", "image_path": "vision/frames/step_0012_20260803_122949_at.webp", "reasoning": "Data entry starts at A1, but the Blank template has both a header row and a header column, so the selection lands on **B2** rather than A1 when the document opens. Press Left to move one cell left, from B2 to A2.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-08-03T12:29:52.118Z", "timestamp_annotated": "2026-08-19T14:18:25.832191+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0013_20260803_122952_at.webp", "reasoning": "Press Up to move from A2 to A1, the top-left cell. Left then Up is a safe way to reach A1 from the opening position because both keys stop at the edge — pressing either again at the corner does nothing rather than wrapping.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-08-03T12:29:55.163Z", "timestamp_annotated": "2026-08-19T14:18:25.832748+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Month", "converted_command": "Type: Month", "image_path": "vision/frames/step_0014_20260803_122955_at.webp", "reasoning": "Type `Month` into A1 as the first column's heading. A1 is a header cell, so Numbers renders it bold on a grey fill automatically; no formatting command is needed anywhere in this task.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-08-03T12:29:58.251Z", "timestamp_annotated": "2026-08-19T14:18:25.833264+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0015_20260803_122958_at.webp", "reasoning": "After typing `Month` Press Return to commit `Month` and move down to A2. Return both commits the cell and advances the selection one row, which is what lets the whole column be typed without touching the mouse.", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-08-03T12:30:01.503Z", "timestamp_annotated": "2026-08-19T14:18:25.833845+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: January", "converted_command": "Type: January", "image_path": "vision/frames/step_0016_20260803_123001_at.webp", "reasoning": "Type `January` into A2, the first data row's month label.", "skipped": false}
+{"step_id": 17, "timestamp_action": "2026-08-03T12:30:04.582Z", "timestamp_annotated": "2026-08-19T14:18:25.834384+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0017_20260803_123004_at.webp", "reasoning": "After typing `January` Press Return to commit `January` and move down to A3.", "skipped": false}
+{"step_id": 18, "timestamp_action": "2026-08-03T12:30:07.648Z", "timestamp_annotated": "2026-08-19T14:18:25.835081+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: February", "converted_command": "Type: February", "image_path": "vision/frames/step_0018_20260803_123007_at.webp", "reasoning": "Type `February` into A3.", "skipped": false}
+{"step_id": 19, "timestamp_action": "2026-08-03T12:30:10.699Z", "timestamp_annotated": "2026-08-19T14:18:25.835862+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0019_20260803_123010_at.webp", "reasoning": "After typing `February` Press Return to commit `February` and move down to A4.", "skipped": false}
+{"step_id": 20, "timestamp_action": "2026-08-03T12:30:13.773Z", "timestamp_annotated": "2026-08-19T14:18:25.836554+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: March", "converted_command": "Type: March", "image_path": "vision/frames/step_0020_20260803_123013_at.webp", "reasoning": "Type `March` into A4, the last of the three months.", "skipped": false}
+{"step_id": 21, "timestamp_action": "2026-08-03T12:30:16.802Z", "timestamp_annotated": "2026-08-19T14:18:25.837168+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0021_20260803_123016_at.webp", "reasoning": "After typing `March` Press Return to commit `March`. The selection moves down to A5, one row below the data — column A is complete, so the next task is to get back to the top and across to column B.", "skipped": false}
+{"step_id": 22, "timestamp_action": "2026-08-03T12:30:19.876Z", "timestamp_annotated": "2026-08-19T14:18:25.837806+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0022_20260803_123019_at.webp", "reasoning": "Press Up to move from A5 to A4. The return journey is made with four separate Up presses rather than a jump, so each one is its own recorded step.", "skipped": false}
+{"step_id": 23, "timestamp_action": "2026-08-03T12:30:22.801Z", "timestamp_annotated": "2026-08-19T14:18:25.838410+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0023_20260803_123022_at.webp", "reasoning": "Press Up again, from A4 to A3.", "skipped": false}
+{"step_id": 24, "timestamp_action": "2026-08-03T12:30:25.918Z", "timestamp_annotated": "2026-08-19T14:18:25.839081+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0024_20260803_123025_at.webp", "reasoning": "Press Up again, from A3 to A2.", "skipped": false}
+{"step_id": 25, "timestamp_action": "2026-08-03T12:30:28.913Z", "timestamp_annotated": "2026-08-19T14:18:25.839749+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0025_20260803_123028_at.webp", "reasoning": "Press Up a fourth time, from A2 to A1 — back at the top-left cell. A further Up here would do nothing, since the selection is already at the edge.", "skipped": false}
+{"step_id": 26, "timestamp_action": "2026-08-03T12:30:32.027Z", "timestamp_annotated": "2026-08-19T14:18:25.840379+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Right", "converted_command": "Press: Right", "image_path": "vision/frames/step_0026_20260803_123032_at.webp", "reasoning": "Press Right to move from A1 to B1, the head of the second column.", "skipped": false}
+{"step_id": 27, "timestamp_action": "2026-08-03T12:30:35.016Z", "timestamp_annotated": "2026-08-19T14:18:25.841080+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Sales", "converted_command": "Type: Sales", "image_path": "vision/frames/step_0027_20260803_123035_at.webp", "reasoning": "Type `Sales` into B1 as the second column's heading. Like A1 it is a header cell, so it renders bold on grey without any styling step. This heading matters beyond appearance: the chart inserted later uses it as the series name in its legend.", "skipped": false}
+{"step_id": 28, "timestamp_action": "2026-08-03T12:30:38.033Z", "timestamp_annotated": "2026-08-19T14:18:25.841771+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0028_20260803_123038_at.webp", "reasoning": "After typing `Sales` Press Return to commit `Sales` and move down to B2.", "skipped": false}
+{"step_id": 29, "timestamp_action": "2026-08-03T12:30:41.016Z", "timestamp_annotated": "2026-08-19T14:18:25.842435+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 120", "converted_command": "Type: 120", "image_path": "vision/frames/step_0029_20260803_123041_at.webp", "reasoning": "Type `120` into B2, January's figure. Numbers reads it as a number rather than text — it right-aligns in the cell — which is what makes it chartable.", "skipped": false}
+{"step_id": 30, "timestamp_action": "2026-08-03T12:30:44.118Z", "timestamp_annotated": "2026-08-19T14:18:25.843208+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0030_20260803_123044_at.webp", "reasoning": "After typing `120` Press Return to commit `120` and move down to B3.", "skipped": false}
+{"step_id": 31, "timestamp_action": "2026-08-03T12:30:47.192Z", "timestamp_annotated": "2026-08-19T14:18:25.843947+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 340", "converted_command": "Type: 340", "image_path": "vision/frames/step_0031_20260803_123047_at.webp", "reasoning": "Type `340` into B3, February's figure.", "skipped": false}
+{"step_id": 32, "timestamp_action": "2026-08-03T12:30:50.296Z", "timestamp_annotated": "2026-08-19T14:18:25.844721+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0032_20260803_123050_at.webp", "reasoning": "After typing `340` Press Return to commit `340` and move down to B4.", "skipped": false}
+{"step_id": 33, "timestamp_action": "2026-08-03T12:30:53.324Z", "timestamp_annotated": "2026-08-19T14:18:25.845416+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 210", "converted_command": "Type: 210", "image_path": "vision/frames/step_0033_20260803_123053_at.webp", "reasoning": "Type `210` into B4, March's figure and the last cell of data.", "skipped": false}
+{"step_id": 34, "timestamp_action": "2026-08-03T12:30:56.281Z", "timestamp_annotated": "2026-08-19T14:18:25.846166+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0034_20260803_123056_at.webp", "reasoning": "After typing `210` Press Return to commit `210`. The selection moves to B5, below the data. The table is now complete: `Month` / `Sales` headings over three months and three values.", "skipped": false}
+{"step_id": 35, "timestamp_action": "2026-08-03T12:30:59.335Z", "timestamp_annotated": "2026-08-19T14:18:25.846909+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0035_20260803_123059_at.webp", "reasoning": "The chart is built from a selected range, so the selection has to be walked back to A1 before the range can be extended. Press Up to move from B5 to B4.", "skipped": false}
+{"step_id": 36, "timestamp_action": "2026-08-03T12:31:02.465Z", "timestamp_annotated": "2026-08-19T14:18:25.847714+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0036_20260803_123102_at.webp", "reasoning": "Press Up again, from B4 to B3.", "skipped": false}
+{"step_id": 37, "timestamp_action": "2026-08-03T12:31:05.466Z", "timestamp_annotated": "2026-08-19T14:18:25.848446+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0037_20260803_123105_at.webp", "reasoning": "Press Up again, from B3 to B2.", "skipped": false}
+{"step_id": 38, "timestamp_action": "2026-08-03T12:31:08.516Z", "timestamp_annotated": "2026-08-19T14:18:25.849227+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0038_20260803_123108_at.webp", "reasoning": "Press Up a fourth time, from B2 to B1.", "skipped": false}
+{"step_id": 39, "timestamp_action": "2026-08-03T12:31:11.468Z", "timestamp_annotated": "2026-08-19T14:18:25.850014+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Left", "converted_command": "Press: Left", "image_path": "vision/frames/step_0039_20260803_123111_at.webp", "reasoning": "Press Left to move from B1 to A1. The selection is now a single cell at the top-left corner of the data, which is the anchor the range will grow from.", "skipped": false}
+{"step_id": 40, "timestamp_action": "2026-08-03T12:31:14.750Z", "timestamp_annotated": "2026-08-19T14:18:25.850798+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Shift+Right", "converted_command": "Press: Shift+Right", "image_path": "vision/frames/step_0040_20260803_123114_at.webp", "reasoning": "Press ⇧Right (Shift+Right) to extend the selection one column right, making it A1:B1. Holding Shift grows the selection from the anchor instead of moving it, which is the difference between selecting a range and just walking across it.", "skipped": false}
+{"step_id": 41, "timestamp_action": "2026-08-03T12:31:17.679Z", "timestamp_annotated": "2026-08-19T14:18:25.851604+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Shift+Down", "converted_command": "Press: Shift+Down", "image_path": "vision/frames/step_0041_20260803_123117_at.webp", "reasoning": "Press ⇧Down (Shift+Down) to extend the selection down one row, to A1:B2 — now covering January's row.", "skipped": false}
+{"step_id": 42, "timestamp_action": "2026-08-03T12:31:20.757Z", "timestamp_annotated": "2026-08-19T14:18:25.852482+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Shift+Down", "converted_command": "Press: Shift+Down", "image_path": "vision/frames/step_0042_20260803_123120_at.webp", "reasoning": "Press ⇧Down (Shift+Down) again, extending to A1:B3 to take in February.", "skipped": false}
+{"step_id": 43, "timestamp_action": "2026-08-03T12:31:23.727Z", "timestamp_annotated": "2026-08-19T14:18:25.853314+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Shift+Down", "converted_command": "Press: Shift+Down", "image_path": "vision/frames/step_0043_20260803_123123_at.webp", "reasoning": "Press ⇧Down (Shift+Down) a third time, extending to **A1:B4** — the whole table including its heading row. Including row 1 is deliberate: the headings become the chart's category labels and series name, so a selection starting at A2 would produce a chart with unlabelled bars.", "skipped": false}
+{"step_id": 44, "timestamp_action": "2026-08-03T12:31:49.895Z", "timestamp_annotated": "2026-08-19T14:18:25.854164+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=234, Y=10", "converted_command": "Move-cursor at (234, 10)", "image_path": "vision/frames/step_0044_20260803_123149_at.webp", "reasoning": "With the range selected, move the cursor onto the `Insert` menu in the menu bar. Moving to the target and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 45, "timestamp_action": "2026-08-03T12:31:53.311Z", "timestamp_annotated": "2026-08-19T14:18:25.855194+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=234, Y=10", "converted_command": "Left-click at (234, 10)", "image_path": "vision/frames/step_0045_20260803_123153_at.webp", "reasoning": "Move the cursor and Left-click `Insert` to open the menu. Its top entries — `Line Break`, `Column Break`, `Page Number` and the rest — are dimmed because they only apply while editing text; the object items further down are the live ones.", "skipped": false}
+{"step_id": 46, "timestamp_action": "2026-08-03T12:31:56.705Z", "timestamp_annotated": "2026-08-19T14:18:25.856234+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=250, Y=228", "converted_command": "Move-cursor at (250, 228)", "image_path": "vision/frames/step_0046_20260803_123156_at.webp", "reasoning": "Move the cursor onto `Chart ›` in the object group. Its submenu opens on hover alone, so no click is needed here — clicking a parent item that already has a submenu risks dismissing the menu instead of opening it.", "skipped": false}
+{"step_id": 47, "timestamp_action": "2026-08-03T12:32:02.303Z", "timestamp_annotated": "2026-08-19T14:18:25.857107+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=520, Y=272", "converted_command": "Move-cursor at (520, 272)", "image_path": "vision/frames/step_0047_20260803_123202_at.webp", "reasoning": "The submenu lists `2D Column`, `2D Stacked Column`, `2D Bar`, `2D Stacked Bar`, `2D Line`, `2D Area`. Move the cursor onto **`2D Bar`**, the third entry. `2D Bar` draws horizontal bars while `2D Column` draws vertical ones — they sit next to each other and are easy to confuse, so the highlight landing on the right row is what to check before clicking.", "skipped": false}
+{"step_id": 48, "timestamp_action": "2026-08-03T12:32:05.725Z", "timestamp_annotated": "2026-08-19T14:18:25.857985+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=520, Y=272", "converted_command": "Left-click at (520, 272)", "image_path": "vision/frames/step_0048_20260803_123205_at.webp", "reasoning": "Move the cursor and Left-click `2D Bar` to insert the chart. Numbers builds it from the range that was already selected, so the chart appears below the table with `Sales` as its series name and the month names as its category labels — nothing further has to be configured, and the labels appearing is the confirmation that row 1 was included in the selection.", "skipped": false}
+{"step_id": 49, "timestamp_action": "2026-08-03T12:33:48.984Z", "timestamp_annotated": "2026-08-19T14:18:25.858873+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+S", "converted_command": "Press: Cmd+S", "image_path": "vision/frames/step_0049_20260803_123348_at.webp", "reasoning": "Press ⌘S (Cmd+S) to save. The document has never been written to disk — its title is still `Untitled` — so this opens a save sheet rather than saving silently.", "skipped": false}
+{"step_id": 50, "timestamp_action": "2026-08-03T12:34:24.082Z", "timestamp_annotated": "2026-08-19T14:18:25.859840+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: sales-chart", "converted_command": "Type: sales-chart", "image_path": "vision/frames/step_0050_20260803_123424_at.webp", "reasoning": "The sheet's `Save As:` field is pre-filled `Untitled` with the text already selected, so typing replaces it outright. Type `sales-chart` as the document's name. The `Where:` location is left at its default, `Documents`.", "skipped": false}
+{"step_id": 51, "timestamp_action": "2026-08-03T12:34:28.116Z", "timestamp_annotated": "2026-08-19T14:18:25.860767+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0051_20260803_123428_at.webp", "reasoning": "After typing `sales-chart` Press Return to save. `Save` is the sheet's default button, so Return activates it without the pointer travelling there. The title bar changes from `Untitled — Edited` to `sales-chart` with no `Edited` marker, which is the confirmation that the file was written rather than the sheet merely dismissed.", "skipped": false}
+{"step_id": 52, "timestamp_action": "2026-08-03T12:34:56.864Z", "timestamp_annotated": "2026-08-19T14:18:25.861717+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0052_20260803_123456_at.webp", "reasoning": "The document is saved, so press ⌘Q (Cmd+Q) to quit Numbers. Quitting with the save already committed means no \"do you want to save\" prompt appears — had the previous step not completed, ⌘Q would have raised one instead of quitting.", "skipped": false}
diff --git a/data/sessions/numbers-bar-chart/sync_log.json b/data/sessions/numbers-bar-chart/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..755e11501323e42d50c18077170b8e01b8f86261
--- /dev/null
+++ b/data/sessions/numbers-bar-chart/sync_log.json
@@ -0,0 +1,1132 @@
+{
+  "session_id": "19329d72-f27e-432f-a083-77443f131014",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260803_122816_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/vision/frames/step_0001_20260803_122816_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260803_122816_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/vision/frames/step_0001_20260803_122816_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260803_122816_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/vision/frames/step_0001_20260803_122816_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "metadata.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/metadata.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260803_122820_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/vision/frames/step_0002_20260803_122820_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260803_122820_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/vision/frames/step_0002_20260803_122820_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260803_122820_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/numbers-bar-chart/vision/frames/step_0002_20260803_122820_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
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+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:09:16.465Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
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+    "error_message": "",
+    "execution_time_ms": 243,
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+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: 340",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:09:20.012Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 229,
+    "is_heartbeat": false,
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+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:09:23.577Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 252,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: 120",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:09:27.168Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 225,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:09:30.687Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 273,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: 210",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:09:34.156Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 261,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:09:37.702Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 240,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 553,
+    "mouse_y": 130,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=553, Y=130",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:10:21.360Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 195,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 603,
+    "mouse_y": 131,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=603, Y=131",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:10:24.792Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 181,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 603,
+    "mouse_y": 131,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=603, Y=131",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:10:28.234Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 266,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 669,
+    "mouse_y": 184,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=669, Y=184",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:10:33.769Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 221,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 669,
+    "mouse_y": 184,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=669, Y=184",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:10:37.307Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 174,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1456,
+    "mouse_y": 441,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1456, Y=441",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:11:08.858Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 258,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1456,
+    "mouse_y": 441,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1456, Y=441",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:11:12.344Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 247,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: 0",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:11:18.118Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 266,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:11:21.785Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 155,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1371,
+    "mouse_y": 441,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=1371, Y=441",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:11:27.250Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 327,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1371,
+    "mouse_y": 441,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1371, Y=441",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:11:30.871Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 245,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: 0",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:11:36.447Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 240,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:11:40.040Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 257,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 352,
+    "mouse_y": 196,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=352, Y=196",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:12:10.125Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 204,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 352,
+    "mouse_y": 196,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=352, Y=196",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:12:13.603Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 508,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+B",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:12:19.362Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 481,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+S",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:13:09.576Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 646,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: sort-bold-header",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:13:17.054Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 262,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:13:21.142Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 477,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T13:13:31.405Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/numbers-sort-bold-header/commands/cc_commands.json b/data/sessions/numbers-sort-bold-header/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..43619e3d2415dd364829fc59f8bc2ca6d232d7be
--- /dev/null
+++ b/data/sessions/numbers-sort-bold-header/commands/cc_commands.json
@@ -0,0 +1,237 @@
+[
+  {
+    "command": "press {Cmd+space}",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type numbers",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "786 667 double",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Left}",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "type Item",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "type Apples",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "type Bananas",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "type Cherries",
+    "os": "MACOS",
+    "step_id": 13
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 14
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 15
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 16
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 17
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 18
+  },
+  {
+    "command": "press {Right}",
+    "os": "MACOS",
+    "step_id": 19
+  },
+  {
+    "command": "type Amount",
+    "os": "MACOS",
+    "step_id": 20
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 21
+  },
+  {
+    "command": "type 340",
+    "os": "MACOS",
+    "step_id": 22
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 23
+  },
+  {
+    "command": "type 120",
+    "os": "MACOS",
+    "step_id": 24
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 25
+  },
+  {
+    "command": "type 210",
+    "os": "MACOS",
+    "step_id": 26
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 27
+  },
+  {
+    "command": "553 130 move",
+    "os": "MACOS",
+    "step_id": 28
+  },
+  {
+    "command": "603 131 move",
+    "os": "MACOS",
+    "step_id": 29
+  },
+  {
+    "command": "603 131 left",
+    "os": "MACOS",
+    "step_id": 30
+  },
+  {
+    "command": "669 184 move",
+    "os": "MACOS",
+    "step_id": 31
+  },
+  {
+    "command": "669 184 left",
+    "os": "MACOS",
+    "step_id": 32
+  },
+  {
+    "command": "1456 441 move",
+    "os": "MACOS",
+    "step_id": 33
+  },
+  {
+    "command": "1456 441 left",
+    "os": "MACOS",
+    "step_id": 34
+  },
+  {
+    "command": "type 0",
+    "os": "MACOS",
+    "step_id": 35
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 36
+  },
+  {
+    "command": "1371 441 move",
+    "os": "MACOS",
+    "step_id": 37
+  },
+  {
+    "command": "1371 441 left",
+    "os": "MACOS",
+    "step_id": 38
+  },
+  {
+    "command": "type 0",
+    "os": "MACOS",
+    "step_id": 39
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 40
+  },
+  {
+    "command": "352 196 move",
+    "os": "MACOS",
+    "step_id": 41
+  },
+  {
+    "command": "352 196 left",
+    "os": "MACOS",
+    "step_id": 42
+  },
+  {
+    "command": "press {Cmd+B}",
+    "os": "MACOS",
+    "step_id": 43
+  },
+  {
+    "command": "press {Cmd+S}",
+    "os": "MACOS",
+    "step_id": 44
+  },
+  {
+    "command": "type sort-bold-header",
+    "os": "MACOS",
+    "step_id": 45
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 46
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 47
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/numbers-sort-bold-header/commands/converted_input.md b/data/sessions/numbers-sort-bold-header/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..ea730f01e9f77be951f50dddf6428b2aa6de0a26
--- /dev/null
+++ b/data/sessions/numbers-sort-bold-header/commands/converted_input.md
@@ -0,0 +1,53 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-08-03 13:07:44 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-08-03T13:07:44.209Z | Press: Cmd+space |
+|    2 | 2026-08-03T13:07:47.742Z | Type: numbers |
+|    3 | 2026-08-03T13:07:51.343Z | Press: Enter |
+|    4 | 2026-08-03T13:08:01.089Z | Double-click at (786, 667) |
+|    5 | 2026-08-03T13:08:18.681Z | Press: Left |
+|    6 | 2026-08-03T13:08:22.284Z | Press: Up |
+|    7 | 2026-08-03T13:08:25.875Z | Type: Item |
+|    8 | 2026-08-03T13:08:29.827Z | Press: Enter |
+|    9 | 2026-08-03T13:08:33.411Z | Type: Apples |
+|   10 | 2026-08-03T13:08:36.982Z | Press: Enter |
+|   11 | 2026-08-03T13:08:40.564Z | Type: Bananas |
+|   12 | 2026-08-03T13:08:44.205Z | Press: Enter |
+|   13 | 2026-08-03T13:08:47.852Z | Type: Cherries |
+|   14 | 2026-08-03T13:08:51.437Z | Press: Enter |
+|   15 | 2026-08-03T13:08:55.016Z | Press: Up |
+|   16 | 2026-08-03T13:08:58.515Z | Press: Up |
+|   17 | 2026-08-03T13:09:02.155Z | Press: Up |
+|   18 | 2026-08-03T13:09:05.706Z | Press: Up |
+|   19 | 2026-08-03T13:09:09.343Z | Press: Right |
+|   20 | 2026-08-03T13:09:12.894Z | Type: Amount |
+|   21 | 2026-08-03T13:09:16.465Z | Press: Enter |
+|   22 | 2026-08-03T13:09:20.012Z | Type: 340 |
+|   23 | 2026-08-03T13:09:23.577Z | Press: Enter |
+|   24 | 2026-08-03T13:09:27.168Z | Type: 120 |
+|   25 | 2026-08-03T13:09:30.687Z | Press: Enter |
+|   26 | 2026-08-03T13:09:34.156Z | Type: 210 |
+|   27 | 2026-08-03T13:09:37.702Z | Press: Enter |
+|   28 | 2026-08-03T13:10:21.360Z | Move-cursor at (553, 130) |
+|   29 | 2026-08-03T13:10:24.792Z | Move-cursor at (603, 131) |
+|   30 | 2026-08-03T13:10:28.234Z | Left-click at (603, 131) |
+|   31 | 2026-08-03T13:10:33.769Z | Move-cursor at (669, 184) |
+|   32 | 2026-08-03T13:10:37.307Z | Left-click at (669, 184) |
+|   33 | 2026-08-03T13:11:08.858Z | Move-cursor at (1456, 441) |
+|   34 | 2026-08-03T13:11:12.344Z | Left-click at (1456, 441) |
+|   35 | 2026-08-03T13:11:18.118Z | Type: 0 |
+|   36 | 2026-08-03T13:11:21.785Z | Press: Enter |
+|   37 | 2026-08-03T13:11:27.250Z | Move-cursor at (1371, 441) |
+|   38 | 2026-08-03T13:11:30.871Z | Left-click at (1371, 441) |
+|   39 | 2026-08-03T13:11:36.447Z | Type: 0 |
+|   40 | 2026-08-03T13:11:40.040Z | Press: Enter |
+|   41 | 2026-08-03T13:12:10.125Z | Move-cursor at (352, 196) |
+|   42 | 2026-08-03T13:12:13.603Z | Left-click at (352, 196) |
+|   43 | 2026-08-03T13:12:19.362Z | Press: Cmd+B |
+|   44 | 2026-08-03T13:13:09.576Z | Press: Cmd+S |
+|   45 | 2026-08-03T13:13:17.054Z | Type: sort-bold-header |
+|   46 | 2026-08-03T13:13:21.142Z | Press: Enter |
+|   47 | 2026-08-03T13:13:31.405Z | Press: Cmd+Q |
diff --git a/data/sessions/numbers-sort-bold-header/commands/raw_input.md b/data/sessions/numbers-sort-bold-header/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..48366ee2d85270d185f19732fb8150e99dbdb1d0
--- /dev/null
+++ b/data/sessions/numbers-sort-bold-header/commands/raw_input.md
@@ -0,0 +1,53 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-08-03 13:07:44 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-08-03T13:07:44.209Z | Pressed: Cmd+space |
+|    2 | 2026-08-03T13:07:47.742Z | Typed: numbers |
+|    3 | 2026-08-03T13:07:51.343Z | Pressed: Return |
+|    4 | 2026-08-03T13:08:01.089Z | Double-clicked at X=786, Y=667 |
+|    5 | 2026-08-03T13:08:18.681Z | Pressed: Left |
+|    6 | 2026-08-03T13:08:22.284Z | Pressed: Up |
+|    7 | 2026-08-03T13:08:25.875Z | Typed: Item |
+|    8 | 2026-08-03T13:08:29.827Z | Pressed: Return |
+|    9 | 2026-08-03T13:08:33.411Z | Typed: Apples |
+|   10 | 2026-08-03T13:08:36.982Z | Pressed: Return |
+|   11 | 2026-08-03T13:08:40.564Z | Typed: Bananas |
+|   12 | 2026-08-03T13:08:44.205Z | Pressed: Return |
+|   13 | 2026-08-03T13:08:47.852Z | Typed: Cherries |
+|   14 | 2026-08-03T13:08:51.437Z | Pressed: Return |
+|   15 | 2026-08-03T13:08:55.016Z | Pressed: Up |
+|   16 | 2026-08-03T13:08:58.515Z | Pressed: Up |
+|   17 | 2026-08-03T13:09:02.155Z | Pressed: Up |
+|   18 | 2026-08-03T13:09:05.706Z | Pressed: Up |
+|   19 | 2026-08-03T13:09:09.343Z | Pressed: Right |
+|   20 | 2026-08-03T13:09:12.894Z | Typed: Amount |
+|   21 | 2026-08-03T13:09:16.465Z | Pressed: Return |
+|   22 | 2026-08-03T13:09:20.012Z | Typed: 340 |
+|   23 | 2026-08-03T13:09:23.577Z | Pressed: Return |
+|   24 | 2026-08-03T13:09:27.168Z | Typed: 120 |
+|   25 | 2026-08-03T13:09:30.687Z | Pressed: Return |
+|   26 | 2026-08-03T13:09:34.156Z | Typed: 210 |
+|   27 | 2026-08-03T13:09:37.702Z | Pressed: Return |
+|   28 | 2026-08-03T13:10:21.360Z | Moved cursor to at X=553, Y=130 |
+|   29 | 2026-08-03T13:10:24.792Z | Moved cursor to at X=603, Y=131 |
+|   30 | 2026-08-03T13:10:28.234Z | Left-clicked at X=603, Y=131 |
+|   31 | 2026-08-03T13:10:33.769Z | Moved cursor to at X=669, Y=184 |
+|   32 | 2026-08-03T13:10:37.307Z | Left-clicked at X=669, Y=184 |
+|   33 | 2026-08-03T13:11:08.858Z | Moved cursor to at X=1456, Y=441 |
+|   34 | 2026-08-03T13:11:12.344Z | Left-clicked at X=1456, Y=441 |
+|   35 | 2026-08-03T13:11:18.118Z | Typed: 0 |
+|   36 | 2026-08-03T13:11:21.785Z | Pressed: Return |
+|   37 | 2026-08-03T13:11:27.250Z | Moved cursor to at X=1371, Y=441 |
+|   38 | 2026-08-03T13:11:30.871Z | Left-clicked at X=1371, Y=441 |
+|   39 | 2026-08-03T13:11:36.447Z | Typed: 0 |
+|   40 | 2026-08-03T13:11:40.040Z | Pressed: Return |
+|   41 | 2026-08-03T13:12:10.125Z | Moved cursor to at X=352, Y=196 |
+|   42 | 2026-08-03T13:12:13.603Z | Left-clicked at X=352, Y=196 |
+|   43 | 2026-08-03T13:12:19.362Z | Pressed: Cmd+B |
+|   44 | 2026-08-03T13:13:09.576Z | Pressed: Cmd+S |
+|   45 | 2026-08-03T13:13:17.054Z | Typed: sort-bold-header |
+|   46 | 2026-08-03T13:13:21.142Z | Pressed: Return |
+|   47 | 2026-08-03T13:13:31.405Z | Pressed: Cmd+Q |
diff --git a/data/sessions/numbers-sort-bold-header/memory.md b/data/sessions/numbers-sort-bold-header/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..f68b4384276874418b3760256fd4d2132dbc355c
--- /dev/null
+++ b/data/sessions/numbers-sort-bold-header/memory.md
@@ -0,0 +1,331 @@
+# Memory: numbers-sort-bold-header
+
+## Overview
+
+Build a small unsorted table in a spreadsheet, sort it ascending by its numeric column,
+and leave the heading row bold. Use this when a table has to be ordered by a column's
+values and its heading emphasised. The route types the table from the keyboard, sorts
+through the column's own menu, clears the sheet's header rows and columns so the heading
+is ordinary text, then selects row 1 and applies bold. The recorded trace leaves the
+amounts in 120/210/340 order with row 1 bold.
+
+## Prerequisites
+
+- A desktop environment with a spreadsheet application, and a way to launch it by name.
+- The table's contents decided in advance — every heading and every value, including
+  capitalisation. Nothing in these tasks reads the data back to check it.
+- An expectation that the application may open a template chooser rather than a blank
+  document, so a document has to be chosen before any cell can be typed into.
+- Entry performed from the keyboard rather than by clicking cells. A click enters a cell's
+  text-editing mode, and later arrow keys then move the text caret instead of the
+  selection, silently corrupting cells that already looked correct.
+- A known starting cell. A blank sheet does not necessarily open with the first cell
+  selected, so the selection has to be driven to a corner before typing begins — arrow
+  keys are no-ops at the edges, which is what makes that reliable.
+- Time for the application to finish loading before the first keystroke. Early keys are
+  swallowed, and a swallowed navigation key shifts an entire table by a row or a column.
+- A destination and file name for the saved document, and no existing file of that name.
+
+## Steps
+
+### Step 1 — Press: Cmd+space
+
+The task is to enter an unsorted two-column table in Numbers, sort it ascending by the Amount column and leave the header row bold, so Numbers has to be launched first. The desktop is bare and Numbers has no Dock icon, so press ⌘Space (Cmd+space) to bring up Spotlight, which locates an app by name without needing to know where it lives.
+
+![Step 1](vision/frames/step_0001_20260803_130744_at.webp)
+
+### Step 2 — Type: numbers
+
+Type `numbers` to narrow Spotlight to the app. The bare app name is used rather than a filename because this take creates its document from scratch; the search bar answers with an inline `— Open` chip and the green Numbers icon, which is the signal that Return will launch the app.
+
+![Step 2](vision/frames/step_0002_20260803_130747_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `numbers` Press Return to open the top hit. Numbers opens onto the **Choose a Template** chooser rather than a document, so the next action has to pick a template before any typing is possible.
+
+![Step 3](vision/frames/step_0003_20260803_130751_at.webp)
+
+### Step 4 — Double-click at (786, 667)
+
+Move the cursor and Double-click the **Blank** tile in the chooser's `Recents` row. Blank is required here because the task's data is deliberately unsorted and specific — a themed template would arrive with its own rows and its own header styling, both of which would have to be undone before the sort and the bold could mean anything. Double-clicking opens the tile without a trip to the `Create` button. The document itself only appears in step 5's before-frame, 17 s later; commands sent during that load are swallowed.
+
+![Step 4](vision/frames/step_0004_20260803_130801_at.webp)
+
+### Step 5 — Press: Left
+
+Move the selection from B2 to A2. The blank template carries one header row and one header column, so it opens on **B2**, and the table must be walked back to A1 before typing. Arrows, never a click: clicking a cell puts Numbers into text-edit mode that `{Escape}` will not leave, after which every arrow press moves the text caret instead of the selection.
+
+![Step 5](vision/frames/step_0005_20260803_130818_at.webp)
+
+### Step 6 — Press: Up
+
+Move up from A2 to A1. Both this and the preceding Left are no-ops if the selection is already at the edge, so the pair reliably parks on A1; the after-frame shows the selection box on A1 inside the darker header row.
+
+![Step 6](vision/frames/step_0006_20260803_130822_at.webp)
+
+### Step 7 — Type: Item
+
+Type the column-A heading `Item`. It renders bold immediately without any styling command, because A1 sits in the template's header row — worth noticing now, since the bold this task has to produce must be an *added* style, not this automatic one.
+
+![Step 7](vision/frames/step_0007_20260803_130825_at.webp)
+
+### Step 8 — Press: Enter
+
+Commit `Item` and drop the selection to A2. Return commits and moves down in Numbers, which is what lets a type/Return alternation walk a whole column before switching to the next.
+
+![Step 8](vision/frames/step_0008_20260803_130829_at.webp)
+
+### Step 9 — Type: Apples
+
+Type the first row label `Apples` into A2. The labels have to travel with their amounts when the sort runs — checking that `Apples` ends up beside 340 after the sort is what proves rows were reordered rather than just the numbers.
+
+![Step 9](vision/frames/step_0009_20260803_130833_at.webp)
+
+### Step 10 — Press: Enter
+
+Commit `Apples` and step down to A3.
+
+![Step 10](vision/frames/step_0010_20260803_130836_at.webp)
+
+### Step 11 — Type: Bananas
+
+Type the second row label `Bananas` into A3.
+
+![Step 11](vision/frames/step_0011_20260803_130840_at.webp)
+
+### Step 12 — Press: Enter
+
+Commit `Bananas` and step down to A4.
+
+![Step 12](vision/frames/step_0012_20260803_130844_at.webp)
+
+### Step 13 — Type: Cherries
+
+Type the third row label `Cherries` into A4. Three data rows is the whole table — unlike the SUM take there is no `Total` row here, since a total would be reordered by the sort along with the data.
+
+![Step 13](vision/frames/step_0013_20260803_130847_at.webp)
+
+### Step 14 — Press: Enter
+
+Commit `Cherries`. The selection drops to A5, one row past the data, which is the overshoot the next four Up presses have to undo.
+
+![Step 14](vision/frames/step_0014_20260803_130851_at.webp)
+
+### Step 15 — Press: Up
+
+Begin walking back to the top of the table: A5 → A4 (`Cherries`).
+
+![Step 15](vision/frames/step_0015_20260803_130855_at.webp)
+
+### Step 16 — Press: Up
+
+A4 → A3 (`Bananas`).
+
+![Step 16](vision/frames/step_0016_20260803_130858_at.webp)
+
+### Step 17 — Press: Up
+
+A3 → A2 (`Apples`).
+
+![Step 17](vision/frames/step_0017_20260803_130902_at.webp)
+
+### Step 18 — Press: Up
+
+A2 → A1 (`Item`). Four presses, not five as in the SUM take, because this table has three data rows rather than four; the after-frame confirms the selection is back on A1.
+
+![Step 18](vision/frames/step_0018_20260803_130905_at.webp)
+
+### Step 19 — Press: Right
+
+Move right from A1 to B1 to start the second column. The after-frame shows the selection on B1 with the column-B label highlighted in the header bar.
+
+![Step 19](vision/frames/step_0019_20260803_130909_at.webp)
+
+### Step 20 — Type: Amount
+
+Type the column-B heading `Amount`. This heading is what the column menu will later name back — the menu's `Add Category for "Amount"` entry quotes it — so it also serves as proof that the sort was aimed at the right column.
+
+![Step 20](vision/frames/step_0020_20260803_130912_at.webp)
+
+### Step 21 — Press: Enter
+
+Commit `Amount` and drop to B2, alongside `Apples`.
+
+![Step 21](vision/frames/step_0021_20260803_130916_at.webp)
+
+### Step 22 — Type: 340
+
+Type `340` as the Apples amount. The values are entered deliberately out of order — the largest first — so that a successful ascending sort visibly rearranges the table instead of leaving it looking untouched.
+
+![Step 22](vision/frames/step_0022_20260803_130920_at.webp)
+
+### Step 23 — Press: Enter
+
+Commit `340` and drop to B3, alongside `Bananas`.
+
+![Step 23](vision/frames/step_0023_20260803_130923_at.webp)
+
+### Step 24 — Type: 120
+
+Type `120` as the Bananas amount, the smallest value and the one that must end up in row 2 after the sort.
+
+![Step 24](vision/frames/step_0024_20260803_130927_at.webp)
+
+### Step 25 — Press: Enter
+
+Commit `120` and drop to B4, alongside `Cherries`.
+
+![Step 25](vision/frames/step_0025_20260803_130930_at.webp)
+
+### Step 26 — Type: 210
+
+Type `210` as the Cherries amount. Right alignment in the frame is the signal that all three figures were parsed as numbers; a text-typed value would sort lexically and could place 340 ahead of 120.
+
+![Step 26](vision/frames/step_0026_20260803_130934_at.webp)
+
+### Step 27 — Press: Enter
+
+Commit `210`, leaving the selection on the empty B5. The after-frame shows the finished input state: `Item`/`Amount` in row 1 and 340 / 120 / 210 running down column B, unsorted, which is the starting condition the sort has to fix.
+
+![Step 27](vision/frames/step_0027_20260803_130937_at.webp)
+
+### Step 28 — Move-cursor at (553, 130)
+
+Move the pointer onto the column-B header button without clicking. The chevron that opens the column menu is not drawn until the header is hovered, so this move is what makes the next target exist; the step-29 before-frame shows the header button turned green with a `▾` appearing at its right edge. Hovering is also deliberately not a click — clicking the header would select the whole column, a different state from the one the menu route needs.
+
+![Step 28](vision/frames/step_0028_20260803_131021_at.webp)
+
+### Step 29 — Move-cursor at (603, 131)
+
+Move onto the revealed chevron at the right edge of the column-B header. Splitting the approach into two moves matters on this rig: a click sent straight to a coordinate sometimes fails to land, so a move followed by a click at the same point is the reliable pattern, and the intermediate hover is what rendered the chevron in the first place.
+
+![Step 29](vision/frames/step_0029_20260803_131024_at.webp)
+
+### Step 30 — Left-click at (603, 131)
+
+Move the cursor and Click the chevron to open column B's menu. Going through this menu rather than dragging rows by hand is what makes the result a real sort: the menu reorders whole rows, keeping each fruit label attached to its amount, whereas moving cells by hand would separate them. The step-31 before-frame shows the menu open, headed by `Freeze Header Columns` with `Sort Ascending` and `Sort Descending` just below.
+
+![Step 30](vision/frames/step_0030_20260803_131028_at.webp)
+
+### Step 31 — Move-cursor at (669, 184)
+
+Move down onto `Sort Ascending`, the second item in the open menu. The menu opens with `Freeze Header Columns` under the pointer, so the pointer has to be walked off it before clicking — a click without this move would freeze columns instead of sorting. Ascending is the required direction: the task asks for 120 / 210 / 340.
+
+![Step 31](vision/frames/step_0031_20260803_131033_at.webp)
+
+### Step 32 — Left-click at (669, 184)
+
+Move the cursor and Click `Sort Ascending` to reorder the table by the Amount column. Sorting **before** the header row is removed is load-bearing: Numbers excludes a header row from the sort, so with the header still in place `Item` and `Amount` stay in row 1: had the headers been cleared first, row 1 would have been treated as data and the words would have been scattered in among the numbers. The result is not in this step's after-frame — step 33's before-frame shows `Bananas` 120 / `Cherries` 210 / `Apples` 340 with row 1 intact.
+
+![Step 32](vision/frames/step_0032_20260803_131037_at.webp)
+
+### Step 33 — Move-cursor at (1456, 441)
+
+Move to the middle stepper in the sidebar's `Headers & Footer` row. Its tooltip, visible in the frame, reads "Choose the number of header rows, or freeze them" — the three steppers are header columns, header rows, footer rows in that order, so identifying the middle one by tooltip rather than by position is what keeps this from hitting the wrong control.
+
+![Step 33](vision/frames/step_0033_20260803_131108_at.webp)
+
+### Step 34 — Left-click at (1456, 441)
+
+Move the cursor and Click into the header-rows field to put the caret in it. Numbers auto-bolds header rows, so with row 1 still a header the ⌘B this task needs would *remove* bold rather than add it; the header has to be demoted to an ordinary row first so the bold becomes an unmistakable addition.
+
+![Step 34](vision/frames/step_0034_20260803_131112_at.webp)
+
+### Step 35 — Type: 0
+
+Type `0` to set the header-row count to none. Zero rather than a decrement click because the field accepts a typed value directly and the target is absolute — the row must stop being a header entirely, not merely become one of fewer headers.
+
+![Step 35](vision/frames/step_0035_20260803_131118_at.webp)
+
+### Step 36 — Press: Enter
+
+After typing `0` Press Return to commit the value. The after-frame shows the middle stepper reading `0` while the first still reads `1` — the header row is gone, but column A is still a header, which the next pair of steps deals with.
+
+![Step 36](vision/frames/step_0036_20260803_131121_at.webp)
+
+### Step 37 — Move-cursor at (1371, 441)
+
+Move to the **first** stepper in the `Headers & Footer` row; its tooltip reads "Choose the number of header columns, or freeze them". Header columns have to be cleared too, not just rows: with column A left as a header, `Item` in A1 would stay bold no matter what, and ⌘B would visibly change only B1 — half a header row, which is not the artifact the task asks for.
+
+![Step 37](vision/frames/step_0037_20260803_131127_at.webp)
+
+### Step 38 — Left-click at (1371, 441)
+
+Move the cursor and Click into the header-columns field to place the caret. The move-then-click pair is used again here because a click sent directly to a coordinate is unreliable on this rig.
+
+![Step 38](vision/frames/step_0038_20260803_131130_at.webp)
+
+### Step 39 — Type: 0
+
+Type `0` to remove the header column.
+
+![Step 39](vision/frames/step_0039_20260803_131136_at.webp)
+
+### Step 40 — Press: Enter
+
+After typing `0` Press Return to commit it. All three steppers now read `0`, and the table in the following frame has lost its grey header shading entirely — `Item`, `Amount` and the fruit labels all render in plain weight, which is the clean baseline the bold has to be applied against.
+
+![Step 40](vision/frames/step_0040_20260803_131140_at.webp)
+
+### Step 41 — Move-cursor at (352, 196)
+
+Move to the row-1 gutter, the numbered strip to the left of the table. Selecting the row from its gutter is what puts *both* cells of the heading under one command; clicking a cell instead would select only that cell and bold half the header.
+
+![Step 41](vision/frames/step_0041_20260803_131210_at.webp)
+
+### Step 42 — Left-click at (352, 196)
+
+Move the cursor and Click the gutter to select the whole of row 1. The step-43 before-frame confirms it: a green band spans the full row with the gutter's `1` highlighted, and no cell has entered edit mode — a gutter click selects, where a click inside the table body would have started editing text.
+
+![Step 42](vision/frames/step_0042_20260803_131213_at.webp)
+
+### Step 43 — Press: Cmd+B
+
+Press ⌘B (Cmd+B) to bold the selected row. This is the point of having cleared the headers: with row 1 an ordinary row, ⌘B adds bold rather than toggling off the automatic header styling. The step-44 before-frame is the confirmation — `Item` and `Amount` are bold while rows 2–4 stay plain, so the command applied to the intended row and only that row.
+
+![Step 43](vision/frames/step_0043_20260803_131219_at.webp)
+
+### Step 44 — Press: Cmd+S
+
+Press ⌘S (Cmd+S) to save. The document has never been written to disk — the title bar still reads `Untitled — Edited` — so ⌘S opens the save sheet with `Save As:` pre-filled `Untitled` and selected, and `Where:` on Documents. Nothing about the sort or the bold is checkable on disk until this completes.
+
+![Step 44](vision/frames/step_0044_20260803_131309_at.webp)
+
+### Step 45 — Type: sort-bold-header
+
+Type `sort-bold-header` as the filename. The pre-selected `Save As:` text is replaced outright by typing, so no clearing keystroke is needed; the frame shows the field holding only the new name, with `Where:` left at its Documents default.
+
+![Step 45](vision/frames/step_0045_20260803_131317_at.webp)
+
+### Step 46 — Press: Enter
+
+After typing `sort-bold-header` Press Return to trigger the sheet's default `Save` button. The confirmation is the title bar in the next before-frame: it reads `sort-bold-header` with a Numbers document icon and no `Edited` marker, so both the sort and the bold are committed to the file.
+
+![Step 46](vision/frames/step_0046_20260803_131321_at.webp)
+
+### Step 47 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Numbers. The quit doubles as a check on the save: an unsaved document would have interrupted with a save-changes sheet instead of closing. The closing frame shows the bare desktop with Finder frontmost and the Numbers icon gone from the Dock.
+
+![Step 47](vision/frames/step_0047_20260803_131331_at.webp)
+
+## Notes & Edge Cases
+
+1. The application opens a template chooser rather than a document. Until a template is chosen there is no sheet, so a keystroke sent at that moment goes to the chooser or nowhere — launching the app is not the same as having somewhere to type.
+2. The blank template is not empty of structure. It ships with one header row and one header column, which is why the selection lands on B2 rather than A1 when the document opens. Never assume the corner is selected; drive the selection there.
+3. Left then Up is a reliable way to reach the top-left cell because arrow keys do nothing at the edge of a table. The pair lands on A1 whether the selection started at B2, A2 or A1 already, which is what makes it safe to run without reading the screen first.
+4. Do not click a cell to select it. A click puts that cell into text-editing mode, Escape does not reliably leave it, and every arrow key after that moves the text caret inside the cell instead of moving the selection between cells. The damage is silent: the sheet still looks right while values are being typed into the wrong places. Enter values from the keyboard throughout.
+5. Return commits the cell and moves the selection **down**, which is what makes a plain type-Return alternation fill a column. It also means the selection ends one row *past* the last value entered, so walking back to the top takes one more press than there are rows of data — an off-by-one here shifts an entire column.
+6. Header rows and columns are styled automatically. Text in them renders bold with no command issued, so bold text is not evidence that a bold command ran, and a task asking for bold has to deal with the automatic styling before its own styling means anything.
+7. Give the application time to finish loading. The recorded traces sit for about sixteen seconds after choosing the template because keys sent during the load are swallowed, and a swallowed navigation key is the worst kind of loss — the typing that follows lands one row or one column off, and the result looks like a correctly built table in the wrong place.
+8. Alignment tells you how a value was parsed. A number that parsed as a number sits right-aligned; the same digits stored as text sit left-aligned and are ignored by formulas. Check the alignment before trusting a total.
+9. Saving an untitled document opens a save sheet with the name field pre-filled and already selected, so typing replaces it with no clearing keystroke, and Return activates the sheet's default Save button. Quitting afterwards doubles as the check: a document with unsaved changes interrupts the quit with a save-changes sheet instead of closing, so a clean quit is evidence the file was written.
+10. The order of operations is the whole task. The sort excludes the header row, so sorting **while the header still exists** keeps the headings in row 1 while the data moves beneath them. Clear the headers first and row 1 becomes ordinary data — the headings get sorted in among the values, and no later step can put them back. When a task combines a structural change with a styling change, ask which one the other depends on before starting.
+11. Sort through the column's own menu rather than by moving cells. The menu reorders whole rows, so each label stays attached to its value; moving cells by hand separates them and produces a table where every row is a lie.
+12. The control that opens a column menu is not drawn until the column header is hovered. The chevron appears on hover, which means the target does not exist at the moment you decide to click it — the move is what creates it. Hovering is also deliberately not clicking: clicking the header selects the whole column, a different state.
+13. A menu opens with its first item already under the pointer. Clicking without moving invokes that first item, which here is `Freeze Header Columns` rather than the sort. Walk the pointer onto the wanted row and confirm the highlight before clicking.
+14. Identify the header steppers by their tooltip, not their position. Three adjacent numeric fields set header columns, header rows and footer rows in that order, and they look identical; the tooltip names the one under the pointer, which is the only reliable way to tell them apart.
+15. Header columns have to be cleared as well as header rows. Leaving column A a header keeps its first cell bold no matter what, so the bold command visibly changes only the other half of the row — a half-styled header that satisfies neither the task nor a reader.
+16. Set an absolute value rather than clicking a stepper down. The field accepts a typed number, and the target here is none at all — typing `0` reaches it in one move regardless of what the field started at.
+17. Select a whole row from its gutter, the numbered strip beside the table. A gutter click selects; a click inside the table body selects one cell and starts editing it, so a styling command issued after that applies to a fraction of what was intended.
diff --git a/data/sessions/numbers-sort-bold-header/metadata.json b/data/sessions/numbers-sort-bold-header/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b643b1308ee5c2e8856b77889fe260418ac6cdb5
--- /dev/null
+++ b/data/sessions/numbers-sort-bold-header/metadata.json
@@ -0,0 +1,649 @@
+{
+  "memory_name": "numbers-sort-bold-header",
+  "memory_description": "",
+  "session_id": "f963961c-3547-4f73-8543-7f57a64b597d",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-08-03T13:07:07.202212864Z",
+  "completed_at": "2026-08-03T13:14:00.647681809Z",
+  "total_steps": 47,
+  "annotated_steps": 47,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-08-03T13:07:44.209Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260803_130744_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260803_130744_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260803_130744_after.webp",
+      "raw_command": "Pressed: Cmd+space",
+      "converted_command": "Press: Cmd+space"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-08-03T13:07:47.742Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260803_130747_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260803_130747_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260803_130747_after.webp",
+      "raw_command": "Typed: numbers",
+      "converted_command": "Type: numbers"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-08-03T13:07:51.343Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260803_130751_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260803_130751_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260803_130751_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-08-03T13:08:01.089Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0004_20260803_130801_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260803_130801_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260803_130801_after.webp",
+      "raw_command": "Double-clicked at X=786, Y=667",
+      "converted_command": "Double-click at (786, 667)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-08-03T13:08:18.681Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260803_130818_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260803_130818_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260803_130818_after.webp",
+      "raw_command": "Pressed: Left",
+      "converted_command": "Press: Left"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-08-03T13:08:22.284Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260803_130822_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260803_130822_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260803_130822_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-08-03T13:08:25.875Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0007_20260803_130825_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260803_130825_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260803_130825_after.webp",
+      "raw_command": "Typed: Item",
+      "converted_command": "Type: Item"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-08-03T13:08:29.827Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0008_20260803_130829_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260803_130829_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260803_130829_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-08-03T13:08:33.411Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0009_20260803_130833_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260803_130833_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260803_130833_after.webp",
+      "raw_command": "Typed: Apples",
+      "converted_command": "Type: Apples"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-08-03T13:08:36.982Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0010_20260803_130836_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260803_130836_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260803_130836_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-08-03T13:08:40.564Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0011_20260803_130840_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260803_130840_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260803_130840_after.webp",
+      "raw_command": "Typed: Bananas",
+      "converted_command": "Type: Bananas"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-08-03T13:08:44.205Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0012_20260803_130844_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260803_130844_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260803_130844_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-08-03T13:08:47.852Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0013_20260803_130847_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260803_130847_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260803_130847_after.webp",
+      "raw_command": "Typed: Cherries",
+      "converted_command": "Type: Cherries"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-08-03T13:08:51.437Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0014_20260803_130851_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0014_20260803_130851_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260803_130851_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-08-03T13:08:55.016Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0015_20260803_130855_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0015_20260803_130855_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260803_130855_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-08-03T13:08:58.515Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0016_20260803_130858_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0016_20260803_130858_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260803_130858_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 17,
+      "timestamp": "2026-08-03T13:09:02.155Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0017_20260803_130902_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0017_20260803_130902_before.webp",
+      "after_image_path": "vision/frames/step_0017_20260803_130902_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 18,
+      "timestamp": "2026-08-03T13:09:05.706Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0018_20260803_130905_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0018_20260803_130905_before.webp",
+      "after_image_path": "vision/frames/step_0018_20260803_130905_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 19,
+      "timestamp": "2026-08-03T13:09:09.343Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0019_20260803_130909_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0019_20260803_130909_before.webp",
+      "after_image_path": "vision/frames/step_0019_20260803_130909_after.webp",
+      "raw_command": "Pressed: Right",
+      "converted_command": "Press: Right"
+    },
+    {
+      "step_id": 20,
+      "timestamp": "2026-08-03T13:09:12.894Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0020_20260803_130912_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0020_20260803_130912_before.webp",
+      "after_image_path": "vision/frames/step_0020_20260803_130912_after.webp",
+      "raw_command": "Typed: Amount",
+      "converted_command": "Type: Amount"
+    },
+    {
+      "step_id": 21,
+      "timestamp": "2026-08-03T13:09:16.465Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0021_20260803_130916_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0021_20260803_130916_before.webp",
+      "after_image_path": "vision/frames/step_0021_20260803_130916_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 22,
+      "timestamp": "2026-08-03T13:09:20.012Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0022_20260803_130920_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0022_20260803_130920_before.webp",
+      "after_image_path": "vision/frames/step_0022_20260803_130920_after.webp",
+      "raw_command": "Typed: 340",
+      "converted_command": "Type: 340"
+    },
+    {
+      "step_id": 23,
+      "timestamp": "2026-08-03T13:09:23.577Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0023_20260803_130923_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0023_20260803_130923_before.webp",
+      "after_image_path": "vision/frames/step_0023_20260803_130923_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 24,
+      "timestamp": "2026-08-03T13:09:27.168Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0024_20260803_130927_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0024_20260803_130927_before.webp",
+      "after_image_path": "vision/frames/step_0024_20260803_130927_after.webp",
+      "raw_command": "Typed: 120",
+      "converted_command": "Type: 120"
+    },
+    {
+      "step_id": 25,
+      "timestamp": "2026-08-03T13:09:30.687Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0025_20260803_130930_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0025_20260803_130930_before.webp",
+      "after_image_path": "vision/frames/step_0025_20260803_130930_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 26,
+      "timestamp": "2026-08-03T13:09:34.156Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0026_20260803_130934_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0026_20260803_130934_before.webp",
+      "after_image_path": "vision/frames/step_0026_20260803_130934_after.webp",
+      "raw_command": "Typed: 210",
+      "converted_command": "Type: 210"
+    },
+    {
+      "step_id": 27,
+      "timestamp": "2026-08-03T13:09:37.702Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0027_20260803_130937_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0027_20260803_130937_before.webp",
+      "after_image_path": "vision/frames/step_0027_20260803_130937_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 28,
+      "timestamp": "2026-08-03T13:10:21.360Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0028_20260803_131021_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0028_20260803_131021_before.webp",
+      "after_image_path": "vision/frames/step_0028_20260803_131021_after.webp",
+      "raw_command": "Moved cursor to at X=553, Y=130",
+      "converted_command": "Move-cursor at (553, 130)"
+    },
+    {
+      "step_id": 29,
+      "timestamp": "2026-08-03T13:10:24.792Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0029_20260803_131024_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0029_20260803_131024_before.webp",
+      "after_image_path": "vision/frames/step_0029_20260803_131024_after.webp",
+      "raw_command": "Moved cursor to at X=603, Y=131",
+      "converted_command": "Move-cursor at (603, 131)"
+    },
+    {
+      "step_id": 30,
+      "timestamp": "2026-08-03T13:10:28.234Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0030_20260803_131028_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0030_20260803_131028_before.webp",
+      "after_image_path": "vision/frames/step_0030_20260803_131028_after.webp",
+      "raw_command": "Left-clicked at X=603, Y=131",
+      "converted_command": "Left-click at (603, 131)"
+    },
+    {
+      "step_id": 31,
+      "timestamp": "2026-08-03T13:10:33.769Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0031_20260803_131033_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0031_20260803_131033_before.webp",
+      "after_image_path": "vision/frames/step_0031_20260803_131033_after.webp",
+      "raw_command": "Moved cursor to at X=669, Y=184",
+      "converted_command": "Move-cursor at (669, 184)"
+    },
+    {
+      "step_id": 32,
+      "timestamp": "2026-08-03T13:10:37.307Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0032_20260803_131037_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0032_20260803_131037_before.webp",
+      "after_image_path": "vision/frames/step_0032_20260803_131037_after.webp",
+      "raw_command": "Left-clicked at X=669, Y=184",
+      "converted_command": "Left-click at (669, 184)"
+    },
+    {
+      "step_id": 33,
+      "timestamp": "2026-08-03T13:11:08.858Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0033_20260803_131108_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0033_20260803_131108_before.webp",
+      "after_image_path": "vision/frames/step_0033_20260803_131108_after.webp",
+      "raw_command": "Moved cursor to at X=1456, Y=441",
+      "converted_command": "Move-cursor at (1456, 441)"
+    },
+    {
+      "step_id": 34,
+      "timestamp": "2026-08-03T13:11:12.344Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0034_20260803_131112_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0034_20260803_131112_before.webp",
+      "after_image_path": "vision/frames/step_0034_20260803_131112_after.webp",
+      "raw_command": "Left-clicked at X=1456, Y=441",
+      "converted_command": "Left-click at (1456, 441)"
+    },
+    {
+      "step_id": 35,
+      "timestamp": "2026-08-03T13:11:18.118Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0035_20260803_131118_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0035_20260803_131118_before.webp",
+      "after_image_path": "vision/frames/step_0035_20260803_131118_after.webp",
+      "raw_command": "Typed: 0",
+      "converted_command": "Type: 0"
+    },
+    {
+      "step_id": 36,
+      "timestamp": "2026-08-03T13:11:21.785Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0036_20260803_131121_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0036_20260803_131121_before.webp",
+      "after_image_path": "vision/frames/step_0036_20260803_131121_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 37,
+      "timestamp": "2026-08-03T13:11:27.250Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0037_20260803_131127_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0037_20260803_131127_before.webp",
+      "after_image_path": "vision/frames/step_0037_20260803_131127_after.webp",
+      "raw_command": "Moved cursor to at X=1371, Y=441",
+      "converted_command": "Move-cursor at (1371, 441)"
+    },
+    {
+      "step_id": 38,
+      "timestamp": "2026-08-03T13:11:30.871Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0038_20260803_131130_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0038_20260803_131130_before.webp",
+      "after_image_path": "vision/frames/step_0038_20260803_131130_after.webp",
+      "raw_command": "Left-clicked at X=1371, Y=441",
+      "converted_command": "Left-click at (1371, 441)"
+    },
+    {
+      "step_id": 39,
+      "timestamp": "2026-08-03T13:11:36.447Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0039_20260803_131136_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0039_20260803_131136_before.webp",
+      "after_image_path": "vision/frames/step_0039_20260803_131136_after.webp",
+      "raw_command": "Typed: 0",
+      "converted_command": "Type: 0"
+    },
+    {
+      "step_id": 40,
+      "timestamp": "2026-08-03T13:11:40.040Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0040_20260803_131140_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0040_20260803_131140_before.webp",
+      "after_image_path": "vision/frames/step_0040_20260803_131140_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 41,
+      "timestamp": "2026-08-03T13:12:10.125Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0041_20260803_131210_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0041_20260803_131210_before.webp",
+      "after_image_path": "vision/frames/step_0041_20260803_131210_after.webp",
+      "raw_command": "Moved cursor to at X=352, Y=196",
+      "converted_command": "Move-cursor at (352, 196)"
+    },
+    {
+      "step_id": 42,
+      "timestamp": "2026-08-03T13:12:13.603Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0042_20260803_131213_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0042_20260803_131213_before.webp",
+      "after_image_path": "vision/frames/step_0042_20260803_131213_after.webp",
+      "raw_command": "Left-clicked at X=352, Y=196",
+      "converted_command": "Left-click at (352, 196)"
+    },
+    {
+      "step_id": 43,
+      "timestamp": "2026-08-03T13:12:19.362Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0043_20260803_131219_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0043_20260803_131219_before.webp",
+      "after_image_path": "vision/frames/step_0043_20260803_131219_after.webp",
+      "raw_command": "Pressed: Cmd+B",
+      "converted_command": "Press: Cmd+B"
+    },
+    {
+      "step_id": 44,
+      "timestamp": "2026-08-03T13:13:09.576Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0044_20260803_131309_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0044_20260803_131309_before.webp",
+      "after_image_path": "vision/frames/step_0044_20260803_131309_after.webp",
+      "raw_command": "Pressed: Cmd+S",
+      "converted_command": "Press: Cmd+S"
+    },
+    {
+      "step_id": 45,
+      "timestamp": "2026-08-03T13:13:17.054Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0045_20260803_131317_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0045_20260803_131317_before.webp",
+      "after_image_path": "vision/frames/step_0045_20260803_131317_after.webp",
+      "raw_command": "Typed: sort-bold-header",
+      "converted_command": "Type: sort-bold-header"
+    },
+    {
+      "step_id": 46,
+      "timestamp": "2026-08-03T13:13:21.142Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0046_20260803_131321_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0046_20260803_131321_before.webp",
+      "after_image_path": "vision/frames/step_0046_20260803_131321_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 47,
+      "timestamp": "2026-08-03T13:13:31.405Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0047_20260803_131331_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0047_20260803_131331_before.webp",
+      "after_image_path": "vision/frames/step_0047_20260803_131331_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/numbers-sort-bold-header/reasoning/reasoning.jsonl b/data/sessions/numbers-sort-bold-header/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d12a81cbdceccaeee43a415f0303e26727673ed8
--- /dev/null
+++ b/data/sessions/numbers-sort-bold-header/reasoning/reasoning.jsonl
@@ -0,0 +1,47 @@
+{"step_id": 1, "timestamp_action": "2026-08-03T13:07:44.209Z", "timestamp_annotated": "2026-08-19T14:18:26.055226+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+space", "converted_command": "Press: Cmd+space", "image_path": "vision/frames/step_0001_20260803_130744_at.webp", "reasoning": "The task is to enter an unsorted two-column table in Numbers, sort it ascending by the Amount column and leave the header row bold, so Numbers has to be launched first. The desktop is bare and Numbers has no Dock icon, so press ⌘Space (Cmd+space) to bring up Spotlight, which locates an app by name without needing to know where it lives.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-08-03T13:07:47.742Z", "timestamp_annotated": "2026-08-19T14:18:26.055613+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: numbers", "converted_command": "Type: numbers", "image_path": "vision/frames/step_0002_20260803_130747_at.webp", "reasoning": "Type `numbers` to narrow Spotlight to the app. The bare app name is used rather than a filename because this take creates its document from scratch; the search bar answers with an inline `— Open` chip and the green Numbers icon, which is the signal that Return will launch the app.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-08-03T13:07:51.343Z", "timestamp_annotated": "2026-08-19T14:18:26.055987+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260803_130751_at.webp", "reasoning": "After typing `numbers` Press Return to open the top hit. Numbers opens onto the **Choose a Template** chooser rather than a document, so the next action has to pick a template before any typing is possible.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-08-03T13:08:01.089Z", "timestamp_annotated": "2026-08-19T14:18:26.056421+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=786, Y=667", "converted_command": "Double-click at (786, 667)", "image_path": "vision/frames/step_0004_20260803_130801_at.webp", "reasoning": "Move the cursor and Double-click the **Blank** tile in the chooser's `Recents` row. Blank is required here because the task's data is deliberately unsorted and specific — a themed template would arrive with its own rows and its own header styling, both of which would have to be undone before the sort and the bold could mean anything. Double-clicking opens the tile without a trip to the `Create` button. The document itself only appears in step 5's before-frame, 17 s later; commands sent during that load are swallowed.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-08-03T13:08:18.681Z", "timestamp_annotated": "2026-08-19T14:18:26.056859+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Left", "converted_command": "Press: Left", "image_path": "vision/frames/step_0005_20260803_130818_at.webp", "reasoning": "Move the selection from B2 to A2. The blank template carries one header row and one header column, so it opens on **B2**, and the table must be walked back to A1 before typing. Arrows, never a click: clicking a cell puts Numbers into text-edit mode that `{Escape}` will not leave, after which every arrow press moves the text caret instead of the selection.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-08-03T13:08:22.284Z", "timestamp_annotated": "2026-08-19T14:18:26.057266+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0006_20260803_130822_at.webp", "reasoning": "Move up from A2 to A1. Both this and the preceding Left are no-ops if the selection is already at the edge, so the pair reliably parks on A1; the after-frame shows the selection box on A1 inside the darker header row.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-08-03T13:08:25.875Z", "timestamp_annotated": "2026-08-19T14:18:26.057705+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Item", "converted_command": "Type: Item", "image_path": "vision/frames/step_0007_20260803_130825_at.webp", "reasoning": "Type the column-A heading `Item`. It renders bold immediately without any styling command, because A1 sits in the template's header row — worth noticing now, since the bold this task has to produce must be an *added* style, not this automatic one.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-08-03T13:08:29.827Z", "timestamp_annotated": "2026-08-19T14:18:26.058143+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0008_20260803_130829_at.webp", "reasoning": "Commit `Item` and drop the selection to A2. Return commits and moves down in Numbers, which is what lets a type/Return alternation walk a whole column before switching to the next.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-08-03T13:08:33.411Z", "timestamp_annotated": "2026-08-19T14:18:26.058641+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Apples", "converted_command": "Type: Apples", "image_path": "vision/frames/step_0009_20260803_130833_at.webp", "reasoning": "Type the first row label `Apples` into A2. The labels have to travel with their amounts when the sort runs — checking that `Apples` ends up beside 340 after the sort is what proves rows were reordered rather than just the numbers.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-08-03T13:08:36.982Z", "timestamp_annotated": "2026-08-19T14:18:26.059066+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0010_20260803_130836_at.webp", "reasoning": "Commit `Apples` and step down to A3.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-08-03T13:08:40.564Z", "timestamp_annotated": "2026-08-19T14:18:26.059590+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Bananas", "converted_command": "Type: Bananas", "image_path": "vision/frames/step_0011_20260803_130840_at.webp", "reasoning": "Type the second row label `Bananas` into A3.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-08-03T13:08:44.205Z", "timestamp_annotated": "2026-08-19T14:18:26.060032+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0012_20260803_130844_at.webp", "reasoning": "Commit `Bananas` and step down to A4.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-08-03T13:08:47.852Z", "timestamp_annotated": "2026-08-19T14:18:26.060588+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Cherries", "converted_command": "Type: Cherries", "image_path": "vision/frames/step_0013_20260803_130847_at.webp", "reasoning": "Type the third row label `Cherries` into A4. Three data rows is the whole table — unlike the SUM take there is no `Total` row here, since a total would be reordered by the sort along with the data.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-08-03T13:08:51.437Z", "timestamp_annotated": "2026-08-19T14:18:26.061055+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0014_20260803_130851_at.webp", "reasoning": "Commit `Cherries`. The selection drops to A5, one row past the data, which is the overshoot the next four Up presses have to undo.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-08-03T13:08:55.016Z", "timestamp_annotated": "2026-08-19T14:18:26.061566+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0015_20260803_130855_at.webp", "reasoning": "Begin walking back to the top of the table: A5 → A4 (`Cherries`).", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-08-03T13:08:58.515Z", "timestamp_annotated": "2026-08-19T14:18:26.062054+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0016_20260803_130858_at.webp", "reasoning": "A4 → A3 (`Bananas`).", "skipped": false}
+{"step_id": 17, "timestamp_action": "2026-08-03T13:09:02.155Z", "timestamp_annotated": "2026-08-19T14:18:26.062557+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0017_20260803_130902_at.webp", "reasoning": "A3 → A2 (`Apples`).", "skipped": false}
+{"step_id": 18, "timestamp_action": "2026-08-03T13:09:05.706Z", "timestamp_annotated": "2026-08-19T14:18:26.063069+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0018_20260803_130905_at.webp", "reasoning": "A2 → A1 (`Item`). Four presses, not five as in the SUM take, because this table has three data rows rather than four; the after-frame confirms the selection is back on A1.", "skipped": false}
+{"step_id": 19, "timestamp_action": "2026-08-03T13:09:09.343Z", "timestamp_annotated": "2026-08-19T14:18:26.063689+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Right", "converted_command": "Press: Right", "image_path": "vision/frames/step_0019_20260803_130909_at.webp", "reasoning": "Move right from A1 to B1 to start the second column. The after-frame shows the selection on B1 with the column-B label highlighted in the header bar.", "skipped": false}
+{"step_id": 20, "timestamp_action": "2026-08-03T13:09:12.894Z", "timestamp_annotated": "2026-08-19T14:18:26.064271+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Amount", "converted_command": "Type: Amount", "image_path": "vision/frames/step_0020_20260803_130912_at.webp", "reasoning": "Type the column-B heading `Amount`. This heading is what the column menu will later name back — the menu's `Add Category for \"Amount\"` entry quotes it — so it also serves as proof that the sort was aimed at the right column.", "skipped": false}
+{"step_id": 21, "timestamp_action": "2026-08-03T13:09:16.465Z", "timestamp_annotated": "2026-08-19T14:18:26.064882+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0021_20260803_130916_at.webp", "reasoning": "Commit `Amount` and drop to B2, alongside `Apples`.", "skipped": false}
+{"step_id": 22, "timestamp_action": "2026-08-03T13:09:20.012Z", "timestamp_annotated": "2026-08-19T14:18:26.065442+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 340", "converted_command": "Type: 340", "image_path": "vision/frames/step_0022_20260803_130920_at.webp", "reasoning": "Type `340` as the Apples amount. The values are entered deliberately out of order — the largest first — so that a successful ascending sort visibly rearranges the table instead of leaving it looking untouched.", "skipped": false}
+{"step_id": 23, "timestamp_action": "2026-08-03T13:09:23.577Z", "timestamp_annotated": "2026-08-19T14:18:26.066112+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0023_20260803_130923_at.webp", "reasoning": "Commit `340` and drop to B3, alongside `Bananas`.", "skipped": false}
+{"step_id": 24, "timestamp_action": "2026-08-03T13:09:27.168Z", "timestamp_annotated": "2026-08-19T14:18:26.066748+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 120", "converted_command": "Type: 120", "image_path": "vision/frames/step_0024_20260803_130927_at.webp", "reasoning": "Type `120` as the Bananas amount, the smallest value and the one that must end up in row 2 after the sort.", "skipped": false}
+{"step_id": 25, "timestamp_action": "2026-08-03T13:09:30.687Z", "timestamp_annotated": "2026-08-19T14:18:26.067347+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0025_20260803_130930_at.webp", "reasoning": "Commit `120` and drop to B4, alongside `Cherries`.", "skipped": false}
+{"step_id": 26, "timestamp_action": "2026-08-03T13:09:34.156Z", "timestamp_annotated": "2026-08-19T14:18:26.068036+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 210", "converted_command": "Type: 210", "image_path": "vision/frames/step_0026_20260803_130934_at.webp", "reasoning": "Type `210` as the Cherries amount. Right alignment in the frame is the signal that all three figures were parsed as numbers; a text-typed value would sort lexically and could place 340 ahead of 120.", "skipped": false}
+{"step_id": 27, "timestamp_action": "2026-08-03T13:09:37.702Z", "timestamp_annotated": "2026-08-19T14:18:26.068762+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0027_20260803_130937_at.webp", "reasoning": "Commit `210`, leaving the selection on the empty B5. The after-frame shows the finished input state: `Item`/`Amount` in row 1 and 340 / 120 / 210 running down column B, unsorted, which is the starting condition the sort has to fix.", "skipped": false}
+{"step_id": 28, "timestamp_action": "2026-08-03T13:10:21.360Z", "timestamp_annotated": "2026-08-19T14:18:26.069332+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=553, Y=130", "converted_command": "Move-cursor at (553, 130)", "image_path": "vision/frames/step_0028_20260803_131021_at.webp", "reasoning": "Move the pointer onto the column-B header button without clicking. The chevron that opens the column menu is not drawn until the header is hovered, so this move is what makes the next target exist; the step-29 before-frame shows the header button turned green with a `▾` appearing at its right edge. Hovering is also deliberately not a click — clicking the header would select the whole column, a different state from the one the menu route needs.", "skipped": false}
+{"step_id": 29, "timestamp_action": "2026-08-03T13:10:24.792Z", "timestamp_annotated": "2026-08-19T14:18:26.069954+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=603, Y=131", "converted_command": "Move-cursor at (603, 131)", "image_path": "vision/frames/step_0029_20260803_131024_at.webp", "reasoning": "Move onto the revealed chevron at the right edge of the column-B header. Splitting the approach into two moves matters on this rig: a click sent straight to a coordinate sometimes fails to land, so a move followed by a click at the same point is the reliable pattern, and the intermediate hover is what rendered the chevron in the first place.", "skipped": false}
+{"step_id": 30, "timestamp_action": "2026-08-03T13:10:28.234Z", "timestamp_annotated": "2026-08-19T14:18:26.070609+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=603, Y=131", "converted_command": "Left-click at (603, 131)", "image_path": "vision/frames/step_0030_20260803_131028_at.webp", "reasoning": "Move the cursor and Click the chevron to open column B's menu. Going through this menu rather than dragging rows by hand is what makes the result a real sort: the menu reorders whole rows, keeping each fruit label attached to its amount, whereas moving cells by hand would separate them. The step-31 before-frame shows the menu open, headed by `Freeze Header Columns` with `Sort Ascending` and `Sort Descending` just below.", "skipped": false}
+{"step_id": 31, "timestamp_action": "2026-08-03T13:10:33.769Z", "timestamp_annotated": "2026-08-19T14:18:26.071226+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=669, Y=184", "converted_command": "Move-cursor at (669, 184)", "image_path": "vision/frames/step_0031_20260803_131033_at.webp", "reasoning": "Move down onto `Sort Ascending`, the second item in the open menu. The menu opens with `Freeze Header Columns` under the pointer, so the pointer has to be walked off it before clicking — a click without this move would freeze columns instead of sorting. Ascending is the required direction: the task asks for 120 / 210 / 340.", "skipped": false}
+{"step_id": 32, "timestamp_action": "2026-08-03T13:10:37.307Z", "timestamp_annotated": "2026-08-19T14:18:26.071905+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=669, Y=184", "converted_command": "Left-click at (669, 184)", "image_path": "vision/frames/step_0032_20260803_131037_at.webp", "reasoning": "Move the cursor and Click `Sort Ascending` to reorder the table by the Amount column. Sorting **before** the header row is removed is load-bearing: Numbers excludes a header row from the sort, so with the header still in place `Item` and `Amount` stay in row 1: had the headers been cleared first, row 1 would have been treated as data and the words would have been scattered in among the numbers. The result is not in this step's after-frame — step 33's before-frame shows `Bananas` 120 / `Cherries` 210 / `Apples` 340 with row 1 intact.", "skipped": false}
+{"step_id": 33, "timestamp_action": "2026-08-03T13:11:08.858Z", "timestamp_annotated": "2026-08-19T14:18:26.072589+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1456, Y=441", "converted_command": "Move-cursor at (1456, 441)", "image_path": "vision/frames/step_0033_20260803_131108_at.webp", "reasoning": "Move to the middle stepper in the sidebar's `Headers & Footer` row. Its tooltip, visible in the frame, reads \"Choose the number of header rows, or freeze them\" — the three steppers are header columns, header rows, footer rows in that order, so identifying the middle one by tooltip rather than by position is what keeps this from hitting the wrong control.", "skipped": false}
+{"step_id": 34, "timestamp_action": "2026-08-03T13:11:12.344Z", "timestamp_annotated": "2026-08-19T14:18:26.073249+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1456, Y=441", "converted_command": "Left-click at (1456, 441)", "image_path": "vision/frames/step_0034_20260803_131112_at.webp", "reasoning": "Move the cursor and Click into the header-rows field to put the caret in it. Numbers auto-bolds header rows, so with row 1 still a header the ⌘B this task needs would *remove* bold rather than add it; the header has to be demoted to an ordinary row first so the bold becomes an unmistakable addition.", "skipped": false}
+{"step_id": 35, "timestamp_action": "2026-08-03T13:11:18.118Z", "timestamp_annotated": "2026-08-19T14:18:26.073984+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 0", "converted_command": "Type: 0", "image_path": "vision/frames/step_0035_20260803_131118_at.webp", "reasoning": "Type `0` to set the header-row count to none. Zero rather than a decrement click because the field accepts a typed value directly and the target is absolute — the row must stop being a header entirely, not merely become one of fewer headers.", "skipped": false}
+{"step_id": 36, "timestamp_action": "2026-08-03T13:11:21.785Z", "timestamp_annotated": "2026-08-19T14:18:26.074764+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0036_20260803_131121_at.webp", "reasoning": "After typing `0` Press Return to commit the value. The after-frame shows the middle stepper reading `0` while the first still reads `1` — the header row is gone, but column A is still a header, which the next pair of steps deals with.", "skipped": false}
+{"step_id": 37, "timestamp_action": "2026-08-03T13:11:27.250Z", "timestamp_annotated": "2026-08-19T14:18:26.075608+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=1371, Y=441", "converted_command": "Move-cursor at (1371, 441)", "image_path": "vision/frames/step_0037_20260803_131127_at.webp", "reasoning": "Move to the **first** stepper in the `Headers & Footer` row; its tooltip reads \"Choose the number of header columns, or freeze them\". Header columns have to be cleared too, not just rows: with column A left as a header, `Item` in A1 would stay bold no matter what, and ⌘B would visibly change only B1 — half a header row, which is not the artifact the task asks for.", "skipped": false}
+{"step_id": 38, "timestamp_action": "2026-08-03T13:11:30.871Z", "timestamp_annotated": "2026-08-19T14:18:26.076341+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1371, Y=441", "converted_command": "Left-click at (1371, 441)", "image_path": "vision/frames/step_0038_20260803_131130_at.webp", "reasoning": "Move the cursor and Click into the header-columns field to place the caret. The move-then-click pair is used again here because a click sent directly to a coordinate is unreliable on this rig.", "skipped": false}
+{"step_id": 39, "timestamp_action": "2026-08-03T13:11:36.447Z", "timestamp_annotated": "2026-08-19T14:18:26.077064+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 0", "converted_command": "Type: 0", "image_path": "vision/frames/step_0039_20260803_131136_at.webp", "reasoning": "Type `0` to remove the header column.", "skipped": false}
+{"step_id": 40, "timestamp_action": "2026-08-03T13:11:40.040Z", "timestamp_annotated": "2026-08-19T14:18:26.077824+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0040_20260803_131140_at.webp", "reasoning": "After typing `0` Press Return to commit it. All three steppers now read `0`, and the table in the following frame has lost its grey header shading entirely — `Item`, `Amount` and the fruit labels all render in plain weight, which is the clean baseline the bold has to be applied against.", "skipped": false}
+{"step_id": 41, "timestamp_action": "2026-08-03T13:12:10.125Z", "timestamp_annotated": "2026-08-19T14:18:26.078567+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=352, Y=196", "converted_command": "Move-cursor at (352, 196)", "image_path": "vision/frames/step_0041_20260803_131210_at.webp", "reasoning": "Move to the row-1 gutter, the numbered strip to the left of the table. Selecting the row from its gutter is what puts *both* cells of the heading under one command; clicking a cell instead would select only that cell and bold half the header.", "skipped": false}
+{"step_id": 42, "timestamp_action": "2026-08-03T13:12:13.603Z", "timestamp_annotated": "2026-08-19T14:18:26.079311+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=352, Y=196", "converted_command": "Left-click at (352, 196)", "image_path": "vision/frames/step_0042_20260803_131213_at.webp", "reasoning": "Move the cursor and Click the gutter to select the whole of row 1. The step-43 before-frame confirms it: a green band spans the full row with the gutter's `1` highlighted, and no cell has entered edit mode — a gutter click selects, where a click inside the table body would have started editing text.", "skipped": false}
+{"step_id": 43, "timestamp_action": "2026-08-03T13:12:19.362Z", "timestamp_annotated": "2026-08-19T14:18:26.080073+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+B", "converted_command": "Press: Cmd+B", "image_path": "vision/frames/step_0043_20260803_131219_at.webp", "reasoning": "Press ⌘B (Cmd+B) to bold the selected row. This is the point of having cleared the headers: with row 1 an ordinary row, ⌘B adds bold rather than toggling off the automatic header styling. The step-44 before-frame is the confirmation — `Item` and `Amount` are bold while rows 2–4 stay plain, so the command applied to the intended row and only that row.", "skipped": false}
+{"step_id": 44, "timestamp_action": "2026-08-03T13:13:09.576Z", "timestamp_annotated": "2026-08-19T14:18:26.080838+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+S", "converted_command": "Press: Cmd+S", "image_path": "vision/frames/step_0044_20260803_131309_at.webp", "reasoning": "Press ⌘S (Cmd+S) to save. The document has never been written to disk — the title bar still reads `Untitled — Edited` — so ⌘S opens the save sheet with `Save As:` pre-filled `Untitled` and selected, and `Where:` on Documents. Nothing about the sort or the bold is checkable on disk until this completes.", "skipped": false}
+{"step_id": 45, "timestamp_action": "2026-08-03T13:13:17.054Z", "timestamp_annotated": "2026-08-19T14:18:26.081662+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: sort-bold-header", "converted_command": "Type: sort-bold-header", "image_path": "vision/frames/step_0045_20260803_131317_at.webp", "reasoning": "Type `sort-bold-header` as the filename. The pre-selected `Save As:` text is replaced outright by typing, so no clearing keystroke is needed; the frame shows the field holding only the new name, with `Where:` left at its Documents default.", "skipped": false}
+{"step_id": 46, "timestamp_action": "2026-08-03T13:13:21.142Z", "timestamp_annotated": "2026-08-19T14:18:26.082455+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0046_20260803_131321_at.webp", "reasoning": "After typing `sort-bold-header` Press Return to trigger the sheet's default `Save` button. The confirmation is the title bar in the next before-frame: it reads `sort-bold-header` with a Numbers document icon and no `Edited` marker, so both the sort and the bold are committed to the file.", "skipped": false}
+{"step_id": 47, "timestamp_action": "2026-08-03T13:13:31.405Z", "timestamp_annotated": "2026-08-19T14:18:26.083265+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0047_20260803_131331_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Numbers. The quit doubles as a check on the save: an unsaved document would have interrupted with a save-changes sheet instead of closing. The closing frame shows the bare desktop with Finder frontmost and the Numbers icon gone from the Dock.", "skipped": false}
diff --git a/data/sessions/numbers-sort-bold-header/sync_log.json b/data/sessions/numbers-sort-bold-header/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..faedc5a11f8ba6b4a718e5ee66bef888db3746e0
--- /dev/null
+++ b/data/sessions/numbers-sort-bold-header/sync_log.json
@@ -0,0 +1,1027 @@
+{
+  "session_id": "f963961c-3547-4f73-8543-7f57a64b597d",
+  "files": {
+    "commands/raw_input.md": {
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+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: =SUM(B2:B4)",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:42:47.106Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 243,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:43:19.178Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 482,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+S",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:43:44.312Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 241,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: sum-column",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:43:51.274Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 287,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:43:55.412Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-7a14e3e7-c43a-41f5-8d99-a3458ea75a24",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 484,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-15964c2e-0fc1-4c72-b3ab-8af4151f10a7",
+    "success": true,
+    "timestamp": "2026-08-03T12:44:05.673Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/numbers-sum-column/commands/cc_commands.json b/data/sessions/numbers-sum-column/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..4cd06a549c8d0becbb7e9b00a0d57f7bad0fa3c2
--- /dev/null
+++ b/data/sessions/numbers-sum-column/commands/cc_commands.json
@@ -0,0 +1,182 @@
+[
+  {
+    "command": "press {Cmd+space}",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type numbers",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "786 667 double",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Left}",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "type Item",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "type Apples",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "type Bananas",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "type Cherries",
+    "os": "MACOS",
+    "step_id": 13
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 14
+  },
+  {
+    "command": "type Total",
+    "os": "MACOS",
+    "step_id": 15
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 16
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 17
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 18
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 19
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 20
+  },
+  {
+    "command": "press {Up}",
+    "os": "MACOS",
+    "step_id": 21
+  },
+  {
+    "command": "press {Right}",
+    "os": "MACOS",
+    "step_id": 22
+  },
+  {
+    "command": "type Amount",
+    "os": "MACOS",
+    "step_id": 23
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 24
+  },
+  {
+    "command": "type 120",
+    "os": "MACOS",
+    "step_id": 25
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 26
+  },
+  {
+    "command": "type 340",
+    "os": "MACOS",
+    "step_id": 27
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 28
+  },
+  {
+    "command": "type 210",
+    "os": "MACOS",
+    "step_id": 29
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 30
+  },
+  {
+    "command": "type =SUM(B2:B4)",
+    "os": "MACOS",
+    "step_id": 31
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 32
+  },
+  {
+    "command": "press {Cmd+S}",
+    "os": "MACOS",
+    "step_id": 33
+  },
+  {
+    "command": "type sum-column",
+    "os": "MACOS",
+    "step_id": 34
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 35
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 36
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/numbers-sum-column/commands/converted_input.md b/data/sessions/numbers-sum-column/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e690851e52aaf16bb081328002011740c1e32948
--- /dev/null
+++ b/data/sessions/numbers-sum-column/commands/converted_input.md
@@ -0,0 +1,42 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-08-03 12:40:12 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-08-03T12:40:12.626Z | Press: Cmd+space |
+|    2 | 2026-08-03T12:40:16.335Z | Type: numbers |
+|    3 | 2026-08-03T12:40:20.025Z | Press: Enter |
+|    4 | 2026-08-03T12:40:29.782Z | Double-click at (786, 667) |
+|    5 | 2026-08-03T12:40:45.325Z | Press: Left |
+|    6 | 2026-08-03T12:40:48.868Z | Press: Up |
+|    7 | 2026-08-03T12:40:52.525Z | Type: Item |
+|    8 | 2026-08-03T12:40:56.144Z | Press: Enter |
+|    9 | 2026-08-03T12:40:59.669Z | Type: Apples |
+|   10 | 2026-08-03T12:41:03.566Z | Press: Enter |
+|   11 | 2026-08-03T12:41:07.196Z | Type: Bananas |
+|   12 | 2026-08-03T12:41:10.781Z | Press: Enter |
+|   13 | 2026-08-03T12:41:14.396Z | Type: Cherries |
+|   14 | 2026-08-03T12:41:18.001Z | Press: Enter |
+|   15 | 2026-08-03T12:41:21.542Z | Type: Total |
+|   16 | 2026-08-03T12:41:25.237Z | Press: Enter |
+|   17 | 2026-08-03T12:41:28.827Z | Press: Up |
+|   18 | 2026-08-03T12:41:32.392Z | Press: Up |
+|   19 | 2026-08-03T12:41:36.007Z | Press: Up |
+|   20 | 2026-08-03T12:41:39.579Z | Press: Up |
+|   21 | 2026-08-03T12:41:43.128Z | Press: Up |
+|   22 | 2026-08-03T12:41:46.749Z | Press: Right |
+|   23 | 2026-08-03T12:41:50.315Z | Type: Amount |
+|   24 | 2026-08-03T12:41:53.841Z | Press: Enter |
+|   25 | 2026-08-03T12:41:57.310Z | Type: 120 |
+|   26 | 2026-08-03T12:42:00.829Z | Press: Enter |
+|   27 | 2026-08-03T12:42:04.420Z | Type: 340 |
+|   28 | 2026-08-03T12:42:08.047Z | Press: Enter |
+|   29 | 2026-08-03T12:42:11.517Z | Type: 210 |
+|   30 | 2026-08-03T12:42:15.027Z | Press: Enter |
+|   31 | 2026-08-03T12:42:47.106Z | Type: =SUM(B2:B4) |
+|   32 | 2026-08-03T12:43:19.178Z | Press: Enter |
+|   33 | 2026-08-03T12:43:44.312Z | Press: Cmd+S |
+|   34 | 2026-08-03T12:43:51.274Z | Type: sum-column |
+|   35 | 2026-08-03T12:43:55.412Z | Press: Enter |
+|   36 | 2026-08-03T12:44:05.673Z | Press: Cmd+Q |
diff --git a/data/sessions/numbers-sum-column/commands/raw_input.md b/data/sessions/numbers-sum-column/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..ee67d509332f8246459d8cca72b2b86f48ea9c9c
--- /dev/null
+++ b/data/sessions/numbers-sum-column/commands/raw_input.md
@@ -0,0 +1,42 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-08-03 12:40:12 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-08-03T12:40:12.626Z | Pressed: Cmd+space |
+|    2 | 2026-08-03T12:40:16.335Z | Typed: numbers |
+|    3 | 2026-08-03T12:40:20.025Z | Pressed: Return |
+|    4 | 2026-08-03T12:40:29.782Z | Double-clicked at X=786, Y=667 |
+|    5 | 2026-08-03T12:40:45.325Z | Pressed: Left |
+|    6 | 2026-08-03T12:40:48.868Z | Pressed: Up |
+|    7 | 2026-08-03T12:40:52.525Z | Typed: Item |
+|    8 | 2026-08-03T12:40:56.144Z | Pressed: Return |
+|    9 | 2026-08-03T12:40:59.669Z | Typed: Apples |
+|   10 | 2026-08-03T12:41:03.566Z | Pressed: Return |
+|   11 | 2026-08-03T12:41:07.196Z | Typed: Bananas |
+|   12 | 2026-08-03T12:41:10.781Z | Pressed: Return |
+|   13 | 2026-08-03T12:41:14.396Z | Typed: Cherries |
+|   14 | 2026-08-03T12:41:18.001Z | Pressed: Return |
+|   15 | 2026-08-03T12:41:21.542Z | Typed: Total |
+|   16 | 2026-08-03T12:41:25.237Z | Pressed: Return |
+|   17 | 2026-08-03T12:41:28.827Z | Pressed: Up |
+|   18 | 2026-08-03T12:41:32.392Z | Pressed: Up |
+|   19 | 2026-08-03T12:41:36.007Z | Pressed: Up |
+|   20 | 2026-08-03T12:41:39.579Z | Pressed: Up |
+|   21 | 2026-08-03T12:41:43.128Z | Pressed: Up |
+|   22 | 2026-08-03T12:41:46.749Z | Pressed: Right |
+|   23 | 2026-08-03T12:41:50.315Z | Typed: Amount |
+|   24 | 2026-08-03T12:41:53.841Z | Pressed: Return |
+|   25 | 2026-08-03T12:41:57.310Z | Typed: 120 |
+|   26 | 2026-08-03T12:42:00.829Z | Pressed: Return |
+|   27 | 2026-08-03T12:42:04.420Z | Typed: 340 |
+|   28 | 2026-08-03T12:42:08.047Z | Pressed: Return |
+|   29 | 2026-08-03T12:42:11.517Z | Typed: 210 |
+|   30 | 2026-08-03T12:42:15.027Z | Pressed: Return |
+|   31 | 2026-08-03T12:42:47.106Z | Typed: =SUM(B2:B4) |
+|   32 | 2026-08-03T12:43:19.178Z | Pressed: Return |
+|   33 | 2026-08-03T12:43:44.312Z | Pressed: Cmd+S |
+|   34 | 2026-08-03T12:43:51.274Z | Typed: sum-column |
+|   35 | 2026-08-03T12:43:55.412Z | Pressed: Return |
+|   36 | 2026-08-03T12:44:05.673Z | Pressed: Cmd+Q |
diff --git a/data/sessions/numbers-sum-column/memory.md b/data/sessions/numbers-sum-column/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..f05198a561ed5f2cbebb6b7deee491067fc0cf5b
--- /dev/null
+++ b/data/sessions/numbers-sum-column/memory.md
@@ -0,0 +1,262 @@
+# Memory: numbers-sum-column
+
+## Overview
+
+Build a small two-column table in a spreadsheet and total one of its columns with a SUM
+formula, then save the document. Use this when a table has to be created from nothing and
+summed, rather than edited in an existing sheet. Every cell is entered from the keyboard —
+the selection is walked to the first cell, then values are typed with Return advancing down
+the column. The recorded trace builds an Item/Amount table and puts `=SUM(B2:B4)` in the
+row below the amounts, giving 670.
+
+## Prerequisites
+
+- A desktop environment with a spreadsheet application, and a way to launch it by name.
+- The table's contents decided in advance — every heading and every value, including
+  capitalisation. Nothing in these tasks reads the data back to check it.
+- An expectation that the application may open a template chooser rather than a blank
+  document, so a document has to be chosen before any cell can be typed into.
+- Entry performed from the keyboard rather than by clicking cells. A click enters a cell's
+  text-editing mode, and later arrow keys then move the text caret instead of the
+  selection, silently corrupting cells that already looked correct.
+- A known starting cell. A blank sheet does not necessarily open with the first cell
+  selected, so the selection has to be driven to a corner before typing begins — arrow
+  keys are no-ops at the edges, which is what makes that reliable.
+- Time for the application to finish loading before the first keystroke. Early keys are
+  swallowed, and a swallowed navigation key shifts an entire table by a row or a column.
+- A destination and file name for the saved document, and no existing file of that name.
+
+## Steps
+
+### Step 1 — Press: Cmd+space
+
+The task is to build a small sales table in Numbers and total its Amount column with a SUM formula, so Numbers has to be launched first. The desktop is bare and Numbers is not in the Dock, so there is no icon to click; press ⌘Space (Cmd+space) to open Spotlight, which finds an app by name regardless of where it sits on disk. The field opens empty with the placeholder `Spotlight Search` and a caret, meaning keystrokes now go to Spotlight rather than the Finder.
+
+![Step 1](vision/frames/step_0001_20260803_124012_at.webp)
+
+### Step 2 — Type: numbers
+
+Type `numbers` to narrow Spotlight to the app. Lowercase is enough — Spotlight matching is case-insensitive — and the query is deliberately the bare app name so the top hit is the application and not a document or a web suggestion. The confirmation is in the bar itself: it now shows an inline `— Open` chip and the green Numbers icon at the right end, which means Return will launch the app.
+
+![Step 2](vision/frames/step_0002_20260803_124016_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `numbers` Press Return to open the top hit. Numbers does not come up on an empty document: it presents the **Choose a Template** chooser, so this step lands on a dialog rather than on a spreadsheet and the next action has to deal with template selection.
+
+![Step 3](vision/frames/step_0003_20260803_124020_at.webp)
+
+### Step 4 — Double-click at (786, 667)
+
+Move the cursor and Double-click the **Blank** tile in the chooser's `Recents` row. Blank is the right template because the task supplies its own data and headings — any of the themed templates would come pre-populated with cells that would then have to be cleared. Double-clicking opens the tile directly, which is why the `Create` button at the bottom of the sheet is never pressed. The chooser is still drawn in this step's after-frame; the document only appears in step 5's before-frame, after a 16 s settle — Numbers swallows commands sent while the template loads.
+
+![Step 4](vision/frames/step_0004_20260803_124029_at.webp)
+
+### Step 5 — Press: Left
+
+Move the selection left, from B2 to A2. The blank template ships with one header row and one header column, so it opens with **B2** selected rather than A1, and the table has to be walked back to its top-left corner before typing starts. Arrow keys are used rather than a click because clicking a cell in Numbers enters text-edit mode, which `{Escape}` does not leave — later arrow presses would then move the text caret and silently corrupt cells.
+
+![Step 5](vision/frames/step_0005_20260803_124045_at.webp)
+
+### Step 6 — Press: Up
+
+Move up from A2 to A1, the first heading cell. Left-then-Up is a safe pair for reaching the corner: both keys are no-ops once the selection is already at the edge, so the sequence lands on A1 whether or not the template opened where expected. The step-6 after-frame shows the selection box on A1 inside the darker header row.
+
+![Step 6](vision/frames/step_0006_20260803_124048_at.webp)
+
+### Step 7 — Type: Item
+
+Type the column-A heading `Item`. Typing straight into a selected cell begins editing without a double-click, which is the whole reason this take is keyboard-only. Note that no bold command is issued anywhere in this trace — A1 sits in the header row and Numbers renders header text bold automatically.
+
+![Step 7](vision/frames/step_0007_20260803_124052_at.webp)
+
+### Step 8 — Press: Enter
+
+After typing `Item` Press Return to commit `Item` and drop the selection to A2. In Numbers, Return commits the cell and moves **down**, which is what makes a plain type/Return alternation walk a column; this is why the whole of column A is entered before column B rather than filling row by row.
+
+![Step 8](vision/frames/step_0008_20260803_124056_at.webp)
+
+### Step 9 — Type: Apples
+
+Type the first data label `Apples` into A2. The row labels are what give the Amount figures meaning, and the SUM at the end has to cover exactly the three rows entered here — so the count of labels is load-bearing, not decorative.
+
+![Step 9](vision/frames/step_0009_20260803_124059_at.webp)
+
+### Step 10 — Press: Enter
+
+Commit `Apples` and step down to A3.
+
+![Step 10](vision/frames/step_0010_20260803_124103_at.webp)
+
+### Step 11 — Type: Bananas
+
+Type the second data label `Bananas` into A3.
+
+![Step 11](vision/frames/step_0011_20260803_124107_at.webp)
+
+### Step 12 — Press: Enter
+
+Commit `Bananas` and step down to A4.
+
+![Step 12](vision/frames/step_0012_20260803_124110_at.webp)
+
+### Step 13 — Type: Cherries
+
+Type the third and last data label `Cherries` into A4. Three data rows means the total belongs in row 5 and the SUM range is B2:B4.
+
+![Step 13](vision/frames/step_0013_20260803_124114_at.webp)
+
+### Step 14 — Press: Enter
+
+Commit `Cherries` and step down to A5, the row that will hold the total.
+
+![Step 14](vision/frames/step_0014_20260803_124118_at.webp)
+
+### Step 15 — Type: Total
+
+Type `Total` into A5 to label the summary row. Labelling it in column A is what makes the artifact readable as a totalled table rather than a stray number under three values; the formula that lands in B5 is only meaningful next to this label.
+
+![Step 15](vision/frames/step_0015_20260803_124121_at.webp)
+
+### Step 16 — Press: Enter
+
+Commit `Total`. The selection drops to A6, one row past the table content — the after-frame shows A1:A5 filled with `Item`/`Apples`/`Bananas`/`Cherries`/`Total`, all rendered bold because column A is a header column.
+
+![Step 16](vision/frames/step_0016_20260803_124125_at.webp)
+
+### Step 17 — Press: Up
+
+Start walking back up column A to reach the top of column B. The selection moves from A6 to A5 (`Total`). Arrows are used instead of clicking B1 for the same reason as before: a click would put the cell into edit mode and poison every later arrow press.
+
+![Step 17](vision/frames/step_0017_20260803_124128_at.webp)
+
+### Step 18 — Press: Up
+
+A5 → A4 (`Cherries`).
+
+![Step 18](vision/frames/step_0018_20260803_124132_at.webp)
+
+### Step 19 — Press: Up
+
+A4 → A3 (`Bananas`).
+
+![Step 19](vision/frames/step_0019_20260803_124136_at.webp)
+
+### Step 20 — Press: Up
+
+A3 → A2 (`Apples`).
+
+![Step 20](vision/frames/step_0020_20260803_124139_at.webp)
+
+### Step 21 — Press: Up
+
+A2 → A1 (`Item`). Five Up presses are needed because the selection had been pushed one row past the last entry by the final Return — four rows of data plus that overshoot. The after-frame confirms the selection box is back on A1.
+
+![Step 21](vision/frames/step_0021_20260803_124143_at.webp)
+
+### Step 22 — Press: Right
+
+Move right from A1 to B1, the top of the second column. The after-frame shows the selection on B1 and the column-B label highlighted in the header bar, so the next typed text will start the Amount column at the correct row.
+
+![Step 22](vision/frames/step_0022_20260803_124146_at.webp)
+
+### Step 23 — Type: Amount
+
+Type the column-B heading `Amount`. This heading is what identifies the numeric column for a reader and for any later sort or chart; entering it before the values keeps the same type/Return rhythm running down the column.
+
+![Step 23](vision/frames/step_0023_20260803_124150_at.webp)
+
+### Step 24 — Press: Enter
+
+Commit `Amount` and drop to B2, alongside `Apples`.
+
+![Step 24](vision/frames/step_0024_20260803_124153_at.webp)
+
+### Step 25 — Type: 120
+
+Type `120` as the Apples amount. Numbers right-aligns it in the frames, which is the signal that the cell was parsed as a number rather than text — a text-typed figure would left-align and would not be picked up by SUM.
+
+![Step 25](vision/frames/step_0025_20260803_124157_at.webp)
+
+### Step 26 — Press: Enter
+
+Commit `120` and drop to B3, alongside `Bananas`.
+
+![Step 26](vision/frames/step_0026_20260803_124200_at.webp)
+
+### Step 27 — Type: 340
+
+Type `340` as the Bananas amount.
+
+![Step 27](vision/frames/step_0027_20260803_124204_at.webp)
+
+### Step 28 — Press: Enter
+
+Commit `340` and drop to B4, alongside `Cherries`.
+
+![Step 28](vision/frames/step_0028_20260803_124208_at.webp)
+
+### Step 29 — Type: 210
+
+Type `210` as the Cherries amount, the last of the three values the total has to cover.
+
+![Step 29](vision/frames/step_0029_20260803_124211_at.webp)
+
+### Step 30 — Press: Enter
+
+Commit `210`. The selection drops to B5, the cell on the `Total` row — exactly where the formula belongs, so no further navigation is needed. The after-frame shows 120/340/210 right-aligned in B2:B4 with the selection box on the empty B5.
+
+![Step 30](vision/frames/step_0030_20260803_124215_at.webp)
+
+### Step 31 — Type: =SUM(B2:B4)
+
+Type `=SUM(B2:B4)` to total the three amounts. The leading `=` is what makes Numbers open its formula editor instead of storing the text literally, and the range is written explicitly as B2:B4 rather than as a whole column so the total never tries to include its own cell. The editor does not appear in this step's after-frame; it is visible in step 32's before-frame as `fx  SUM ▾ ( B2:B4 ▾ )` with B2:B4 outlined in blue in the table — read that frame before concluding the formula was accepted.
+
+![Step 31](vision/frames/step_0031_20260803_124247_at.webp)
+
+### Step 32 — Press: Enter
+
+After typing `=SUM(B2:B4)` Press Return to accept the formula, which is equivalent to clicking the green ✓ in the formula editor. The 32 s that elapse before this keystroke are the operator reading the editor back: the argument token must say `B2:B4` and the highlighted band in the table must cover exactly the three data rows, because a wrong range still commits happily and produces a plausible wrong number. The result lands in step 33's before-frame: B5 reads **670**, and 120 + 340 + 210 = 670 confirms the range was right.
+
+![Step 32](vision/frames/step_0032_20260803_124319_at.webp)
+
+### Step 33 — Press: Cmd+S
+
+Press ⌘S (Cmd+S) to save. The document is still `Untitled` — the title bar reads `Untitled — Edited` — so ⌘S opens the save sheet rather than writing silently, and nothing on disk exists to check until this is done. The sheet offers `Save As:` pre-filled with `Untitled` and fully selected, `Tags:`, and `Where:` set to **Documents**.
+
+![Step 33](vision/frames/step_0033_20260803_124344_at.webp)
+
+### Step 34 — Type: sum-column
+
+Type `sum-column` as the filename. No clearing keystroke is needed first: the `Save As:` text is pre-selected when the sheet opens, so typing replaces it outright — the before-frame of step 35 shows the field containing only `sum-column`. The `Where:` popup is left at its Documents default, which is where the artifact is expected to land.
+
+![Step 34](vision/frames/step_0034_20260803_124351_at.webp)
+
+### Step 35 — Press: Enter
+
+After typing `sum-column` Press Return to activate the sheet's default `Save` button and write the file. The confirmation is the title bar in step 36's before-frame: it now reads `sum-column` with a Numbers document icon and no `Edited` marker, meaning the document is on disk with no unsaved changes.
+
+![Step 35](vision/frames/step_0035_20260803_124355_at.webp)
+
+### Step 36 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Numbers. Quitting is part of the trace rather than housekeeping: it proves the save completed, because an unsaved document would have raised a save-changes sheet and blocked the quit. The closing frame shows the bare desktop with Finder frontmost and no Numbers icon in the Dock.
+
+![Step 36](vision/frames/step_0036_20260803_124405_at.webp)
+
+## Notes & Edge Cases
+
+1. The application opens a template chooser rather than a document. Until a template is chosen there is no sheet, so a keystroke sent at that moment goes to the chooser or nowhere — launching the app is not the same as having somewhere to type.
+2. The blank template is not empty of structure. It ships with one header row and one header column, which is why the selection lands on B2 rather than A1 when the document opens. Never assume the corner is selected; drive the selection there.
+3. Left then Up is a reliable way to reach the top-left cell because arrow keys do nothing at the edge of a table. The pair lands on A1 whether the selection started at B2, A2 or A1 already, which is what makes it safe to run without reading the screen first.
+4. Do not click a cell to select it. A click puts that cell into text-editing mode, Escape does not reliably leave it, and every arrow key after that moves the text caret inside the cell instead of moving the selection between cells. The damage is silent: the sheet still looks right while values are being typed into the wrong places. Enter values from the keyboard throughout.
+5. Return commits the cell and moves the selection **down**, which is what makes a plain type-Return alternation fill a column. It also means the selection ends one row *past* the last value entered, so walking back to the top takes one more press than there are rows of data — an off-by-one here shifts an entire column.
+6. Header rows and columns are styled automatically. Text in them renders bold with no command issued, so bold text is not evidence that a bold command ran, and a task asking for bold has to deal with the automatic styling before its own styling means anything.
+7. Give the application time to finish loading. The recorded traces sit for about sixteen seconds after choosing the template because keys sent during the load are swallowed, and a swallowed navigation key is the worst kind of loss — the typing that follows lands one row or one column off, and the result looks like a correctly built table in the wrong place.
+8. Alignment tells you how a value was parsed. A number that parsed as a number sits right-aligned; the same digits stored as text sit left-aligned and are ignored by formulas. Check the alignment before trusting a total.
+9. Saving an untitled document opens a save sheet with the name field pre-filled and already selected, so typing replaces it with no clearing keystroke, and Return activates the sheet's default Save button. Quitting afterwards doubles as the check: a document with unsaved changes interrupts the quit with a save-changes sheet instead of closing, so a clean quit is evidence the file was written.
+10. The leading `=` is what makes the application treat the text as a formula instead of storing it literally. Without it the cell reads `SUM(B2:B4)` as words, which looks almost right in a screenshot and is not a total at all.
+11. Write the range explicitly rather than as a whole column. A total placed in the column it sums would include its own cell if the range were open-ended, which is a circular reference; naming the data rows exactly avoids the question.
+12. The formula editor may not appear in the frame captured immediately after typing. It showed up in the *next* frame of the recorded trace, so a check made too early sees nothing and concludes the typing failed. Read the editor's argument and the highlighted band in the table — they must cover exactly the intended rows — before committing.
+13. A wrong range commits as happily as a right one and produces a plausible number. There is no error to react to, so the arithmetic has to be checked against the inputs: 120 + 340 + 210 = 670 is what makes the recorded result trustworthy, not the fact that a number appeared.
+14. The label beside the total is part of the artifact. A number under three values with nothing naming it is not a totalled table to a reader, so the summary row is labelled before the formula is entered.
diff --git a/data/sessions/numbers-sum-column/metadata.json b/data/sessions/numbers-sum-column/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad290b4d15725131483788833ed3040b8acfff66
--- /dev/null
+++ b/data/sessions/numbers-sum-column/metadata.json
@@ -0,0 +1,506 @@
+{
+  "memory_name": "numbers-sum-column",
+  "memory_description": "",
+  "session_id": "012af426-6c25-492c-ad3b-53c46c9cd6bb",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-08-03T12:39:38.115328283Z",
+  "completed_at": "2026-08-03T12:44:38.120646443Z",
+  "total_steps": 36,
+  "annotated_steps": 36,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-08-03T12:40:12.626Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260803_124012_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260803_124012_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260803_124012_after.webp",
+      "raw_command": "Pressed: Cmd+space",
+      "converted_command": "Press: Cmd+space"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-08-03T12:40:16.335Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260803_124016_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260803_124016_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260803_124016_after.webp",
+      "raw_command": "Typed: numbers",
+      "converted_command": "Type: numbers"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-08-03T12:40:20.025Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260803_124020_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260803_124020_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260803_124020_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-08-03T12:40:29.782Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0004_20260803_124029_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260803_124029_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260803_124029_after.webp",
+      "raw_command": "Double-clicked at X=786, Y=667",
+      "converted_command": "Double-click at (786, 667)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-08-03T12:40:45.325Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260803_124045_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260803_124045_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260803_124045_after.webp",
+      "raw_command": "Pressed: Left",
+      "converted_command": "Press: Left"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-08-03T12:40:48.868Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260803_124048_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260803_124048_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260803_124048_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-08-03T12:40:52.525Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0007_20260803_124052_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260803_124052_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260803_124052_after.webp",
+      "raw_command": "Typed: Item",
+      "converted_command": "Type: Item"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-08-03T12:40:56.144Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0008_20260803_124056_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260803_124056_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260803_124056_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-08-03T12:40:59.669Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0009_20260803_124059_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260803_124059_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260803_124059_after.webp",
+      "raw_command": "Typed: Apples",
+      "converted_command": "Type: Apples"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-08-03T12:41:03.566Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0010_20260803_124103_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260803_124103_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260803_124103_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-08-03T12:41:07.196Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0011_20260803_124107_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260803_124107_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260803_124107_after.webp",
+      "raw_command": "Typed: Bananas",
+      "converted_command": "Type: Bananas"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-08-03T12:41:10.781Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0012_20260803_124110_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260803_124110_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260803_124110_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-08-03T12:41:14.396Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0013_20260803_124114_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260803_124114_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260803_124114_after.webp",
+      "raw_command": "Typed: Cherries",
+      "converted_command": "Type: Cherries"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-08-03T12:41:18.001Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0014_20260803_124118_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0014_20260803_124118_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260803_124118_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-08-03T12:41:21.542Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0015_20260803_124121_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0015_20260803_124121_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260803_124121_after.webp",
+      "raw_command": "Typed: Total",
+      "converted_command": "Type: Total"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-08-03T12:41:25.237Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0016_20260803_124125_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0016_20260803_124125_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260803_124125_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 17,
+      "timestamp": "2026-08-03T12:41:28.827Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0017_20260803_124128_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0017_20260803_124128_before.webp",
+      "after_image_path": "vision/frames/step_0017_20260803_124128_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 18,
+      "timestamp": "2026-08-03T12:41:32.392Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0018_20260803_124132_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0018_20260803_124132_before.webp",
+      "after_image_path": "vision/frames/step_0018_20260803_124132_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 19,
+      "timestamp": "2026-08-03T12:41:36.007Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0019_20260803_124136_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0019_20260803_124136_before.webp",
+      "after_image_path": "vision/frames/step_0019_20260803_124136_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 20,
+      "timestamp": "2026-08-03T12:41:39.579Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0020_20260803_124139_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0020_20260803_124139_before.webp",
+      "after_image_path": "vision/frames/step_0020_20260803_124139_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 21,
+      "timestamp": "2026-08-03T12:41:43.128Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0021_20260803_124143_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0021_20260803_124143_before.webp",
+      "after_image_path": "vision/frames/step_0021_20260803_124143_after.webp",
+      "raw_command": "Pressed: Up",
+      "converted_command": "Press: Up"
+    },
+    {
+      "step_id": 22,
+      "timestamp": "2026-08-03T12:41:46.749Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0022_20260803_124146_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0022_20260803_124146_before.webp",
+      "after_image_path": "vision/frames/step_0022_20260803_124146_after.webp",
+      "raw_command": "Pressed: Right",
+      "converted_command": "Press: Right"
+    },
+    {
+      "step_id": 23,
+      "timestamp": "2026-08-03T12:41:50.315Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0023_20260803_124150_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0023_20260803_124150_before.webp",
+      "after_image_path": "vision/frames/step_0023_20260803_124150_after.webp",
+      "raw_command": "Typed: Amount",
+      "converted_command": "Type: Amount"
+    },
+    {
+      "step_id": 24,
+      "timestamp": "2026-08-03T12:41:53.841Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0024_20260803_124153_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0024_20260803_124153_before.webp",
+      "after_image_path": "vision/frames/step_0024_20260803_124153_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 25,
+      "timestamp": "2026-08-03T12:41:57.310Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0025_20260803_124157_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0025_20260803_124157_before.webp",
+      "after_image_path": "vision/frames/step_0025_20260803_124157_after.webp",
+      "raw_command": "Typed: 120",
+      "converted_command": "Type: 120"
+    },
+    {
+      "step_id": 26,
+      "timestamp": "2026-08-03T12:42:00.829Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0026_20260803_124200_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0026_20260803_124200_before.webp",
+      "after_image_path": "vision/frames/step_0026_20260803_124200_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 27,
+      "timestamp": "2026-08-03T12:42:04.420Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0027_20260803_124204_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0027_20260803_124204_before.webp",
+      "after_image_path": "vision/frames/step_0027_20260803_124204_after.webp",
+      "raw_command": "Typed: 340",
+      "converted_command": "Type: 340"
+    },
+    {
+      "step_id": 28,
+      "timestamp": "2026-08-03T12:42:08.047Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0028_20260803_124208_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0028_20260803_124208_before.webp",
+      "after_image_path": "vision/frames/step_0028_20260803_124208_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 29,
+      "timestamp": "2026-08-03T12:42:11.517Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0029_20260803_124211_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0029_20260803_124211_before.webp",
+      "after_image_path": "vision/frames/step_0029_20260803_124211_after.webp",
+      "raw_command": "Typed: 210",
+      "converted_command": "Type: 210"
+    },
+    {
+      "step_id": 30,
+      "timestamp": "2026-08-03T12:42:15.027Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0030_20260803_124215_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0030_20260803_124215_before.webp",
+      "after_image_path": "vision/frames/step_0030_20260803_124215_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 31,
+      "timestamp": "2026-08-03T12:42:47.106Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0031_20260803_124247_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0031_20260803_124247_before.webp",
+      "after_image_path": "vision/frames/step_0031_20260803_124247_after.webp",
+      "raw_command": "Typed: =SUM(B2:B4)",
+      "converted_command": "Type: =SUM(B2:B4)"
+    },
+    {
+      "step_id": 32,
+      "timestamp": "2026-08-03T12:43:19.178Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0032_20260803_124319_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0032_20260803_124319_before.webp",
+      "after_image_path": "vision/frames/step_0032_20260803_124319_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 33,
+      "timestamp": "2026-08-03T12:43:44.312Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0033_20260803_124344_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0033_20260803_124344_before.webp",
+      "after_image_path": "vision/frames/step_0033_20260803_124344_after.webp",
+      "raw_command": "Pressed: Cmd+S",
+      "converted_command": "Press: Cmd+S"
+    },
+    {
+      "step_id": 34,
+      "timestamp": "2026-08-03T12:43:51.274Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0034_20260803_124351_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0034_20260803_124351_before.webp",
+      "after_image_path": "vision/frames/step_0034_20260803_124351_after.webp",
+      "raw_command": "Typed: sum-column",
+      "converted_command": "Type: sum-column"
+    },
+    {
+      "step_id": 35,
+      "timestamp": "2026-08-03T12:43:55.412Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0035_20260803_124355_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0035_20260803_124355_before.webp",
+      "after_image_path": "vision/frames/step_0035_20260803_124355_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 36,
+      "timestamp": "2026-08-03T12:44:05.673Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0036_20260803_124405_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0036_20260803_124405_before.webp",
+      "after_image_path": "vision/frames/step_0036_20260803_124405_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/numbers-sum-column/reasoning/reasoning.jsonl b/data/sessions/numbers-sum-column/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7f5e824039e63c4da8cc659087013d16b2e596a1
--- /dev/null
+++ b/data/sessions/numbers-sum-column/reasoning/reasoning.jsonl
@@ -0,0 +1,36 @@
+{"step_id": 1, "timestamp_action": "2026-08-03T12:40:12.626Z", "timestamp_annotated": "2026-08-19T14:18:26.029000+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+space", "converted_command": "Press: Cmd+space", "image_path": "vision/frames/step_0001_20260803_124012_at.webp", "reasoning": "The task is to build a small sales table in Numbers and total its Amount column with a SUM formula, so Numbers has to be launched first. The desktop is bare and Numbers is not in the Dock, so there is no icon to click; press ⌘Space (Cmd+space) to open Spotlight, which finds an app by name regardless of where it sits on disk. The field opens empty with the placeholder `Spotlight Search` and a caret, meaning keystrokes now go to Spotlight rather than the Finder.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-08-03T12:40:16.335Z", "timestamp_annotated": "2026-08-19T14:18:26.029317+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: numbers", "converted_command": "Type: numbers", "image_path": "vision/frames/step_0002_20260803_124016_at.webp", "reasoning": "Type `numbers` to narrow Spotlight to the app. Lowercase is enough — Spotlight matching is case-insensitive — and the query is deliberately the bare app name so the top hit is the application and not a document or a web suggestion. The confirmation is in the bar itself: it now shows an inline `— Open` chip and the green Numbers icon at the right end, which means Return will launch the app.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-08-03T12:40:20.025Z", "timestamp_annotated": "2026-08-19T14:18:26.029680+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260803_124020_at.webp", "reasoning": "After typing `numbers` Press Return to open the top hit. Numbers does not come up on an empty document: it presents the **Choose a Template** chooser, so this step lands on a dialog rather than on a spreadsheet and the next action has to deal with template selection.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-08-03T12:40:29.782Z", "timestamp_annotated": "2026-08-19T14:18:26.030081+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=786, Y=667", "converted_command": "Double-click at (786, 667)", "image_path": "vision/frames/step_0004_20260803_124029_at.webp", "reasoning": "Move the cursor and Double-click the **Blank** tile in the chooser's `Recents` row. Blank is the right template because the task supplies its own data and headings — any of the themed templates would come pre-populated with cells that would then have to be cleared. Double-clicking opens the tile directly, which is why the `Create` button at the bottom of the sheet is never pressed. The chooser is still drawn in this step's after-frame; the document only appears in step 5's before-frame, after a 16 s settle — Numbers swallows commands sent while the template loads.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-08-03T12:40:45.325Z", "timestamp_annotated": "2026-08-19T14:18:26.030458+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Left", "converted_command": "Press: Left", "image_path": "vision/frames/step_0005_20260803_124045_at.webp", "reasoning": "Move the selection left, from B2 to A2. The blank template ships with one header row and one header column, so it opens with **B2** selected rather than A1, and the table has to be walked back to its top-left corner before typing starts. Arrow keys are used rather than a click because clicking a cell in Numbers enters text-edit mode, which `{Escape}` does not leave — later arrow presses would then move the text caret and silently corrupt cells.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-08-03T12:40:48.868Z", "timestamp_annotated": "2026-08-19T14:18:26.030899+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0006_20260803_124048_at.webp", "reasoning": "Move up from A2 to A1, the first heading cell. Left-then-Up is a safe pair for reaching the corner: both keys are no-ops once the selection is already at the edge, so the sequence lands on A1 whether or not the template opened where expected. The step-6 after-frame shows the selection box on A1 inside the darker header row.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-08-03T12:40:52.525Z", "timestamp_annotated": "2026-08-19T14:18:26.031312+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Item", "converted_command": "Type: Item", "image_path": "vision/frames/step_0007_20260803_124052_at.webp", "reasoning": "Type the column-A heading `Item`. Typing straight into a selected cell begins editing without a double-click, which is the whole reason this take is keyboard-only. Note that no bold command is issued anywhere in this trace — A1 sits in the header row and Numbers renders header text bold automatically.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-08-03T12:40:56.144Z", "timestamp_annotated": "2026-08-19T14:18:26.031766+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0008_20260803_124056_at.webp", "reasoning": "After typing `Item` Press Return to commit `Item` and drop the selection to A2. In Numbers, Return commits the cell and moves **down**, which is what makes a plain type/Return alternation walk a column; this is why the whole of column A is entered before column B rather than filling row by row.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-08-03T12:40:59.669Z", "timestamp_annotated": "2026-08-19T14:18:26.032209+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Apples", "converted_command": "Type: Apples", "image_path": "vision/frames/step_0009_20260803_124059_at.webp", "reasoning": "Type the first data label `Apples` into A2. The row labels are what give the Amount figures meaning, and the SUM at the end has to cover exactly the three rows entered here — so the count of labels is load-bearing, not decorative.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-08-03T12:41:03.566Z", "timestamp_annotated": "2026-08-19T14:18:26.032692+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0010_20260803_124103_at.webp", "reasoning": "Commit `Apples` and step down to A3.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-08-03T12:41:07.196Z", "timestamp_annotated": "2026-08-19T14:18:26.033184+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Bananas", "converted_command": "Type: Bananas", "image_path": "vision/frames/step_0011_20260803_124107_at.webp", "reasoning": "Type the second data label `Bananas` into A3.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-08-03T12:41:10.781Z", "timestamp_annotated": "2026-08-19T14:18:26.033692+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0012_20260803_124110_at.webp", "reasoning": "Commit `Bananas` and step down to A4.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-08-03T12:41:14.396Z", "timestamp_annotated": "2026-08-19T14:18:26.034248+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Cherries", "converted_command": "Type: Cherries", "image_path": "vision/frames/step_0013_20260803_124114_at.webp", "reasoning": "Type the third and last data label `Cherries` into A4. Three data rows means the total belongs in row 5 and the SUM range is B2:B4.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-08-03T12:41:18.001Z", "timestamp_annotated": "2026-08-19T14:18:26.034845+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0014_20260803_124118_at.webp", "reasoning": "Commit `Cherries` and step down to A5, the row that will hold the total.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-08-03T12:41:21.542Z", "timestamp_annotated": "2026-08-19T14:18:26.035346+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Total", "converted_command": "Type: Total", "image_path": "vision/frames/step_0015_20260803_124121_at.webp", "reasoning": "Type `Total` into A5 to label the summary row. Labelling it in column A is what makes the artifact readable as a totalled table rather than a stray number under three values; the formula that lands in B5 is only meaningful next to this label.", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-08-03T12:41:25.237Z", "timestamp_annotated": "2026-08-19T14:18:26.035895+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0016_20260803_124125_at.webp", "reasoning": "Commit `Total`. The selection drops to A6, one row past the table content — the after-frame shows A1:A5 filled with `Item`/`Apples`/`Bananas`/`Cherries`/`Total`, all rendered bold because column A is a header column.", "skipped": false}
+{"step_id": 17, "timestamp_action": "2026-08-03T12:41:28.827Z", "timestamp_annotated": "2026-08-19T14:18:26.036531+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0017_20260803_124128_at.webp", "reasoning": "Start walking back up column A to reach the top of column B. The selection moves from A6 to A5 (`Total`). Arrows are used instead of clicking B1 for the same reason as before: a click would put the cell into edit mode and poison every later arrow press.", "skipped": false}
+{"step_id": 18, "timestamp_action": "2026-08-03T12:41:32.392Z", "timestamp_annotated": "2026-08-19T14:18:26.037182+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0018_20260803_124132_at.webp", "reasoning": "A5 → A4 (`Cherries`).", "skipped": false}
+{"step_id": 19, "timestamp_action": "2026-08-03T12:41:36.007Z", "timestamp_annotated": "2026-08-19T14:18:26.037800+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0019_20260803_124136_at.webp", "reasoning": "A4 → A3 (`Bananas`).", "skipped": false}
+{"step_id": 20, "timestamp_action": "2026-08-03T12:41:39.579Z", "timestamp_annotated": "2026-08-19T14:18:26.038368+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0020_20260803_124139_at.webp", "reasoning": "A3 → A2 (`Apples`).", "skipped": false}
+{"step_id": 21, "timestamp_action": "2026-08-03T12:41:43.128Z", "timestamp_annotated": "2026-08-19T14:18:26.039001+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Up", "converted_command": "Press: Up", "image_path": "vision/frames/step_0021_20260803_124143_at.webp", "reasoning": "A2 → A1 (`Item`). Five Up presses are needed because the selection had been pushed one row past the last entry by the final Return — four rows of data plus that overshoot. The after-frame confirms the selection box is back on A1.", "skipped": false}
+{"step_id": 22, "timestamp_action": "2026-08-03T12:41:46.749Z", "timestamp_annotated": "2026-08-19T14:18:26.039668+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Right", "converted_command": "Press: Right", "image_path": "vision/frames/step_0022_20260803_124146_at.webp", "reasoning": "Move right from A1 to B1, the top of the second column. The after-frame shows the selection on B1 and the column-B label highlighted in the header bar, so the next typed text will start the Amount column at the correct row.", "skipped": false}
+{"step_id": 23, "timestamp_action": "2026-08-03T12:41:50.315Z", "timestamp_annotated": "2026-08-19T14:18:26.040243+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Amount", "converted_command": "Type: Amount", "image_path": "vision/frames/step_0023_20260803_124150_at.webp", "reasoning": "Type the column-B heading `Amount`. This heading is what identifies the numeric column for a reader and for any later sort or chart; entering it before the values keeps the same type/Return rhythm running down the column.", "skipped": false}
+{"step_id": 24, "timestamp_action": "2026-08-03T12:41:53.841Z", "timestamp_annotated": "2026-08-19T14:18:26.040860+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0024_20260803_124153_at.webp", "reasoning": "Commit `Amount` and drop to B2, alongside `Apples`.", "skipped": false}
+{"step_id": 25, "timestamp_action": "2026-08-03T12:41:57.310Z", "timestamp_annotated": "2026-08-19T14:18:26.041598+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 120", "converted_command": "Type: 120", "image_path": "vision/frames/step_0025_20260803_124157_at.webp", "reasoning": "Type `120` as the Apples amount. Numbers right-aligns it in the frames, which is the signal that the cell was parsed as a number rather than text — a text-typed figure would left-align and would not be picked up by SUM.", "skipped": false}
+{"step_id": 26, "timestamp_action": "2026-08-03T12:42:00.829Z", "timestamp_annotated": "2026-08-19T14:18:26.042317+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0026_20260803_124200_at.webp", "reasoning": "Commit `120` and drop to B3, alongside `Bananas`.", "skipped": false}
+{"step_id": 27, "timestamp_action": "2026-08-03T12:42:04.420Z", "timestamp_annotated": "2026-08-19T14:18:26.043042+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 340", "converted_command": "Type: 340", "image_path": "vision/frames/step_0027_20260803_124204_at.webp", "reasoning": "Type `340` as the Bananas amount.", "skipped": false}
+{"step_id": 28, "timestamp_action": "2026-08-03T12:42:08.047Z", "timestamp_annotated": "2026-08-19T14:18:26.043745+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0028_20260803_124208_at.webp", "reasoning": "Commit `340` and drop to B4, alongside `Cherries`.", "skipped": false}
+{"step_id": 29, "timestamp_action": "2026-08-03T12:42:11.517Z", "timestamp_annotated": "2026-08-19T14:18:26.044344+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 210", "converted_command": "Type: 210", "image_path": "vision/frames/step_0029_20260803_124211_at.webp", "reasoning": "Type `210` as the Cherries amount, the last of the three values the total has to cover.", "skipped": false}
+{"step_id": 30, "timestamp_action": "2026-08-03T12:42:15.027Z", "timestamp_annotated": "2026-08-19T14:18:26.045056+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0030_20260803_124215_at.webp", "reasoning": "Commit `210`. The selection drops to B5, the cell on the `Total` row — exactly where the formula belongs, so no further navigation is needed. The after-frame shows 120/340/210 right-aligned in B2:B4 with the selection box on the empty B5.", "skipped": false}
+{"step_id": 31, "timestamp_action": "2026-08-03T12:42:47.106Z", "timestamp_annotated": "2026-08-19T14:18:26.045783+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: =SUM(B2:B4)", "converted_command": "Type: =SUM(B2:B4)", "image_path": "vision/frames/step_0031_20260803_124247_at.webp", "reasoning": "Type `=SUM(B2:B4)` to total the three amounts. The leading `=` is what makes Numbers open its formula editor instead of storing the text literally, and the range is written explicitly as B2:B4 rather than as a whole column so the total never tries to include its own cell. The editor does not appear in this step's after-frame; it is visible in step 32's before-frame as `fx  SUM ▾ ( B2:B4 ▾ )` with B2:B4 outlined in blue in the table — read that frame before concluding the formula was accepted.", "skipped": false}
+{"step_id": 32, "timestamp_action": "2026-08-03T12:43:19.178Z", "timestamp_annotated": "2026-08-19T14:18:26.046414+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0032_20260803_124319_at.webp", "reasoning": "After typing `=SUM(B2:B4)` Press Return to accept the formula, which is equivalent to clicking the green ✓ in the formula editor. The 32 s that elapse before this keystroke are the operator reading the editor back: the argument token must say `B2:B4` and the highlighted band in the table must cover exactly the three data rows, because a wrong range still commits happily and produces a plausible wrong number. The result lands in step 33's before-frame: B5 reads **670**, and 120 + 340 + 210 = 670 confirms the range was right.", "skipped": false}
+{"step_id": 33, "timestamp_action": "2026-08-03T12:43:44.312Z", "timestamp_annotated": "2026-08-19T14:18:26.047128+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+S", "converted_command": "Press: Cmd+S", "image_path": "vision/frames/step_0033_20260803_124344_at.webp", "reasoning": "Press ⌘S (Cmd+S) to save. The document is still `Untitled` — the title bar reads `Untitled — Edited` — so ⌘S opens the save sheet rather than writing silently, and nothing on disk exists to check until this is done. The sheet offers `Save As:` pre-filled with `Untitled` and fully selected, `Tags:`, and `Where:` set to **Documents**.", "skipped": false}
+{"step_id": 34, "timestamp_action": "2026-08-03T12:43:51.274Z", "timestamp_annotated": "2026-08-19T14:18:26.047863+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: sum-column", "converted_command": "Type: sum-column", "image_path": "vision/frames/step_0034_20260803_124351_at.webp", "reasoning": "Type `sum-column` as the filename. No clearing keystroke is needed first: the `Save As:` text is pre-selected when the sheet opens, so typing replaces it outright — the before-frame of step 35 shows the field containing only `sum-column`. The `Where:` popup is left at its Documents default, which is where the artifact is expected to land.", "skipped": false}
+{"step_id": 35, "timestamp_action": "2026-08-03T12:43:55.412Z", "timestamp_annotated": "2026-08-19T14:18:26.048562+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0035_20260803_124355_at.webp", "reasoning": "After typing `sum-column` Press Return to activate the sheet's default `Save` button and write the file. The confirmation is the title bar in step 36's before-frame: it now reads `sum-column` with a Numbers document icon and no `Edited` marker, meaning the document is on disk with no unsaved changes.", "skipped": false}
+{"step_id": 36, "timestamp_action": "2026-08-03T12:44:05.673Z", "timestamp_annotated": "2026-08-19T14:18:26.049286+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0036_20260803_124405_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Numbers. Quitting is part of the trace rather than housekeeping: it proves the save completed, because an unsaved document would have raised a save-changes sheet and blocked the quit. The closing frame shows the bare desktop with Finder frontmost and no Numbers icon in the Dock.", "skipped": false}
diff --git a/data/sessions/numbers-sum-column/sync_log.json b/data/sessions/numbers-sum-column/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f88ab790056795fe263ed21344f6e78798d1237
--- /dev/null
+++ b/data/sessions/numbers-sum-column/sync_log.json
@@ -0,0 +1,796 @@
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diff --git a/data/sessions/paint-add-text/commands/actuation_commands.json b/data/sessions/paint-add-text/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..058f810531e4843e45aa2e9d4d000ed0c2f7eb2b
--- /dev/null
+++ b/data/sessions/paint-add-text/commands/actuation_commands.json
@@ -0,0 +1,154 @@
+[
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 99,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 322,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=250, Y=322",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:01:14.399Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 92,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 295,
+    "mouse_y": 681,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=295, Y=681",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:01:19.713Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 89,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 570,
+    "mouse_y": 683,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=570, Y=683",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:01:24.023Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 91,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 491,
+    "mouse_y": 184,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=491, Y=184",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:01:34.461Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 90,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 405,
+    "mouse_y": 458,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=405, Y=458",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:01:38.071Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: DRAFT",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:01:42.703Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+S",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:01:47.321Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 2,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Alt+F4",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:01:53.620Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/paint-add-text/commands/cc_commands.json b/data/sessions/paint-add-text/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..29e7f3b2dbde4511b54667f277a1e87df05e5454
--- /dev/null
+++ b/data/sessions/paint-add-text/commands/cc_commands.json
@@ -0,0 +1,42 @@
+[
+  {
+    "command": "250 322 right",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "295 681 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "570 683 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "491 184 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "405 458 left",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "type DRAFT",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Ctrl+S}",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "press {Alt+F4}",
+    "os": "WINDOWS",
+    "step_id": 8
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/paint-add-text/commands/converted_input.md b/data/sessions/paint-add-text/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..b2ea75e67088c3bf5e6b064f08e05db1e437b948
--- /dev/null
+++ b/data/sessions/paint-add-text/commands/converted_input.md
@@ -0,0 +1,14 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:01:14 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:01:14.399Z | Right-click at (250, 322) |
+|    2 | 2026-07-31T12:01:19.713Z | Left-click at (295, 681) |
+|    3 | 2026-07-31T12:01:24.023Z | Left-click at (570, 683) |
+|    4 | 2026-07-31T12:01:34.461Z | Left-click at (491, 184) |
+|    5 | 2026-07-31T12:01:38.071Z | Left-click at (405, 458) |
+|    6 | 2026-07-31T12:01:42.703Z | Type: DRAFT |
+|    7 | 2026-07-31T12:01:47.321Z | Press: Ctrl+S |
+|    8 | 2026-07-31T12:01:53.620Z | Press: Alt+F4 |
diff --git a/data/sessions/paint-add-text/commands/raw_input.md b/data/sessions/paint-add-text/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..8dec9e5802242eedc2422768df01da9e02c309c7
--- /dev/null
+++ b/data/sessions/paint-add-text/commands/raw_input.md
@@ -0,0 +1,14 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:01:14 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:01:14.399Z | Right-clicked at X=250, Y=322 |
+|    2 | 2026-07-31T12:01:19.713Z | Left-clicked at X=295, Y=681 |
+|    3 | 2026-07-31T12:01:24.023Z | Left-clicked at X=570, Y=683 |
+|    4 | 2026-07-31T12:01:34.461Z | Left-clicked at X=491, Y=184 |
+|    5 | 2026-07-31T12:01:38.071Z | Left-clicked at X=405, Y=458 |
+|    6 | 2026-07-31T12:01:42.703Z | Typed: DRAFT |
+|    7 | 2026-07-31T12:01:47.321Z | Pressed: Ctrl+S |
+|    8 | 2026-07-31T12:01:53.620Z | Pressed: Alt+F4 |
diff --git a/data/sessions/paint-add-text/memory.md b/data/sessions/paint-add-text/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..ec8ddf047cf328588fb716f4b3389b978dc8c3f4
--- /dev/null
+++ b/data/sessions/paint-add-text/memory.md
@@ -0,0 +1,85 @@
+# Memory: paint-add-text
+
+## Overview
+
+Add a short text label onto an image and save it in place, using a raster image editor. Use
+this when an image needs annotating rather than editing. The route opens the image through
+the file manager's open-with menu, selects the text tool, clicks where the label should go,
+types it, and saves — the save also commits the still-editable text box, so no separate
+commit step is needed. The recorded trace writes `DRAFT` onto the image.
+
+## Prerequisites
+
+- A desktop environment with a raster image editor, and an image file that exists, is
+  readable and is writable.
+- The image opened through the file manager's "open with" route where the editor is not
+  the file type's default handler — otherwise the file opens somewhere else entirely.
+- The intended change decided in advance, in the units the editor works in.
+- Acceptance that the result is written back over the original. No copy is made, and the
+  earlier state is not recoverable except by editing back.
+- Awareness that the editor keeps state between runs — window position and a recent-file
+  list — so coordinates measured in one session are not valid in the next, and a previous
+  file's name can be visible on screen.
+- Confirmation planned from the file on disk rather than from the editor's own canvas.
+
+## Steps
+
+### Step 1 — Right-click at (250, 322)
+
+The task is to write the word `DRAFT` onto `img-screenshot.png` and save it, so the image has to be opened in an editor first. Move the cursor and Right-click `img-screenshot.png` in the `corpus-seed` window; right-clicking rather than double-clicking is what allows the application to be chosen rather than assumed.
+
+![Step 1](vision/frames/step_0001_20260731_120114_at.webp)
+
+### Step 2 — Left-click at (295, 681)
+
+Move the cursor and Left-click **`Open with ›`** to list the applications by name, rather than taking the menu's `Edit` or `Edit with Photos` entries, neither of which opens Paint.
+
+![Step 2](vision/frames/step_0002_20260731_120119_at.webp)
+
+### Step 3 — Left-click at (570, 683)
+
+Move the cursor and Left-click **`Paint`** in the submenu — not `Paint 3D` directly below it.
+
+![Step 3](vision/frames/step_0003_20260731_120124_at.webp)
+
+### Step 4 — Left-click at (491, 184)
+
+Paint opens with the image on its canvas. Move the cursor and Left-click the **`A`** text tool in the ribbon's Tools group. Selecting the tool only arms it; nothing is placed on the canvas until it is clicked.
+
+![Step 4](vision/frames/step_0004_20260731_120134_at.webp)
+
+### Step 5 — Left-click at (405, 458)
+
+Move the cursor and Left-click the canvas where the text should begin. This creates an empty text box at that point — a dashed outline with a caret in it — so the click position is what decides where the word lands.
+
+![Step 5](vision/frames/step_0005_20260731_120138_at.webp)
+
+### Step 6 — Type: DRAFT
+
+Type `DRAFT` into the open text box. The text is still editable at this point: the box is an overlay that can be moved or retyped, and the pixels have not yet been written into the image.
+
+![Step 6](vision/frames/step_0006_20260731_120142_at.webp)
+
+### Step 7 — Press: Ctrl+S
+
+Press Ctrl+S to save. This does two things at once — it commits the still-editable text box into the image and writes the file — so no separate click-away is needed to finish the text first. Unlike the Save As route, a plain Ctrl+S here raises **no** transparency warning, so the save completes without a dialog. The file is overwritten in place, so the original unmarked image is gone afterwards.
+
+![Step 7](vision/frames/step_0007_20260731_120147_at.webp)
+
+### Step 8 — Press: Alt+F4
+
+Press Alt+F4 to close Paint. The save has already completed, so no "save changes?" prompt appears — had Ctrl+S not run, this key would have raised one instead of closing.
+
+![Step 8](vision/frames/step_0008_20260731_120153_at.webp)
+
+## Notes & Edge Cases
+
+1. The image is opened through the file manager's open-with route rather than by double-clicking, because the editor is not the default handler for the type. Double-clicking opens whatever the system has registered, which for an image is usually a viewer that cannot edit it at all.
+2. Applications with closely related names sit next to each other in the open-with list, and picking the neighbour opens a different program that handles the same file type differently. Read the entry rather than trusting its position in the list.
+3. Saving over the original is destructive and immediate. No copy is made, the previous state is not recoverable, and this happens on a plain save with no dialog and no warning. When the original matters, copy it first or save under a new name — and when a task says "save the image", check which of the two it means before assuming in place.
+4. Closing after a successful save happens silently. If a save-changes prompt appears instead, the save did not happen — treat that prompt as a report about the previous step rather than as an obstacle to dismiss.
+5. The editor remembers state between runs, including its window position and its recent-file list. Coordinates measured in one session are not valid in the next, and a previous file's name can be visible on screen, so neither is evidence about the file currently open.
+6. Selecting a tool only arms it. Nothing appears until the canvas is clicked, so a trace that selects the text tool and then checks the image sees no change and has not failed.
+7. The click on the canvas is what decides where the text goes. There is no separate position control, so the placement has to be right at the moment of the click rather than corrected afterwards.
+8. Typed text stays an editable overlay until something commits it. The characters are not pixels in the image yet, which means an interrupted take leaves the file unmarked even though the word is plainly visible on screen.
+9. Saving commits the text box and writes the file in one action, so no click-away is needed to finish the text first. That also means the commit is invisible — the same keystroke that saves is the one that makes the text permanent.
diff --git a/data/sessions/paint-add-text/metadata.json b/data/sessions/paint-add-text/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ddd0f4556e88dcbfe676891fe322716280023ed
--- /dev/null
+++ b/data/sessions/paint-add-text/metadata.json
@@ -0,0 +1,142 @@
+{
+  "memory_name": "paint-add-text",
+  "memory_description": "",
+  "session_id": "feb64db4-74c8-442a-8f7c-e5cbbf27114d",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:01:05.220698296Z",
+  "completed_at": "2026-07-31T12:01:59.135270032Z",
+  "total_steps": 8,
+  "annotated_steps": 8,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:01:14.399Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260731_120114_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_120114_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_120114_after.webp",
+      "raw_command": "Right-clicked at X=250, Y=322",
+      "converted_command": "Right-click at (250, 322)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:01:19.713Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_120119_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_120119_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_120119_after.webp",
+      "raw_command": "Left-clicked at X=295, Y=681",
+      "converted_command": "Left-click at (295, 681)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:01:24.023Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_120124_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_120124_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_120124_after.webp",
+      "raw_command": "Left-clicked at X=570, Y=683",
+      "converted_command": "Left-click at (570, 683)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:01:34.461Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_120134_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_120134_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_120134_after.webp",
+      "raw_command": "Left-clicked at X=491, Y=184",
+      "converted_command": "Left-click at (491, 184)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:01:38.071Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260731_120138_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_120138_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_120138_after.webp",
+      "raw_command": "Left-clicked at X=405, Y=458",
+      "converted_command": "Left-click at (405, 458)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T12:01:42.703Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0006_20260731_120142_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260731_120142_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_120142_after.webp",
+      "raw_command": "Typed: DRAFT",
+      "converted_command": "Type: DRAFT"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T12:01:47.321Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260731_120147_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260731_120147_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_120147_after.webp",
+      "raw_command": "Pressed: Ctrl+S",
+      "converted_command": "Press: Ctrl+S"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T12:01:53.620Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0008_20260731_120153_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260731_120153_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_120153_after.webp",
+      "raw_command": "Pressed: Alt+F4",
+      "converted_command": "Press: Alt+F4"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/paint-add-text/reasoning/reasoning.jsonl b/data/sessions/paint-add-text/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c838f44fe86add18378fc60d9fe42631b5491d72
--- /dev/null
+++ b/data/sessions/paint-add-text/reasoning/reasoning.jsonl
@@ -0,0 +1,8 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:01:14.399Z", "timestamp_annotated": "2026-08-19T14:18:25.875822+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=250, Y=322", "converted_command": "Right-click at (250, 322)", "image_path": "vision/frames/step_0001_20260731_120114_at.webp", "reasoning": "The task is to write the word `DRAFT` onto `img-screenshot.png` and save it, so the image has to be opened in an editor first. Move the cursor and Right-click `img-screenshot.png` in the `corpus-seed` window; right-clicking rather than double-clicking is what allows the application to be chosen rather than assumed.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:01:19.713Z", "timestamp_annotated": "2026-08-19T14:18:25.876158+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=295, Y=681", "converted_command": "Left-click at (295, 681)", "image_path": "vision/frames/step_0002_20260731_120119_at.webp", "reasoning": "Move the cursor and Left-click **`Open with ›`** to list the applications by name, rather than taking the menu's `Edit` or `Edit with Photos` entries, neither of which opens Paint.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:01:24.023Z", "timestamp_annotated": "2026-08-19T14:18:25.876631+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=570, Y=683", "converted_command": "Left-click at (570, 683)", "image_path": "vision/frames/step_0003_20260731_120124_at.webp", "reasoning": "Move the cursor and Left-click **`Paint`** in the submenu — not `Paint 3D` directly below it.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:01:34.461Z", "timestamp_annotated": "2026-08-19T14:18:25.877039+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=491, Y=184", "converted_command": "Left-click at (491, 184)", "image_path": "vision/frames/step_0004_20260731_120134_at.webp", "reasoning": "Paint opens with the image on its canvas. Move the cursor and Left-click the **`A`** text tool in the ribbon's Tools group. Selecting the tool only arms it; nothing is placed on the canvas until it is clicked.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:01:38.071Z", "timestamp_annotated": "2026-08-19T14:18:25.877379+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=405, Y=458", "converted_command": "Left-click at (405, 458)", "image_path": "vision/frames/step_0005_20260731_120138_at.webp", "reasoning": "Move the cursor and Left-click the canvas where the text should begin. This creates an empty text box at that point — a dashed outline with a caret in it — so the click position is what decides where the word lands.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T12:01:42.703Z", "timestamp_annotated": "2026-08-19T14:18:25.877769+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: DRAFT", "converted_command": "Type: DRAFT", "image_path": "vision/frames/step_0006_20260731_120142_at.webp", "reasoning": "Type `DRAFT` into the open text box. The text is still editable at this point: the box is an overlay that can be moved or retyped, and the pixels have not yet been written into the image.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T12:01:47.321Z", "timestamp_annotated": "2026-08-19T14:18:25.878133+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+S", "converted_command": "Press: Ctrl+S", "image_path": "vision/frames/step_0007_20260731_120147_at.webp", "reasoning": "Press Ctrl+S to save. This does two things at once — it commits the still-editable text box into the image and writes the file — so no separate click-away is needed to finish the text first. Unlike the Save As route, a plain Ctrl+S here raises **no** transparency warning, so the save completes without a dialog. The file is overwritten in place, so the original unmarked image is gone afterwards.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T12:01:53.620Z", "timestamp_annotated": "2026-08-19T14:18:25.878611+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+F4", "converted_command": "Press: Alt+F4", "image_path": "vision/frames/step_0008_20260731_120153_at.webp", "reasoning": "Press Alt+F4 to close Paint. The save has already completed, so no \"save changes?\" prompt appears — had Ctrl+S not run, this key would have raised one instead of closing.", "skipped": false}
diff --git a/data/sessions/paint-add-text/sync_log.json b/data/sessions/paint-add-text/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..d7530ec7e9f7603c18711dc686bad07221bd76c3
--- /dev/null
+++ b/data/sessions/paint-add-text/sync_log.json
@@ -0,0 +1,208 @@
+{
+  "session_id": "feb64db4-74c8-442a-8f7c-e5cbbf27114d",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/commands/cc_commands.json",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/vision/frames/step_0001_20260731_120114_after.webp",
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+      "failed_permanent": false,
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+    },
+    "metadata.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/metadata.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/vision/frames/step_0002_20260731_120119_at.webp",
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+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/vision/frames/step_0002_20260731_120119_after.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/vision/frames/step_0003_20260731_120124_before.webp",
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+      "failed_permanent": false,
+      "last_error": null
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/vision/frames/step_0003_20260731_120124_after.webp",
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+      "failed_permanent": false,
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-add-text/vision/frames/step_0004_20260731_120134_at.webp",
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+    "execution_time_ms": 87,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 322,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=250, Y=322",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:56:39.932Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 93,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 295,
+    "mouse_y": 681,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=295, Y=681",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:56:45.103Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 93,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 570,
+    "mouse_y": 683,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=570, Y=683",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:56:49.212Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 86,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 330,
+    "mouse_y": 187,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=330, Y=187",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:56:59.431Z"
+  },
+  {
+    "action_subtype": "drag",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 105,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 305,
+    "mouse_y": 358,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Dragged from X=305, Y=358 to X=705, Y=658",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:57:02.727Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 94,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 383,
+    "mouse_y": 176,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=383, Y=176",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:57:07.024Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 87,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 227,
+    "mouse_y": 149,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=227, Y=149",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:57:11.241Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 96,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 263,
+    "mouse_y": 316,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=263, Y=316",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:57:15.537Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: C:\\Users\\AgentUser\\corpus-seed\\cropped.png",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:57:21.756Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 100,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 989,
+    "mouse_y": 613,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=989, Y=613",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:57:26.053Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 91,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1023,
+    "mouse_y": 590,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1023, Y=590",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:57:31.224Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Alt+F4",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T11:57:37.338Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/paint-crop-export/commands/cc_commands.json b/data/sessions/paint-crop-export/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..bdac258c13864f5a4c6774fb1090eb05e86ac675
--- /dev/null
+++ b/data/sessions/paint-crop-export/commands/cc_commands.json
@@ -0,0 +1,62 @@
+[
+  {
+    "command": "250 322 right",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "295 681 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "570 683 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "330 187 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "Dragged from X=305, Y=358 to X=705, Y=658",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "383 176 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "227 149 left",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "263 316 left",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "type C:\\Users\\AgentUser\\corpus-seed\\cropped.png",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "989 613 left",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "1023 590 left",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "press {Alt+F4}",
+    "os": "WINDOWS",
+    "step_id": 12
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/paint-crop-export/commands/converted_input.md b/data/sessions/paint-crop-export/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..92e38a2dbb894375eefc9c7d7abd1a5ae83f9a0c
--- /dev/null
+++ b/data/sessions/paint-crop-export/commands/converted_input.md
@@ -0,0 +1,18 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 11:56:39 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T11:56:39.932Z | Right-click at (250, 322) |
+|    2 | 2026-07-31T11:56:45.103Z | Left-click at (295, 681) |
+|    3 | 2026-07-31T11:56:49.212Z | Left-click at (570, 683) |
+|    4 | 2026-07-31T11:56:59.431Z | Left-click at (330, 187) |
+|    5 | 2026-07-31T11:57:02.727Z | Drag at (305, 358) |
+|    6 | 2026-07-31T11:57:07.024Z | Left-click at (383, 176) |
+|    7 | 2026-07-31T11:57:11.241Z | Left-click at (227, 149) |
+|    8 | 2026-07-31T11:57:15.537Z | Left-click at (263, 316) |
+|    9 | 2026-07-31T11:57:21.756Z | Type: C:\Users\AgentUser\corpus-seed\cropped.png |
+|   10 | 2026-07-31T11:57:26.053Z | Left-click at (989, 613) |
+|   11 | 2026-07-31T11:57:31.224Z | Left-click at (1023, 590) |
+|   12 | 2026-07-31T11:57:37.338Z | Press: Alt+F4 |
diff --git a/data/sessions/paint-crop-export/commands/raw_input.md b/data/sessions/paint-crop-export/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..d84273a4cfbf05ca0d657e8a2e77519009d2a9c7
--- /dev/null
+++ b/data/sessions/paint-crop-export/commands/raw_input.md
@@ -0,0 +1,18 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 11:56:39 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T11:56:39.932Z | Right-clicked at X=250, Y=322 |
+|    2 | 2026-07-31T11:56:45.103Z | Left-clicked at X=295, Y=681 |
+|    3 | 2026-07-31T11:56:49.212Z | Left-clicked at X=570, Y=683 |
+|    4 | 2026-07-31T11:56:59.431Z | Left-clicked at X=330, Y=187 |
+|    5 | 2026-07-31T11:57:02.727Z | Dragged from X=305, Y=358 to X=705, Y=658 |
+|    6 | 2026-07-31T11:57:07.024Z | Left-clicked at X=383, Y=176 |
+|    7 | 2026-07-31T11:57:11.241Z | Left-clicked at X=227, Y=149 |
+|    8 | 2026-07-31T11:57:15.537Z | Left-clicked at X=263, Y=316 |
+|    9 | 2026-07-31T11:57:21.756Z | Typed: C:\Users\AgentUser\corpus-seed\cropped.png |
+|   10 | 2026-07-31T11:57:26.053Z | Left-clicked at X=989, Y=613 |
+|   11 | 2026-07-31T11:57:31.224Z | Left-clicked at X=1023, Y=590 |
+|   12 | 2026-07-31T11:57:37.338Z | Pressed: Alt+F4 |
diff --git a/data/sessions/paint-crop-export/memory.md b/data/sessions/paint-crop-export/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..12f9fe16bd83d5e50ec6354cc99b8339d01b3eba
--- /dev/null
+++ b/data/sessions/paint-crop-export/memory.md
@@ -0,0 +1,127 @@
+# Memory: paint-crop-export
+
+## Overview
+
+Crop an image to a selected region and save the result as a new file, using a raster image
+editor. Use this when part of an image is wanted as its own file and the original must be
+left intact. The route opens the image in the editor through the file manager's open-with
+menu, drags a rectangular selection, crops to it, and saves under a new name — typing the
+destination path in full because the save dialog opens elsewhere. The recorded trace writes
+a 401×301 `cropped.png` beside the untouched source.
+
+## Prerequisites
+
+- A desktop environment with a raster image editor, and a source image that exists and is
+  readable.
+- A destination path and file name decided in advance, and write access there.
+- An expectation that the save dialog opens somewhere other than the source folder, and
+  that its side panel may not offer a shortcut to the destination — so the path may have
+  to be typed rather than navigated.
+- Awareness that saving to a different format can lose information. A dialog warning about
+  transparency or colour depth is the format conversion speaking, and it has to be
+  answered before the file is written.
+- An understanding that the original is left untouched: this produces a second file rather
+  than modifying the first.
+- Confirmation planned from the new file's existence and size, not from the dialog
+  closing — a warning dismissed the wrong way cancels the save while everything else looks
+  as though it worked.
+
+## Steps
+
+### Step 1 — Right-click at (250, 322)
+
+The task is to crop a region out of `img-screenshot.png` and save the result as a separate file, so the image has to be opened in an editor first. Move the cursor and Right-click `img-screenshot.png` in the `corpus-seed` window. Right-clicking rather than double-clicking matters: a double-click would open the file in whichever application owns `.png`, and the task needs Paint specifically.
+
+![Step 1](vision/frames/step_0001_20260731_115639_at.webp)
+
+### Step 2 — Left-click at (295, 681)
+
+The context menu's top item is `Edit` and it also offers `Edit with Photos` and `Edit with Paint 3D`, none of which is the application this task wants. Move the cursor and Left-click **`Open with ›`** near the bottom, which lists the applications by name rather than guessing one.
+
+![Step 2](vision/frames/step_0002_20260731_115645_at.webp)
+
+### Step 3 — Left-click at (570, 683)
+
+The submenu lists `Paint`, `Paint 3D`, `Photos` and `Snip & Sketch`. Move the cursor and Left-click **`Paint`** — the first entry, and not `Paint 3D` directly beneath it, which is a different application with a different interface and no `Crop` button.
+
+![Step 3](vision/frames/step_0003_20260731_115649_at.webp)
+
+### Step 4 — Left-click at (330, 187)
+
+Paint opens with the image on its canvas. Cropping needs a region to crop to, and the `Crop` button is dimmed until one exists, so a selection has to be made first. Move the cursor and Left-click the **`Select`** tool in the ribbon's Image group.
+
+![Step 4](vision/frames/step_0004_20260731_115659_at.webp)
+
+### Step 5 — Drag from (305, 358) to (705, 658)
+
+Drag across the canvas from the top-left of the wanted region to its bottom-right to mark the selection. A dashed rectangle follows the pointer and remains after release. The endpoints are **inclusive**, so this drag marks a 401×301 region rather than the 400×300 the coordinate difference suggests — worth knowing when an exact size is required.
+
+![Step 5](vision/frames/step_0005_20260731_115702_at.webp)
+
+### Step 6 — Left-click at (383, 176)
+
+`Crop` is now enabled, because a selection exists. Move the cursor and Left-click it to discard everything outside the rectangle. The canvas shrinks to the selected region, which is the visible confirmation the crop applied — and `Crop` goes dim again, since cropping clears the selection it consumed.
+
+![Step 6](vision/frames/step_0006_20260731_115707_at.webp)
+
+### Step 7 — Left-click at (227, 149)
+
+The crop so far exists only in the open document; the task wants it written to a *new* file, leaving the original intact. Move the cursor and Left-click the **`File`** tab to reach the save commands.
+
+![Step 7](vision/frames/step_0007_20260731_115711_at.webp)
+
+### Step 8 — Left-click at (263, 316)
+
+Move the cursor and Left-click **`Save as`**. `Save` directly above it would overwrite `img-screenshot.png` and destroy the original — the task calls for a separate file, so the distinction between these two adjacent items is the whole point of this step.
+
+![Step 8](vision/frames/step_0008_20260731_115715_at.webp)
+
+### Step 9 — Type: C:\Users\AgentUser\corpus-seed\cropped.png
+
+The Save As dialog opens in **Pictures**, not the seed folder, and its navigation pane has no `corpus-seed` entry, so the destination cannot be reached by clicking. Type the full absolute path into the `File name` box instead — Windows accepts a path there and treats it as folder plus name. The box's contents are already selected, so the typed path replaces them rather than appending.
+
+![Step 9](vision/frames/step_0009_20260731_115721_at.webp)
+
+### Step 10 — Left-click at (989, 613)
+
+Move the cursor and Left-click **`Save`**. This does not finish the save: because the source PNG carries an alpha channel, a warning follows, and the file is not written until it is answered.
+
+![Step 10](vision/frames/step_0010_20260731_115726_at.webp)
+
+### Step 11 — Left-click at (1023, 590)
+
+A dialog warns *"Any transparency will be lost if you save this picture. Do you want to continue?"* — raised because the seed PNG is 32-bit ARGB. Move the cursor and Left-click **`OK`** to continue; the flattening is harmless for this task. This step is easy to miss, and missing it is silently destructive: dismissing this dialog instead of confirming it cancels the save, and the only symptom is a file that never appears.
+
+![Step 11](vision/frames/step_0011_20260731_115731_at.webp)
+
+### Step 12 — Press: Alt+F4
+
+The file is written, so press Alt+F4 to close Paint. Doing this before the warning was answered would have thrown the save away, so the order of the last three steps is what makes the artifact exist.
+
+![Step 12](vision/frames/step_0012_20260731_115737_at.webp)
+
+## Notes & Edge Cases
+
+- **A drag that defines a rectangle is inclusive at both ends.** The region runs from the
+  press point to the release point and contains both, so the result is one pixel wider and
+  taller than the difference between the coordinates. A region that must be an exact size
+  needs that accounted for.
+- **The rectangle is committed by the release, not by the press.** Until the button comes
+  up nothing is selected; releasing outside the canvas, or releasing after the pointer has
+  wandered, produces a different region from the one drawn.
+- **Read the selection back before acting on it.** The marked rectangle stays visible after
+  release, which is the only chance to check it — once the crop or capture runs, the
+  original extent is gone.
+- **A submenu opens on hover, and clicking its parent row can close the whole menu.** Move
+  onto the parent and wait for the child list to appear rather than clicking through it.
+  This is the most common way a menu-driven step silently does nothing.
+- **Confirm the submenu is open before moving to the child item.** The pointer has to
+  travel from the parent row into the submenu without leaving the menu's bounds; cutting
+  the corner closes it and the click then lands on whatever is behind.
+- **A parent row's position is not fixed.** Menu contents differ by what was right-clicked
+  and by what is installed, so the row sits at a different height in different folders.
+  Read the row's label rather than returning to a remembered position.
+- **Neighbouring entries in an application list are easy to confuse.** Lists of this kind
+  put closely-named applications next to each other, and the wrong one opens a different
+  program that handles the same file type differently. Read the entry rather than trusting
+  its position.
diff --git a/data/sessions/paint-crop-export/metadata.json b/data/sessions/paint-crop-export/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d946779374f92ffe0e86322e69c16ecc4657ae6
--- /dev/null
+++ b/data/sessions/paint-crop-export/metadata.json
@@ -0,0 +1,194 @@
+{
+  "memory_name": "paint-crop-export",
+  "memory_description": "",
+  "session_id": "68df5288-fd91-4d81-842a-faf247c5693b",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T11:56:30.736159631Z",
+  "completed_at": "2026-07-31T11:57:42.507684944Z",
+  "total_steps": 12,
+  "annotated_steps": 12,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T11:56:39.932Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260731_115639_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_115639_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_115639_after.webp",
+      "raw_command": "Right-clicked at X=250, Y=322",
+      "converted_command": "Right-click at (250, 322)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T11:56:45.103Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_115645_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_115645_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_115645_after.webp",
+      "raw_command": "Left-clicked at X=295, Y=681",
+      "converted_command": "Left-click at (295, 681)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T11:56:49.212Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_115649_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_115649_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_115649_after.webp",
+      "raw_command": "Left-clicked at X=570, Y=683",
+      "converted_command": "Left-click at (570, 683)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T11:56:59.431Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_115659_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_115659_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_115659_after.webp",
+      "raw_command": "Left-clicked at X=330, Y=187",
+      "converted_command": "Left-click at (330, 187)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T11:57:02.727Z",
+      "action_type": "mouse",
+      "action_subtype": "drag",
+      "image_path": "vision/frames/step_0005_20260731_115702_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_115702_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_115702_after.webp",
+      "raw_command": "Dragged from X=305, Y=358 to X=705, Y=658",
+      "converted_command": "Drag from (305, 358) to (705, 658)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T11:57:07.024Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260731_115707_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_115707_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_115707_after.webp",
+      "raw_command": "Left-clicked at X=383, Y=176",
+      "converted_command": "Left-click at (383, 176)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T11:57:11.241Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260731_115711_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260731_115711_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_115711_after.webp",
+      "raw_command": "Left-clicked at X=227, Y=149",
+      "converted_command": "Left-click at (227, 149)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T11:57:15.537Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260731_115715_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260731_115715_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_115715_after.webp",
+      "raw_command": "Left-clicked at X=263, Y=316",
+      "converted_command": "Left-click at (263, 316)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T11:57:21.756Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0009_20260731_115721_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260731_115721_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_115721_after.webp",
+      "raw_command": "Typed: C:\\Users\\AgentUser\\corpus-seed\\cropped.png",
+      "converted_command": "Type: C:\\Users\\AgentUser\\corpus-seed\\cropped.png"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T11:57:26.053Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260731_115726_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260731_115726_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_115726_after.webp",
+      "raw_command": "Left-clicked at X=989, Y=613",
+      "converted_command": "Left-click at (989, 613)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-31T11:57:31.224Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0011_20260731_115731_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260731_115731_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260731_115731_after.webp",
+      "raw_command": "Left-clicked at X=1023, Y=590",
+      "converted_command": "Left-click at (1023, 590)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-31T11:57:37.338Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0012_20260731_115737_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260731_115737_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260731_115737_after.webp",
+      "raw_command": "Pressed: Alt+F4",
+      "converted_command": "Press: Alt+F4"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/paint-crop-export/reasoning/reasoning.jsonl b/data/sessions/paint-crop-export/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a646afdb81160bfc862190fea9c15259a8dea3ef
--- /dev/null
+++ b/data/sessions/paint-crop-export/reasoning/reasoning.jsonl
@@ -0,0 +1,12 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T11:56:39.932Z", "timestamp_annotated": "2026-08-19T14:18:25.867071+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=250, Y=322", "converted_command": "Right-click at (250, 322)", "image_path": "vision/frames/step_0001_20260731_115639_at.webp", "reasoning": "The task is to crop a region out of `img-screenshot.png` and save the result as a separate file, so the image has to be opened in an editor first. Move the cursor and Right-click `img-screenshot.png` in the `corpus-seed` window. Right-clicking rather than double-clicking matters: a double-click would open the file in whichever application owns `.png`, and the task needs Paint specifically.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T11:56:45.103Z", "timestamp_annotated": "2026-08-19T14:18:25.867394+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=295, Y=681", "converted_command": "Left-click at (295, 681)", "image_path": "vision/frames/step_0002_20260731_115645_at.webp", "reasoning": "The context menu's top item is `Edit` and it also offers `Edit with Photos` and `Edit with Paint 3D`, none of which is the application this task wants. Move the cursor and Left-click **`Open with ›`** near the bottom, which lists the applications by name rather than guessing one.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T11:56:49.212Z", "timestamp_annotated": "2026-08-19T14:18:25.867793+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=570, Y=683", "converted_command": "Left-click at (570, 683)", "image_path": "vision/frames/step_0003_20260731_115649_at.webp", "reasoning": "The submenu lists `Paint`, `Paint 3D`, `Photos` and `Snip & Sketch`. Move the cursor and Left-click **`Paint`** — the first entry, and not `Paint 3D` directly beneath it, which is a different application with a different interface and no `Crop` button.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T11:56:59.431Z", "timestamp_annotated": "2026-08-19T14:18:25.868245+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=330, Y=187", "converted_command": "Left-click at (330, 187)", "image_path": "vision/frames/step_0004_20260731_115659_at.webp", "reasoning": "Paint opens with the image on its canvas. Cropping needs a region to crop to, and the `Crop` button is dimmed until one exists, so a selection has to be made first. Move the cursor and Left-click the **`Select`** tool in the ribbon's Image group.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T11:57:02.727Z", "timestamp_annotated": "2026-08-19T14:18:25.868651+00:00", "action_type": "mouse", "action_subtype": "drag", "raw_command": "Dragged from X=305, Y=358 to X=705, Y=658", "converted_command": "Drag from (305, 358) to (705, 658)", "image_path": "vision/frames/step_0005_20260731_115702_at.webp", "reasoning": "Drag across the canvas from the top-left of the wanted region to its bottom-right to mark the selection. A dashed rectangle follows the pointer and remains after release. The endpoints are **inclusive**, so this drag marks a 401×301 region rather than the 400×300 the coordinate difference suggests — worth knowing when an exact size is required.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T11:57:07.024Z", "timestamp_annotated": "2026-08-19T14:18:25.869029+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=383, Y=176", "converted_command": "Left-click at (383, 176)", "image_path": "vision/frames/step_0006_20260731_115707_at.webp", "reasoning": "`Crop` is now enabled, because a selection exists. Move the cursor and Left-click it to discard everything outside the rectangle. The canvas shrinks to the selected region, which is the visible confirmation the crop applied — and `Crop` goes dim again, since cropping clears the selection it consumed.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T11:57:11.241Z", "timestamp_annotated": "2026-08-19T14:18:25.869449+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=227, Y=149", "converted_command": "Left-click at (227, 149)", "image_path": "vision/frames/step_0007_20260731_115711_at.webp", "reasoning": "The crop so far exists only in the open document; the task wants it written to a *new* file, leaving the original intact. Move the cursor and Left-click the **`File`** tab to reach the save commands.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T11:57:15.537Z", "timestamp_annotated": "2026-08-19T14:18:25.869936+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=263, Y=316", "converted_command": "Left-click at (263, 316)", "image_path": "vision/frames/step_0008_20260731_115715_at.webp", "reasoning": "Move the cursor and Left-click **`Save as`**. `Save` directly above it would overwrite `img-screenshot.png` and destroy the original — the task calls for a separate file, so the distinction between these two adjacent items is the whole point of this step.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T11:57:21.756Z", "timestamp_annotated": "2026-08-19T14:18:25.870368+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: C:\\Users\\AgentUser\\corpus-seed\\cropped.png", "converted_command": "Type: C:\\Users\\AgentUser\\corpus-seed\\cropped.png", "image_path": "vision/frames/step_0009_20260731_115721_at.webp", "reasoning": "The Save As dialog opens in **Pictures**, not the seed folder, and its navigation pane has no `corpus-seed` entry, so the destination cannot be reached by clicking. Type the full absolute path into the `File name` box instead — Windows accepts a path there and treats it as folder plus name. The box's contents are already selected, so the typed path replaces them rather than appending.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T11:57:26.053Z", "timestamp_annotated": "2026-08-19T14:18:25.870873+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=989, Y=613", "converted_command": "Left-click at (989, 613)", "image_path": "vision/frames/step_0010_20260731_115726_at.webp", "reasoning": "Move the cursor and Left-click **`Save`**. This does not finish the save: because the source PNG carries an alpha channel, a warning follows, and the file is not written until it is answered.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-31T11:57:31.224Z", "timestamp_annotated": "2026-08-19T14:18:25.871333+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1023, Y=590", "converted_command": "Left-click at (1023, 590)", "image_path": "vision/frames/step_0011_20260731_115731_at.webp", "reasoning": "A dialog warns *\"Any transparency will be lost if you save this picture. Do you want to continue?\"* — raised because the seed PNG is 32-bit ARGB. Move the cursor and Left-click **`OK`** to continue; the flattening is harmless for this task. This step is easy to miss, and missing it is silently destructive: dismissing this dialog instead of confirming it cancels the save, and the only symptom is a file that never appears.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-31T11:57:37.338Z", "timestamp_annotated": "2026-08-19T14:18:25.871850+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+F4", "converted_command": "Press: Alt+F4", "image_path": "vision/frames/step_0012_20260731_115737_at.webp", "reasoning": "The file is written, so press Alt+F4 to close Paint. Doing this before the warning was answered would have thrown the save away, so the order of the last three steps is what makes the artifact exist.", "skipped": false}
diff --git a/data/sessions/paint-crop-export/sync_log.json b/data/sessions/paint-crop-export/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..8578e5db658413df12b607051fd0607d07fcb7d1
--- /dev/null
+++ b/data/sessions/paint-crop-export/sync_log.json
@@ -0,0 +1,292 @@
+{
+  "session_id": "68df5288-fd91-4d81-842a-faf247c5693b",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260731_115639_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/vision/frames/step_0001_20260731_115639_at.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260731_115639_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/vision/frames/step_0001_20260731_115639_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
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+    },
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/vision/frames/step_0001_20260731_115639_after.webp",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/metadata.json",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/vision/frames/step_0002_20260731_115645_at.webp",
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/vision/frames/step_0002_20260731_115645_before.webp",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/paint-crop-export/vision/frames/step_0003_20260731_115649_before.webp",
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+    "success": true,
+    "timestamp": "2026-07-31T12:06:31.569Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 90,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 354,
+    "mouse_y": 570,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=354, Y=570",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:06:34.836Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+S",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:06:39.937Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Alt+F4",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:06:46.106Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/paint-resize-image/commands/cc_commands.json b/data/sessions/paint-resize-image/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..05a9c83aab8af163321e36eccec63535bd9bf9b1
--- /dev/null
+++ b/data/sessions/paint-resize-image/commands/cc_commands.json
@@ -0,0 +1,77 @@
+[
+  {
+    "command": "250 322 right",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "295 681 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "570 683 left",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "388 198 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "419 271 left",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "272 383 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "447 305 left",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "press {Ctrl+A}",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "type 640",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "447 346 left",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "press {Ctrl+A}",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "type 480",
+    "os": "WINDOWS",
+    "step_id": 12
+  },
+  {
+    "command": "354 570 left",
+    "os": "WINDOWS",
+    "step_id": 13
+  },
+  {
+    "command": "press {Ctrl+S}",
+    "os": "WINDOWS",
+    "step_id": 14
+  },
+  {
+    "command": "press {Alt+F4}",
+    "os": "WINDOWS",
+    "step_id": 15
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/paint-resize-image/commands/converted_input.md b/data/sessions/paint-resize-image/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..54620d9faf0f66bc151bb43a79f67fd0664274e1
--- /dev/null
+++ b/data/sessions/paint-resize-image/commands/converted_input.md
@@ -0,0 +1,21 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:05:46 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:05:46.399Z | Right-click at (250, 322) |
+|    2 | 2026-07-31T12:05:51.618Z | Left-click at (295, 681) |
+|    3 | 2026-07-31T12:05:55.727Z | Left-click at (570, 683) |
+|    4 | 2026-07-31T12:06:05.992Z | Left-click at (388, 198) |
+|    5 | 2026-07-31T12:06:11.180Z | Left-click at (419, 271) |
+|    6 | 2026-07-31T12:06:14.399Z | Left-click at (272, 383) |
+|    7 | 2026-07-31T12:06:17.603Z | Left-click at (447, 305) |
+|    8 | 2026-07-31T12:06:20.784Z | Press: Ctrl+A |
+|    9 | 2026-07-31T12:06:23.022Z | Type: 640 |
+|   10 | 2026-07-31T12:06:26.227Z | Left-click at (447, 346) |
+|   11 | 2026-07-31T12:06:29.330Z | Press: Ctrl+A |
+|   12 | 2026-07-31T12:06:31.569Z | Type: 480 |
+|   13 | 2026-07-31T12:06:34.836Z | Left-click at (354, 570) |
+|   14 | 2026-07-31T12:06:39.937Z | Press: Ctrl+S |
+|   15 | 2026-07-31T12:06:46.106Z | Press: Alt+F4 |
diff --git a/data/sessions/paint-resize-image/commands/raw_input.md b/data/sessions/paint-resize-image/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..11d91ca998e28d04f0932272f15e310a977ae2ce
--- /dev/null
+++ b/data/sessions/paint-resize-image/commands/raw_input.md
@@ -0,0 +1,21 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:05:46 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:05:46.399Z | Right-clicked at X=250, Y=322 |
+|    2 | 2026-07-31T12:05:51.618Z | Left-clicked at X=295, Y=681 |
+|    3 | 2026-07-31T12:05:55.727Z | Left-clicked at X=570, Y=683 |
+|    4 | 2026-07-31T12:06:05.992Z | Left-clicked at X=388, Y=198 |
+|    5 | 2026-07-31T12:06:11.180Z | Left-clicked at X=419, Y=271 |
+|    6 | 2026-07-31T12:06:14.399Z | Left-clicked at X=272, Y=383 |
+|    7 | 2026-07-31T12:06:17.603Z | Left-clicked at X=447, Y=305 |
+|    8 | 2026-07-31T12:06:20.784Z | Pressed: Ctrl+A |
+|    9 | 2026-07-31T12:06:23.022Z | Typed: 640 |
+|   10 | 2026-07-31T12:06:26.227Z | Left-clicked at X=447, Y=346 |
+|   11 | 2026-07-31T12:06:29.330Z | Pressed: Ctrl+A |
+|   12 | 2026-07-31T12:06:31.569Z | Typed: 480 |
+|   13 | 2026-07-31T12:06:34.836Z | Left-clicked at X=354, Y=570 |
+|   14 | 2026-07-31T12:06:39.937Z | Pressed: Ctrl+S |
+|   15 | 2026-07-31T12:06:46.106Z | Pressed: Alt+F4 |
diff --git a/data/sessions/paint-resize-image/memory.md b/data/sessions/paint-resize-image/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..efcdb924b24fa64ed8660752b0991cfd8840fbd6
--- /dev/null
+++ b/data/sessions/paint-resize-image/memory.md
@@ -0,0 +1,129 @@
+# Memory: paint-resize-image
+
+## Overview
+
+Resize an image to exact pixel dimensions and save it in place, using a raster image
+editor. Use this when a specific width and height are required rather than a proportional
+scale. The route opens the image through the file manager's open-with menu, opens the
+resize dialog, switches it from percentage to pixels, unlocks the aspect ratio so the two
+values can differ from the original proportions, replaces both numbers, and saves. The
+recorded trace resizes the image to 640×480.
+
+## Prerequisites
+
+- A desktop environment with a raster image editor, and an image file that exists, is
+  readable and is writable.
+- The image opened through the file manager's "open with" route where the editor is not
+  the file type's default handler — otherwise the file opens somewhere else entirely.
+- The intended change decided in advance, in the units the editor works in.
+- Acceptance that the result is written back over the original. No copy is made, and the
+  earlier state is not recoverable except by editing back.
+- Awareness that the editor keeps state between runs — window position and a recent-file
+  list — so coordinates measured in one session are not valid in the next, and a previous
+  file's name can be visible on screen.
+- Confirmation planned from the file on disk rather than from the editor's own canvas.
+
+## Steps
+
+### Step 1 — Right-click at (250, 322)
+
+The task is to change `img-screenshot.png` to exactly 640×480 and save it, so the image has to be opened in an editor that can set pixel dimensions. Move the cursor and Right-click `img-screenshot.png` in the `corpus-seed` window rather than double-clicking it, so the application can be chosen.
+
+![Step 1](vision/frames/step_0001_20260731_120546_at.webp)
+
+### Step 2 — Left-click at (295, 681)
+
+Move the cursor and Left-click **`Open with ›`** to list the applications by name.
+
+![Step 2](vision/frames/step_0002_20260731_120551_at.webp)
+
+### Step 3 — Left-click at (570, 683)
+
+Move the cursor and Left-click **`Paint`** in the submenu, not `Paint 3D` beneath it.
+
+![Step 3](vision/frames/step_0003_20260731_120555_at.webp)
+
+### Step 4 — Left-click at (388, 198)
+
+Paint opens with the image on its canvas. Move the cursor and Left-click **`Resize`** in the ribbon's Image group to open the resize dialog. Take care with the neighbours: `Crop` sits directly above and `Rotate ▾` directly below.
+
+![Step 4](vision/frames/step_0004_20260731_120605_at.webp)
+
+### Step 5 — Left-click at (419, 271)
+
+The `Resize and Skew` dialog defaults to resizing **`By: Percentage`**, which cannot express an exact pixel target. Move the cursor and Left-click the **`Pixels`** radio button so the two boxes below take absolute dimensions instead of a percentage.
+
+![Step 5](vision/frames/step_0005_20260731_120611_at.webp)
+
+### Step 6 — Left-click at (272, 383)
+
+`Maintain aspect ratio` is ticked, which links the two boxes — typing a width would recompute the height and make an exact 640×480 impossible from an 800×600 source, since that is not the same ratio. Move the cursor and Left-click the checkbox to **untick** it, freeing the two dimensions to be set independently.
+
+![Step 6](vision/frames/step_0006_20260731_120614_at.webp)
+
+### Step 7 — Left-click at (447, 305)
+
+Move the cursor and Left-click the `Horizontal:` box to put the caret in it. It currently reads `800`, the image's present width.
+
+![Step 7](vision/frames/step_0007_20260731_120617_at.webp)
+
+### Step 8 — Press: Ctrl+A
+
+Press Ctrl+A to select the box's existing contents. Clicking into the box only places a caret; without this the new digits would **append** to `800` rather than replace it, giving a nonsense width. This is the step that makes the typing correct rather than additive.
+
+![Step 8](vision/frames/step_0008_20260731_120620_at.webp)
+
+### Step 9 — Type: 640
+
+Type `640` as the new width, replacing the selected `800`.
+
+![Step 9](vision/frames/step_0009_20260731_120623_at.webp)
+
+### Step 10 — Left-click at (447, 346)
+
+Move the cursor and Left-click the `Vertical:` box, which still reads `600`. Because the aspect-ratio link was removed, this value did not change when the width did — it has to be set explicitly.
+
+![Step 10](vision/frames/step_0010_20260731_120626_at.webp)
+
+### Step 11 — Press: Ctrl+A
+
+Press Ctrl+A to select the existing `600`, for the same reason as before: without it the new digits would append to the old value.
+
+![Step 11](vision/frames/step_0011_20260731_120629_at.webp)
+
+### Step 12 — Type: 480
+
+Type `480` as the new height, replacing the selected `600`.
+
+![Step 12](vision/frames/step_0012_20260731_120631_at.webp)
+
+### Step 13 — Left-click at (354, 570)
+
+Move the cursor and Left-click **`OK`** to apply the resize. Nothing has changed on the canvas until this point — the dialog only describes the intended size. The canvas visibly shrinking is the confirmation that both values took.
+
+![Step 13](vision/frames/step_0013_20260731_120634_at.webp)
+
+### Step 14 — Press: Ctrl+S
+
+Press Ctrl+S to write the resized image back over `img-screenshot.png`. Plain Ctrl+S raises no transparency warning, so the save completes without a dialog. The file is overwritten in place, so the 800×600 original no longer exists afterwards.
+
+![Step 14](vision/frames/step_0014_20260731_120639_at.webp)
+
+### Step 15 — Press: Alt+F4
+
+Press Alt+F4 to close Paint. The save has completed, so no "save changes?" prompt appears.
+
+![Step 15](vision/frames/step_0015_20260731_120646_at.webp)
+
+## Notes & Edge Cases
+
+1. The image is opened through the file manager's open-with route rather than by double-clicking, because the editor is not the default handler for the type. Double-clicking opens whatever the system has registered, which for an image is usually a viewer that cannot edit it at all.
+2. Applications with closely related names sit next to each other in the open-with list, and picking the neighbour opens a different program that handles the same file type differently. Read the entry rather than trusting its position in the list.
+3. Saving over the original is destructive and immediate. No copy is made, the previous state is not recoverable, and this happens on a plain save with no dialog and no warning. When the original matters, copy it first or save under a new name — and when a task says "save the image", check which of the two it means before assuming in place.
+4. Closing after a successful save happens silently. If a save-changes prompt appears instead, the save did not happen — treat that prompt as a report about the previous step rather than as an obstacle to dismiss.
+5. The editor remembers state between runs, including its window position and its recent-file list. Coordinates measured in one session are not valid in the next, and a previous file's name can be visible on screen, so neither is evidence about the file currently open.
+6. The resize dialog opens set to percentage, which cannot express an exact pixel target. Switch the units first; typing the wanted numbers into a percentage field produces an enormous image rather than an error.
+7. The aspect-ratio lock links the two fields, so setting one recomputes the other. When the target proportions differ from the source's, the lock makes the requested size impossible — untick it before typing, and expect the second field to keep its old value once you do, because it will no longer follow the first.
+8. Clicking into a numeric field only places a caret; it does not select what is there. Select the contents before typing or the new digits append to the old value, turning 800 into 800640 — a number the dialog accepts without complaint.
+9. Nothing changes until the dialog is confirmed. Up to that point the dialog only describes an intended size, so the canvas visibly changing is the first evidence that both values were read.
+10. Ribbon commands that transform the image sit together — crop, resize and rotate are neighbours — and each is destructive in a different way. Confirm which one is under the pointer before clicking.
diff --git a/data/sessions/paint-resize-image/metadata.json b/data/sessions/paint-resize-image/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..214f3553f64470ae41ae51266c8962e8411bd426
--- /dev/null
+++ b/data/sessions/paint-resize-image/metadata.json
@@ -0,0 +1,233 @@
+{
+  "memory_name": "paint-resize-image",
+  "memory_description": "",
+  "session_id": "2339ddc8-6f91-467a-8e25-91d4d6538ffd",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:05:37.208435541Z",
+  "completed_at": "2026-07-31T12:06:51.229698093Z",
+  "total_steps": 15,
+  "annotated_steps": 15,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:05:46.399Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0001_20260731_120546_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_120546_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_120546_after.webp",
+      "raw_command": "Right-clicked at X=250, Y=322",
+      "converted_command": "Right-click at (250, 322)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:05:51.618Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_120551_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_120551_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_120551_after.webp",
+      "raw_command": "Left-clicked at X=295, Y=681",
+      "converted_command": "Left-click at (295, 681)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:05:55.727Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260731_120555_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_120555_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_120555_after.webp",
+      "raw_command": "Left-clicked at X=570, Y=683",
+      "converted_command": "Left-click at (570, 683)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:06:05.992Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_120605_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_120605_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_120605_after.webp",
+      "raw_command": "Left-clicked at X=388, Y=198",
+      "converted_command": "Left-click at (388, 198)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:06:11.180Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260731_120611_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_120611_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_120611_after.webp",
+      "raw_command": "Left-clicked at X=419, Y=271",
+      "converted_command": "Left-click at (419, 271)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T12:06:14.399Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260731_120614_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_120614_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_120614_after.webp",
+      "raw_command": "Left-clicked at X=272, Y=383",
+      "converted_command": "Left-click at (272, 383)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T12:06:17.603Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260731_120617_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260731_120617_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_120617_after.webp",
+      "raw_command": "Left-clicked at X=447, Y=305",
+      "converted_command": "Left-click at (447, 305)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T12:06:20.784Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0008_20260731_120620_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260731_120620_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_120620_after.webp",
+      "raw_command": "Pressed: Ctrl+A",
+      "converted_command": "Press: Ctrl+A"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T12:06:23.022Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0009_20260731_120623_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260731_120623_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_120623_after.webp",
+      "raw_command": "Typed: 640",
+      "converted_command": "Type: 640"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T12:06:26.227Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260731_120626_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260731_120626_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_120626_after.webp",
+      "raw_command": "Left-clicked at X=447, Y=346",
+      "converted_command": "Left-click at (447, 346)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-31T12:06:29.330Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0011_20260731_120629_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260731_120629_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260731_120629_after.webp",
+      "raw_command": "Pressed: Ctrl+A",
+      "converted_command": "Press: Ctrl+A"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-31T12:06:31.569Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0012_20260731_120631_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260731_120631_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260731_120631_after.webp",
+      "raw_command": "Typed: 480",
+      "converted_command": "Type: 480"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-31T12:06:34.836Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0013_20260731_120634_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0013_20260731_120634_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260731_120634_after.webp",
+      "raw_command": "Left-clicked at X=354, Y=570",
+      "converted_command": "Left-click at (354, 570)"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-31T12:06:39.937Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0014_20260731_120639_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0014_20260731_120639_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260731_120639_after.webp",
+      "raw_command": "Pressed: Ctrl+S",
+      "converted_command": "Press: Ctrl+S"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-31T12:06:46.106Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0015_20260731_120646_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0015_20260731_120646_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260731_120646_after.webp",
+      "raw_command": "Pressed: Alt+F4",
+      "converted_command": "Press: Alt+F4"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/paint-resize-image/reasoning/reasoning.jsonl b/data/sessions/paint-resize-image/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..18a611c87d29729f1531c85cb9fa6d97efd72663
--- /dev/null
+++ b/data/sessions/paint-resize-image/reasoning/reasoning.jsonl
@@ -0,0 +1,15 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:05:46.399Z", "timestamp_annotated": "2026-08-19T14:18:25.883017+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=250, Y=322", "converted_command": "Right-click at (250, 322)", "image_path": "vision/frames/step_0001_20260731_120546_at.webp", "reasoning": "The task is to change `img-screenshot.png` to exactly 640×480 and save it, so the image has to be opened in an editor that can set pixel dimensions. Move the cursor and Right-click `img-screenshot.png` in the `corpus-seed` window rather than double-clicking it, so the application can be chosen.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:05:51.618Z", "timestamp_annotated": "2026-08-19T14:18:25.883398+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=295, Y=681", "converted_command": "Left-click at (295, 681)", "image_path": "vision/frames/step_0002_20260731_120551_at.webp", "reasoning": "Move the cursor and Left-click **`Open with ›`** to list the applications by name.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:05:55.727Z", "timestamp_annotated": "2026-08-19T14:18:25.883817+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=570, Y=683", "converted_command": "Left-click at (570, 683)", "image_path": "vision/frames/step_0003_20260731_120555_at.webp", "reasoning": "Move the cursor and Left-click **`Paint`** in the submenu, not `Paint 3D` beneath it.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:06:05.992Z", "timestamp_annotated": "2026-08-19T14:18:25.884216+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=388, Y=198", "converted_command": "Left-click at (388, 198)", "image_path": "vision/frames/step_0004_20260731_120605_at.webp", "reasoning": "Paint opens with the image on its canvas. Move the cursor and Left-click **`Resize`** in the ribbon's Image group to open the resize dialog. Take care with the neighbours: `Crop` sits directly above and `Rotate ▾` directly below.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:06:11.180Z", "timestamp_annotated": "2026-08-19T14:18:25.884725+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=419, Y=271", "converted_command": "Left-click at (419, 271)", "image_path": "vision/frames/step_0005_20260731_120611_at.webp", "reasoning": "The `Resize and Skew` dialog defaults to resizing **`By: Percentage`**, which cannot express an exact pixel target. Move the cursor and Left-click the **`Pixels`** radio button so the two boxes below take absolute dimensions instead of a percentage.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T12:06:14.399Z", "timestamp_annotated": "2026-08-19T14:18:25.885197+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=272, Y=383", "converted_command": "Left-click at (272, 383)", "image_path": "vision/frames/step_0006_20260731_120614_at.webp", "reasoning": "`Maintain aspect ratio` is ticked, which links the two boxes — typing a width would recompute the height and make an exact 640×480 impossible from an 800×600 source, since that is not the same ratio. Move the cursor and Left-click the checkbox to **untick** it, freeing the two dimensions to be set independently.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T12:06:17.603Z", "timestamp_annotated": "2026-08-19T14:18:25.885689+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=447, Y=305", "converted_command": "Left-click at (447, 305)", "image_path": "vision/frames/step_0007_20260731_120617_at.webp", "reasoning": "Move the cursor and Left-click the `Horizontal:` box to put the caret in it. It currently reads `800`, the image's present width.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T12:06:20.784Z", "timestamp_annotated": "2026-08-19T14:18:25.886113+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+A", "converted_command": "Press: Ctrl+A", "image_path": "vision/frames/step_0008_20260731_120620_at.webp", "reasoning": "Press Ctrl+A to select the box's existing contents. Clicking into the box only places a caret; without this the new digits would **append** to `800` rather than replace it, giving a nonsense width. This is the step that makes the typing correct rather than additive.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T12:06:23.022Z", "timestamp_annotated": "2026-08-19T14:18:25.886664+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 640", "converted_command": "Type: 640", "image_path": "vision/frames/step_0009_20260731_120623_at.webp", "reasoning": "Type `640` as the new width, replacing the selected `800`.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T12:06:26.227Z", "timestamp_annotated": "2026-08-19T14:18:25.887118+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=447, Y=346", "converted_command": "Left-click at (447, 346)", "image_path": "vision/frames/step_0010_20260731_120626_at.webp", "reasoning": "Move the cursor and Left-click the `Vertical:` box, which still reads `600`. Because the aspect-ratio link was removed, this value did not change when the width did — it has to be set explicitly.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-31T12:06:29.330Z", "timestamp_annotated": "2026-08-19T14:18:25.887675+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+A", "converted_command": "Press: Ctrl+A", "image_path": "vision/frames/step_0011_20260731_120629_at.webp", "reasoning": "Press Ctrl+A to select the existing `600`, for the same reason as before: without it the new digits would append to the old value.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-31T12:06:31.569Z", "timestamp_annotated": "2026-08-19T14:18:25.888150+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: 480", "converted_command": "Type: 480", "image_path": "vision/frames/step_0012_20260731_120631_at.webp", "reasoning": "Type `480` as the new height, replacing the selected `600`.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-31T12:06:34.836Z", "timestamp_annotated": "2026-08-19T14:18:25.888707+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=354, Y=570", "converted_command": "Left-click at (354, 570)", "image_path": "vision/frames/step_0013_20260731_120634_at.webp", "reasoning": "Move the cursor and Left-click **`OK`** to apply the resize. Nothing has changed on the canvas until this point — the dialog only describes the intended size. The canvas visibly shrinking is the confirmation that both values took.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-31T12:06:39.937Z", "timestamp_annotated": "2026-08-19T14:18:25.889356+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+S", "converted_command": "Press: Ctrl+S", "image_path": "vision/frames/step_0014_20260731_120639_at.webp", "reasoning": "Press Ctrl+S to write the resized image back over `img-screenshot.png`. Plain Ctrl+S raises no transparency warning, so the save completes without a dialog. The file is overwritten in place, so the 800×600 original no longer exists afterwards.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-31T12:06:46.106Z", "timestamp_annotated": "2026-08-19T14:18:25.890006+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+F4", "converted_command": "Press: Alt+F4", "image_path": "vision/frames/step_0015_20260731_120646_at.webp", "reasoning": "Press Alt+F4 to close Paint. The save has completed, so no \"save changes?\" prompt appears.", "skipped": false}
diff --git a/data/sessions/paint-resize-image/sync_log.json b/data/sessions/paint-resize-image/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..8aaaf882af735b2594e45a54ca2c1bd3cb736880
--- /dev/null
+++ b/data/sessions/paint-resize-image/sync_log.json
@@ -0,0 +1,355 @@
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+    "position_captured": true,
+    "raw_command": "Double-clicked at X=990, Y=260",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T07:57:32.648Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 215,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1157,
+    "mouse_y": 60,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1157, Y=60",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T07:58:55.019Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 313,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 231,
+    "mouse_y": 98,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=231, Y=98",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T07:59:02.071Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 299,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 790,
+    "mouse_y": 555,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=790, Y=555",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T07:59:27.364Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 200,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: DRAFT",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T07:59:35.738Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 168,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 424,
+    "mouse_y": 384,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=424, Y=384",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T07:59:59.634Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 437,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+S",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T08:00:30.891Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 189,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 31,
+    "mouse_y": 55,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=31, Y=55",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T08:01:05.329Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 204,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 526,
+    "mouse_y": 188,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=526, Y=188",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T08:01:16.602Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-annotate-text/commands/cc_commands.json b/data/sessions/preview-annotate-text/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..920e6f253a282af09f25a01f2686f74e04f3199f
--- /dev/null
+++ b/data/sessions/preview-annotate-text/commands/cc_commands.json
@@ -0,0 +1,67 @@
+[
+  {
+    "command": "619 1024 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "1422 188 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "type corpus-seed",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "767 307 double",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "990 260 double",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "1157 60 left",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "231 98 left",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "790 555 left",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "type DRAFT",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "424 384 left",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "press {Cmd+S}",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "31 55 left",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "526 188 left",
+    "os": "MACOS",
+    "step_id": 13
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-annotate-text/commands/converted_input.md b/data/sessions/preview-annotate-text/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..a830ffac3caa6265f107714fe587933199b0b18f
--- /dev/null
+++ b/data/sessions/preview-annotate-text/commands/converted_input.md
@@ -0,0 +1,19 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-16 07:54:49 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-16T07:54:49.537Z | Left-click at (619, 1024) |
+|    2 | 2026-07-16T07:55:14.410Z | Left-click at (1422, 188) |
+|    3 | 2026-07-16T07:55:26.597Z | Type: corpus-seed |
+|    4 | 2026-07-16T07:57:11.999Z | Double-click at (767, 307) |
+|    5 | 2026-07-16T07:57:32.648Z | Double-click at (990, 260) |
+|    6 | 2026-07-16T07:58:55.019Z | Left-click at (1157, 60) |
+|    7 | 2026-07-16T07:59:02.071Z | Left-click at (231, 98) |
+|    8 | 2026-07-16T07:59:27.364Z | Left-click at (790, 555) |
+|    9 | 2026-07-16T07:59:35.738Z | Type: DRAFT |
+|   10 | 2026-07-16T07:59:59.634Z | Left-click at (424, 384) |
+|   11 | 2026-07-16T08:00:30.891Z | Press: Cmd+S |
+|   12 | 2026-07-16T08:01:05.329Z | Left-click at (31, 55) |
+|   13 | 2026-07-16T08:01:16.602Z | Left-click at (526, 188) |
diff --git a/data/sessions/preview-annotate-text/commands/raw_input.md b/data/sessions/preview-annotate-text/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..58a611342dd3cb3581963c4ca592ed97d871224c
--- /dev/null
+++ b/data/sessions/preview-annotate-text/commands/raw_input.md
@@ -0,0 +1,19 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-16 07:54:49 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-16T07:54:49.537Z | Left-clicked at X=619, Y=1024 |
+|    2 | 2026-07-16T07:55:14.410Z | Left-clicked at X=1422, Y=188 |
+|    3 | 2026-07-16T07:55:26.597Z | Typed: corpus-seed |
+|    4 | 2026-07-16T07:57:11.999Z | Double-clicked at X=767, Y=307 |
+|    5 | 2026-07-16T07:57:32.648Z | Double-clicked at X=990, Y=260 |
+|    6 | 2026-07-16T07:58:55.019Z | Left-clicked at X=1157, Y=60 |
+|    7 | 2026-07-16T07:59:02.071Z | Left-clicked at X=231, Y=98 |
+|    8 | 2026-07-16T07:59:27.364Z | Left-clicked at X=790, Y=555 |
+|    9 | 2026-07-16T07:59:35.738Z | Typed: DRAFT |
+|   10 | 2026-07-16T07:59:59.634Z | Left-clicked at X=424, Y=384 |
+|   11 | 2026-07-16T08:00:30.891Z | Pressed: Cmd+S |
+|   12 | 2026-07-16T08:01:05.329Z | Left-clicked at X=31, Y=55 |
+|   13 | 2026-07-16T08:01:16.602Z | Left-clicked at X=526, Y=188 |
diff --git a/data/sessions/preview-annotate-text/memory.md b/data/sessions/preview-annotate-text/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..1a63328dedbd8a3019c83f21719cb2a0548a18ff
--- /dev/null
+++ b/data/sessions/preview-annotate-text/memory.md
@@ -0,0 +1,110 @@
+# Memory: preview-annotate-text
+
+## Overview
+Writes a short piece of text onto an existing image and saves it into that same image
+file, so the annotation becomes part of the picture rather than a separate note. The
+recorded trace finds the `corpus-seed` folder through Finder's search field, opens
+`img-screenshot.png` in macOS Preview, shows the Markup toolbar, places a text box on the
+picture with the Text tool, types `DRAFT`, and saves with ⌘S. Use this when a picture has
+to be labelled or stamped in place — note that the result replaces the original image, so
+a copy has to be made first if the unmarked version still matters.
+
+## Prerequisites
+- Runs on macOS with an image editor that can add text to a picture; Preview is stock and
+  provides this through its Markup toolbar.
+- The image to annotate already exists and is locatable — this memory marks up an
+  existing image, it does not create one. Its name and location differ from machine to
+  machine, so identify the target file at run time rather than assuming a fixed path.
+- The text to be written and roughly where it should sit on the picture are known before
+  the steps begin.
+- Write access to the image file itself, since the annotation is saved back into it. If
+  the unmarked original has to survive, duplicate the file before starting.
+
+## Steps
+
+### Step 1 — Left-click at (619, 1024)
+
+The task is to add the word DRAFT onto an existing image and save it, so the image has to be located first. The desktop is empty with no window open, so start from the Dock: find the Finder icon and left-click it to open a Finder window.
+
+![Step 1](vision/frames/step_0001_20260716_075449_at.webp)
+
+### Step 2 — Left-click at (1422, 188)
+
+Finder opens on Recents, which is empty, so the folder holding the image has to be found rather than browsed to. Left-click the search field at the right of the Finder toolbar to put the cursor in it, so the folder can be searched for by name instead of clicked through the folder tree.
+
+![Step 2](vision/frames/step_0002_20260716_075514_at.webp)
+
+### Step 3 — Type: corpus-seed
+
+Type the name of the folder that holds the image. Searching by name works regardless of where the folder actually sits on the machine, which makes it more dependable than navigating to a fixed path. The search runs across This Mac and returns the corpus-seed folder as the only match.
+
+![Step 3](vision/frames/step_0003_20260716_075526_at.webp)
+
+### Step 4 — Double-click at (767, 307)
+
+Move the cursor and Double-click the corpus-seed folder in the search results to open it. The results view is replaced by the folder's contents — a text file, a docs folder, and the image to be annotated.
+
+![Step 4](vision/frames/step_0004_20260716_075711_at.webp)
+
+### Step 5 — Double-click at (990, 260)
+
+Move the cursor and Double-click img-screenshot file to open it. A double-click opens a file with whatever application is assigned to its type, and for a PNG on a stock system that is Preview, which carries the markup tools this task needs. Preview opens showing the image at full size.
+
+![Step 5](vision/frames/step_0005_20260716_075732_at.webp)
+
+### Step 6 — Left-click at (1157, 60)
+
+The Preview's markup tools are hidden by default, so the toolbar holding them has to be shown before any of them can be used. Left-click the Markup button in the Preview toolbar, the pen-in-a-circle icon to the left of the search field. The button turns blue, its tooltip changes to Hide Markup Toolbar, and a second row of tools appears beneath the title bar.
+
+![Step 6](vision/frames/step_0006_20260716_075855_at.webp)
+
+### Step 7 — Left-click at (231, 98)
+
+From the markup row, left-click the Text tool — the icon showing a letter A inside a box. Selecting the tool first is what makes the next click on the image insert text rather than select or move anything. The tool stays highlighted for as long as it is active.
+
+![Step 7](vision/frames/step_0007_20260716_075902_at.webp)
+
+### Step 8 — Left-click at (790, 555)
+
+Left-click on the image at the point where the text should sit. A text box appears there holding the placeholder word Text, already selected, so whatever is typed next replaces it. Choose a spot where the annotation will stay readable against the picture behind it rather than an arbitrary point.
+
+![Step 8](vision/frames/step_0008_20260716_075927_at.webp)
+
+### Step 9 — Type: DRAFT
+
+Type DRAFT. Because the placeholder was selected, typing replaces it rather than adding to it, leaving the box holding only the intended word. The title bar now shows Edited beneath the file name, meaning the image has unsaved changes.
+
+![Step 9](vision/frames/step_0009_20260716_075935_at.webp)
+
+### Step 10 — Left-click at (424, 384)
+
+After typing the text Left-click on an empty part of the image, away from the text box, to finish editing it and deselect it. This commits the word in place so that the save which follows writes it into the picture. Click well clear of the existing box — with the Text tool still active a click begins a new text box, which is harmless while it stays empty but would capture anything typed next.
+
+![Step 10](vision/frames/step_0010_20260716_075959_at.webp)
+
+### Step 11 — Press: Cmd+S
+
+Press Cmd+S to save. Preview writes the annotation into img-screenshot.png itself, so the original file now carries the word DRAFT and no separate copy is produced. The Edited marker disappearing from beneath the file name is the confirmation that the save completed. It is recommended to always check if the Edited mark has disappeared because technical glitches can leave the file unsaved and the progress made on the edit can be lost if the Preview window is closed.
+
+![Step 11](vision/frames/step_0011_20260716_080030_at.webp)
+
+### Step 12 — Left-click at (31, 55)
+
+The annotation is saved and Preview is no longer needed, so left-click the red close button at the top-left of the Preview window to close it. This closes the window only; Preview itself keeps running, which the indicator dot beneath its Dock icon shows.
+
+![Step 12](vision/frames/step_0012_20260716_080105_at.webp)
+
+### Step 13 — Left-click at (526, 188)
+
+The Finder window used to find the image is still open behind Preview. Left-click its red close button to close it too, leaving the desktop as it was before the task started.
+
+![Step 13](vision/frames/step_0013_20260716_080116_at.webp)
+
+## Notes & Edge Cases
+1. If the keyboard command does not respond because of an error or a glitch, do not retry it blindly — find the Save option in Preview's File menu instead and navigate to it from there. The menu item and the shortcut do the same thing, so the task can be completed either way.
+2. The key command Cmd+O opens a file or folder and is faster to open a file, but the alternative for this is to use double click to open the folder or file. In some cases certain types of files might not have an app assigned to open them in System Settings, so if the user's system already has an app to open the file a popup to select the app will open, select the respective app. But if there is no app then an option to search for the app in the App Store will be available, so when no app is available always confirm with the user if they will install the app themselves or if they leave it to you to handle the app installation. Never install the app without user consent.
+3. In some cases the location of the file or folder is already known and it has to be reached through the GUI. In that case use the pixel location together with the mouse click to perform the action directly, reducing the number of steps needed to perform the task, sub-task, and so on (for example: 251 874 left).
+4. In some cases the direct move and click action successfully moves to the pixel location but fails to click. When such failure occurs, instead of re-running the full command with pixel coordinates and click it is recommended to run the command here left / here right / here double as needed. By doing this we avoid trying to move the cursor multiple times and use click action as needed to click.
+5. The folders, files, and file paths are for demonstration purposes only. The actual folders, files, and file paths vary based on the user's own system and environment. This only demonstrates how the task, sub-task, and so on are performed, so always verify the folders, files, file paths, and folder locations when performing the tasks.
+6. When an app is opened by clicking on the app icon the system automatically focuses on the window that just opened, but in rare cases the window is not focused, so in those cases it is recommended to move the cursor to the window that just opened and use left click to focus the window.
+7. In some cases the user might have set the primary mouse button to right, but normally the default is set to left.
diff --git a/data/sessions/preview-annotate-text/metadata.json b/data/sessions/preview-annotate-text/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..faa1ffdfe3f6ce38f596677c8860dadf718b6bcf
--- /dev/null
+++ b/data/sessions/preview-annotate-text/metadata.json
@@ -0,0 +1,204 @@
+{
+  "memory_name": "preview-annotate-text",
+  "memory_description": "",
+  "session_id": "1a2986c4-83fa-4418-872f-577387a0d192",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-16T07:48:11.578517817Z",
+  "completed_at": "2026-07-16T08:02:36.422307425Z",
+  "total_steps": 13,
+  "annotated_steps": 13,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-16T07:54:49.537Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260716_075449_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260716_075449_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260716_075449_after.webp",
+      "raw_command": "Left-clicked at X=619, Y=1024",
+      "converted_command": "Left-click at (619, 1024)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-16T07:55:14.410Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260716_075514_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260716_075514_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260716_075514_after.webp",
+      "raw_command": "Left-clicked at X=1422, Y=188",
+      "converted_command": "Left-click at (1422, 188)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-16T07:55:26.597Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260716_075526_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260716_075526_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260716_075526_after.webp",
+      "raw_command": "Typed: corpus-seed",
+      "converted_command": "Type: corpus-seed"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-16T07:57:11.999Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0004_20260716_075711_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260716_075711_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260716_075711_after.webp",
+      "raw_command": "Double-clicked at X=767, Y=307",
+      "converted_command": "Double-click at (767, 307)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-16T07:57:32.648Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0005_20260716_075732_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260716_075732_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260716_075732_after.webp",
+      "raw_command": "Double-clicked at X=990, Y=260",
+      "converted_command": "Double-click at (990, 260)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-16T07:58:55.019Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260716_075855_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260716_075855_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260716_075855_after.webp",
+      "raw_command": "Left-clicked at X=1157, Y=60",
+      "converted_command": "Left-click at (1157, 60)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-16T07:59:02.071Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260716_075902_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260716_075902_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260716_075902_after.webp",
+      "raw_command": "Left-clicked at X=231, Y=98",
+      "converted_command": "Left-click at (231, 98)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-16T07:59:27.364Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260716_075927_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260716_075927_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260716_075927_after.webp",
+      "raw_command": "Left-clicked at X=790, Y=555",
+      "converted_command": "Left-click at (790, 555)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-16T07:59:35.738Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0009_20260716_075935_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260716_075935_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260716_075935_after.webp",
+      "raw_command": "Typed: DRAFT",
+      "converted_command": "Type: DRAFT"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-16T07:59:59.634Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260716_075959_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260716_075959_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260716_075959_after.webp",
+      "raw_command": "Left-clicked at X=424, Y=384",
+      "converted_command": "Left-click at (424, 384)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-16T08:00:30.891Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0011_20260716_080030_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260716_080030_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260716_080030_after.webp",
+      "raw_command": "Pressed: Cmd+S",
+      "converted_command": "Press: Cmd+S"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-16T08:01:05.329Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0012_20260716_080105_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260716_080105_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260716_080105_after.webp",
+      "raw_command": "Left-clicked at X=31, Y=55",
+      "converted_command": "Left-click at (31, 55)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-16T08:01:16.602Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0013_20260716_080116_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0013_20260716_080116_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260716_080116_after.webp",
+      "raw_command": "Left-clicked at X=526, Y=188",
+      "converted_command": "Left-click at (526, 188)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/preview-annotate-text/reasoning/reasoning.jsonl b/data/sessions/preview-annotate-text/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c65ffbe514e3ca7575ea7331991ef6d44482cd32
--- /dev/null
+++ b/data/sessions/preview-annotate-text/reasoning/reasoning.jsonl
@@ -0,0 +1,13 @@
+{"step_id": 1, "timestamp_action": "2026-07-16T07:54:49.537Z", "timestamp_annotated": "2026-08-14T09:07:47.108927+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=619, Y=1024", "converted_command": "Left-click at (619, 1024)", "image_path": "vision/frames/step_0001_20260716_075449_at.webp", "reasoning": "The task is to add the word DRAFT onto an existing image and save it, so the image has to be located first. The desktop is empty with no window open, so start from the Dock: find the Finder icon and left-click it to open a Finder window.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-16T07:55:14.410Z", "timestamp_annotated": "2026-08-14T11:10:51.389800+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1422, Y=188", "converted_command": "Left-click at (1422, 188)", "image_path": "vision/frames/step_0002_20260716_075514_at.webp", "reasoning": "Finder opens on Recents, which is empty, so the folder holding the image has to be found rather than browsed to. Left-click the search field at the right of the Finder toolbar to put the cursor in it, so the folder can be searched for by name instead of clicked through the folder tree.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-16T07:55:26.597Z", "timestamp_annotated": "2026-08-14T11:25:53.524235+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: corpus-seed", "converted_command": "Type: corpus-seed", "image_path": "vision/frames/step_0003_20260716_075526_at.webp", "reasoning": "Type the name of the folder that holds the image. Searching by name works regardless of where the folder actually sits on the machine, which makes it more dependable than navigating to a fixed path. The search runs across This Mac and returns the corpus-seed folder as the only match.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-16T07:57:11.999Z", "timestamp_annotated": "2026-08-14T11:27:08.080478+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=767, Y=307", "converted_command": "Double-click at (767, 307)", "image_path": "vision/frames/step_0004_20260716_075711_at.webp", "reasoning": "Move the cursor and Double-click the corpus-seed folder in the search results to open it. The results view is replaced by the folder's contents — a text file, a docs folder, and the image to be annotated.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-16T07:57:32.648Z", "timestamp_annotated": "2026-08-14T11:32:25.466602+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=990, Y=260", "converted_command": "Double-click at (990, 260)", "image_path": "vision/frames/step_0005_20260716_075732_at.webp", "reasoning": "Move the cursor and Double-click img-screenshot file to open it. A double-click opens a file with whatever application is assigned to its type, and for a PNG on a stock system that is Preview, which carries the markup tools this task needs. Preview opens showing the image at full size.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-16T07:58:55.019Z", "timestamp_annotated": "2026-08-14T12:39:42.115395+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1157, Y=60", "converted_command": "Left-click at (1157, 60)", "image_path": "vision/frames/step_0006_20260716_075855_at.webp", "reasoning": "The Preview's markup tools are hidden by default, so the toolbar holding them has to be shown before any of them can be used. Left-click the Markup button in the Preview toolbar, the pen-in-a-circle icon to the left of the search field. The button turns blue, its tooltip changes to Hide Markup Toolbar, and a second row of tools appears beneath the title bar.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-16T07:59:02.071Z", "timestamp_annotated": "2026-08-14T12:45:10.078277+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=231, Y=98", "converted_command": "Left-click at (231, 98)", "image_path": "vision/frames/step_0007_20260716_075902_at.webp", "reasoning": "From the markup row, left-click the Text tool — the icon showing a letter A inside a box. Selecting the tool first is what makes the next click on the image insert text rather than select or move anything. The tool stays highlighted for as long as it is active.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-16T07:59:27.364Z", "timestamp_annotated": "2026-08-14T12:53:32.786702+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=790, Y=555", "converted_command": "Left-click at (790, 555)", "image_path": "vision/frames/step_0008_20260716_075927_at.webp", "reasoning": "Left-click on the image at the point where the text should sit. A text box appears there holding the placeholder word Text, already selected, so whatever is typed next replaces it. Choose a spot where the annotation will stay readable against the picture behind it rather than an arbitrary point.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-16T07:59:35.738Z", "timestamp_annotated": "2026-08-14T12:55:29.887235+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: DRAFT", "converted_command": "Type: DRAFT", "image_path": "vision/frames/step_0009_20260716_075935_at.webp", "reasoning": "Type DRAFT. Because the placeholder was selected, typing replaces it rather than adding to it, leaving the box holding only the intended word. The title bar now shows Edited beneath the file name, meaning the image has unsaved changes.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-16T07:59:59.634Z", "timestamp_annotated": "2026-08-14T13:11:53.850016+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=424, Y=384", "converted_command": "Left-click at (424, 384)", "image_path": "vision/frames/step_0010_20260716_075959_at.webp", "reasoning": "After typing the text Left-click on an empty part of the image, away from the text box, to finish editing it and deselect it. This commits the word in place so that the save which follows writes it into the picture. Click well clear of the existing box — with the Text tool still active a click begins a new text box, which is harmless while it stays empty but would capture anything typed next.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-16T08:00:30.891Z", "timestamp_annotated": "2026-08-14T13:35:25.501746+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+S", "converted_command": "Press: Cmd+S", "image_path": "vision/frames/step_0011_20260716_080030_at.webp", "reasoning": "Press Cmd+S to save. Preview writes the annotation into img-screenshot.png itself, so the original file now carries the word DRAFT and no separate copy is produced. The Edited marker disappearing from beneath the file name is the confirmation that the save completed. It is recommended to always check if the Edited mark has disappeared because technical glitches can leave the file unsaved and the progress made on the edit can be lost if the Preview window is closed.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-16T08:01:05.329Z", "timestamp_annotated": "2026-08-14T13:36:57.126596+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=31, Y=55", "converted_command": "Left-click at (31, 55)", "image_path": "vision/frames/step_0012_20260716_080105_at.webp", "reasoning": "The annotation is saved and Preview is no longer needed, so left-click the red close button at the top-left of the Preview window to close it. This closes the window only; Preview itself keeps running, which the indicator dot beneath its Dock icon shows.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-16T08:01:16.602Z", "timestamp_annotated": "2026-08-14T13:37:23.468021+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=526, Y=188", "converted_command": "Left-click at (526, 188)", "image_path": "vision/frames/step_0013_20260716_080116_at.webp", "reasoning": "The Finder window used to find the image is still open behind Preview. Left-click its red close button to close it too, leaving the desktop as it was before the task started.", "skipped": false}
diff --git a/data/sessions/preview-annotate-text/sync_log.json b/data/sessions/preview-annotate-text/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..0bf8df9f230246149d15a8119541875e1cca2bbc
--- /dev/null
+++ b/data/sessions/preview-annotate-text/sync_log.json
@@ -0,0 +1,327 @@
+{
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-annotate-text/commands/converted_input.md",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-annotate-text/commands/actuation_commands.json",
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diff --git a/data/sessions/preview-crop-export-2/commands/actuation_commands.json b/data/sessions/preview-crop-export-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..62904ea8fafa55448ad2c9bbd46a7fa495a134e2
--- /dev/null
+++ b/data/sessions/preview-crop-export-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-987c6b4f-66a1-4e1c-b995-be665ed2b1b7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 202,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 942,
+    "mouse_y": 1033,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=942, Y=1033",
+    "session_id": "conn-c05f933e-b1d0-453e-846a-881312bcaf6c",
+    "success": true,
+    "timestamp": "2026-07-15T13:24:11.075Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-987c6b4f-66a1-4e1c-b995-be665ed2b1b7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 696,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: sips -c 400 600 --out ~/Documents/cropped.png ~/corpus-seed/img-screenshot.png",
+    "session_id": "conn-c05f933e-b1d0-453e-846a-881312bcaf6c",
+    "success": true,
+    "timestamp": "2026-07-15T13:24:26.335Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-987c6b4f-66a1-4e1c-b995-be665ed2b1b7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 151,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-c05f933e-b1d0-453e-846a-881312bcaf6c",
+    "success": true,
+    "timestamp": "2026-07-15T13:24:41.605Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-987c6b4f-66a1-4e1c-b995-be665ed2b1b7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 242,
+    "is_heartbeat": false,
+    "is_here_command": true,
+    "mouse_x": 941,
+    "mouse_y": 1032,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=941, Y=1032",
+    "session_id": "conn-c05f933e-b1d0-453e-846a-881312bcaf6c",
+    "success": true,
+    "timestamp": "2026-07-15T13:25:23.841Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-987c6b4f-66a1-4e1c-b995-be665ed2b1b7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 200,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 994,
+    "mouse_y": 966,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=994, Y=966",
+    "session_id": "conn-c05f933e-b1d0-453e-846a-881312bcaf6c",
+    "success": true,
+    "timestamp": "2026-07-15T13:25:46.200Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-crop-export-2/commands/cc_commands.json b/data/sessions/preview-crop-export-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..01984bec3c4091ed8d9a32ceeca10c4826cb7303
--- /dev/null
+++ b/data/sessions/preview-crop-export-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "942 1033 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type sips -c 400 600 --out ~/Documents/cropped.png ~/corpus-seed/img-screenshot.png",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "941 1032 right",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "994 966 left",
+    "os": "MACOS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-crop-export-2/commands/converted_input.md b/data/sessions/preview-crop-export-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..fa7717e4b6766b6afd52217279ea47acb0e0c02b
--- /dev/null
+++ b/data/sessions/preview-crop-export-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-15 13:24:11 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-15T13:24:11.075Z | Left-click at (942, 1033) |
+|    2 | 2026-07-15T13:24:26.335Z | Type: sips -c 400 600 --out ~/Documents/cropped.png ~/corpus-seed/img-screenshot.png |
+|    3 | 2026-07-15T13:24:41.605Z | Press: Enter |
+|    4 | 2026-07-15T13:25:23.841Z | Right-click at (941, 1032) |
+|    5 | 2026-07-15T13:25:46.200Z | Left-click at (994, 966) |
diff --git a/data/sessions/preview-crop-export-2/commands/raw_input.md b/data/sessions/preview-crop-export-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..3780ea562a65872275a43192a0456fec469f7bb4
--- /dev/null
+++ b/data/sessions/preview-crop-export-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-15 13:24:11 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-15T13:24:11.075Z | Left-clicked at X=942, Y=1033 |
+|    2 | 2026-07-15T13:24:26.335Z | Typed: sips -c 400 600 --out ~/Documents/cropped.png ~/corpus-seed/img-screenshot.png |
+|    3 | 2026-07-15T13:24:41.605Z | Pressed: Return |
+|    4 | 2026-07-15T13:25:23.841Z | Right-clicked at X=941, Y=1032 |
+|    5 | 2026-07-15T13:25:46.200Z | Left-clicked at X=994, Y=966 |
diff --git a/data/sessions/preview-crop-export-2/memory.md b/data/sessions/preview-crop-export-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..37bc18c796b8ee36c5d6e3c803401021d17dffe4
--- /dev/null
+++ b/data/sessions/preview-crop-export-2/memory.md
@@ -0,0 +1,63 @@
+# Memory: preview-crop-export-2
+
+## Overview
+Produces the same cropped image file from the **terminal**. This memory opens a shell and
+runs a single `sips` command that crops `img-screenshot.png` from the `corpus-seed` folder
+to a fixed 400 × 600 pixel block taken from the centre of the picture, writes the result to
+`cropped.png` in Documents, and leaves the original in place. Use it when the crop geometry
+is already known as pixel numbers — the region cannot be chosen by eye this way, so a crop
+that has to be judged visually belongs in the GUI route instead.
+
+## Prerequisites
+- Runs on macOS with the tools the chosen route needs — both a shell with `sips` and an
+  image editor that can crop are present on a stock system.
+- The image to crop already exists and is locatable — this memory crops an existing
+  image, it does not create one. Its name and location differ from machine to machine,
+  so identify the target file at run time rather than assuming a fixed path.
+- The crop geometry is settled before the steps begin, either as pixel dimensions or as
+  a region that can be pointed at on screen.
+- Write access to the destination folder, and a destination filename that differs from
+  the source so the original is not replaced.
+
+## Steps
+
+### Step 1 — Left-click at (942, 1033)
+
+The task is to produce a cropped copy of an existing image from a shell, so the first thing needed is a terminal. The desktop is empty with no window in focus, so the Dock is the shortest route to one. Find the Terminal icon in the Dock and left-click it to launch it.
+
+![Step 1](vision/frames/step_0001_20260715_132411_at.webp)
+
+### Step 2 — Type: sips -c 400 600 --out ~/Documents/cropped.png ~/corpus-seed/img-screenshot.png
+
+The Terminal window opens already focused, so the command can be typed straight away without clicking into it first. sips is the image tool built into macOS, so nothing needs to be installed: -c 400 600 crops the picture to 400 pixels tall by 600 pixels wide, taken from the centre of the image, and --out ~/Documents/cropped.png writes the result to a new file so the original at ~/corpus-seed/img-screenshot.png is left untouched. Typing the line does not run it yet, which leaves a chance to check it before it is committed.
+
+![Step 2](vision/frames/step_0002_20260715_132426_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command in the terminal press Enter to run the command. On success sips prints the input path followed by the output path, and the pair appearing in the terminal is the confirmation that ~/Documents/cropped.png was written. Check for it before moving on — the task is complete at this point, and everything after the command has run should be cleaned up.
+
+![Step 3](vision/frames/step_0003_20260715_132441_at.webp)
+
+### Step 4 — Right-click at (941, 1032)
+
+The crop is done and the terminal is no longer needed, so it should be closed rather than left open. Right-click the Terminal icon in the Dock to open its context menu. Quitting from the Dock exits the application itself, whereas clicking the red close button would only close the window and leave Terminal running in the background.
+
+![Step 4](vision/frames/step_0004_20260715_132523_at.webp)
+
+### Step 5 — Left-click at (994, 966)
+
+The context menu lists Quit as its last item, below Show All Windows and Hide. Left-click Quit to exit Terminal completely and return the desktop to the state it was in before the task started. The menu bar switching back to Finder and the running indicator disappearing beneath the Dock icon confirm that it has quit.
+
+![Step 5](vision/frames/step_0005_20260715_132546_at.webp)
+
+## Notes & Edge Cases
+1. Always re-read the command before running it. A shell command takes effect the moment Enter is pressed, with no confirmation and no undo, so a small mistake can destroy the file being worked on. In this task, leaving out the --out option and its destination path makes sips crop the original file in place instead of writing a copy, and the discarded part of the image cannot be recovered. Check the whole line — the flag, the values and both paths — while it is still on screen and unexecuted.
+2. The red close button at the top-left of a window closes only that window; the application itself keeps running, which the small indicator dot beneath its Dock icon shows. To close the application completely, right-click its icon in the Dock and select Quit from the menu that opens. Use the close button when only the window is finished with, and Quit when nothing of the application should be left running.
+3. sips crops from the centre of the image by the size given, not from a corner or from a region chosen on screen, so this route cannot reproduce a crop that was framed by eye. When the exact part to keep matters, either measure it first and offset the crop explicitly, or use the GUI route where the region is dragged out directly.
+4. Confirm the output file was actually written rather than assuming success from the absence of an error. On success sips echoes the input path followed by the output path, and that pair is the confirmation; if only a bare prompt returns, the destination file may not exist and the remaining steps would be cleaning up after a task that never completed.
+5. In some cases the location of the file or folder is already known and it has to be reached through the GUI. In that case use the pixel location together with the mouse click to perform the action directly, reducing the number of steps needed to perform the task, sub-task, and so on (for example: 251 874 left).
+6. In some cases the direct move and click action successfully moves to the pixel location but fails to click. When such failure occurs, instead of re-running the full command with pixel coordinates and click it is recommended to run the command here left / here right / here double as needed. By doing this we avoid trying to move the cursor multiple times and use click action as needed to click.
+7. The folders, files, and file paths are for demonstration purposes only. The actual folders, files, and file paths vary based on the user's own system and environment. This only demonstrates how the task, sub-task, and so on are performed, so always verify the folders, files, file paths, and folder locations when performing the tasks.
+8. When an app is opened by clicking on the app icon the system automatically focuses on the window that just opened, but in rare cases the window is not focused, so in those cases it is recommended to move the cursor to the window that just opened and use left click to focus the window.
+9. In some cases the user might have set the primary mouse button to right, but normally the default is set to left.
diff --git a/data/sessions/preview-crop-export-2/metadata.json b/data/sessions/preview-crop-export-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c67972805b027ca1155069ab2afac8a6232730df
--- /dev/null
+++ b/data/sessions/preview-crop-export-2/metadata.json
@@ -0,0 +1,100 @@
+{
+  "memory_name": "preview-crop-export-2",
+  "memory_description": "",
+  "session_id": "c4869524-33f4-4fc6-850c-dd06b831555c",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-15T12:24:52.516287272Z",
+  "completed_at": "2026-07-15T13:29:08.227343508Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-15T13:24:11.075Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260715_132411_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260715_132411_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260715_132411_after.webp",
+      "raw_command": "Left-clicked at X=942, Y=1033",
+      "converted_command": "Left-click at (942, 1033)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-15T13:24:26.335Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260715_132426_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260715_132426_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260715_132426_after.webp",
+      "raw_command": "Typed: sips -c 400 600 --out ~/Documents/cropped.png ~/corpus-seed/img-screenshot.png",
+      "converted_command": "Type: sips -c 400 600 --out ~/Documents/cropped.png ~/corpus-seed/img-screenshot.png"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-15T13:24:41.605Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260715_132441_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260715_132441_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260715_132441_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-15T13:25:23.841Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0004_20260715_132523_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260715_132523_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260715_132523_after.webp",
+      "raw_command": "Right-clicked at X=941, Y=1032",
+      "converted_command": "Right-click at (941, 1032)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-15T13:25:46.200Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260715_132546_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260715_132546_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260715_132546_after.webp",
+      "raw_command": "Left-clicked at X=994, Y=966",
+      "converted_command": "Left-click at (994, 966)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/preview-crop-export-2/reasoning/reasoning.jsonl b/data/sessions/preview-crop-export-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..01776b671b844464ab109347188d2290fec27c54
--- /dev/null
+++ b/data/sessions/preview-crop-export-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-15T13:24:11.075Z", "timestamp_annotated": "2026-08-14T07:20:59.515687+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=942, Y=1033", "converted_command": "Left-click at (942, 1033)", "image_path": "vision/frames/step_0001_20260715_132411_at.webp", "reasoning": "The task is to produce a cropped copy of an existing image from a shell, so the first thing needed is a terminal. The desktop is empty with no window in focus, so the Dock is the shortest route to one. Find the Terminal icon in the Dock and left-click it to launch it.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-15T13:24:26.335Z", "timestamp_annotated": "2026-08-14T07:28:34.276972+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: sips -c 400 600 --out ~/Documents/cropped.png ~/corpus-seed/img-screenshot.png", "converted_command": "Type: sips -c 400 600 --out ~/Documents/cropped.png ~/corpus-seed/img-screenshot.png", "image_path": "vision/frames/step_0002_20260715_132426_at.webp", "reasoning": "The Terminal window opens already focused, so the command can be typed straight away without clicking into it first. sips is the image tool built into macOS, so nothing needs to be installed: -c 400 600 crops the picture to 400 pixels tall by 600 pixels wide, taken from the centre of the image, and --out ~/Documents/cropped.png writes the result to a new file so the original at ~/corpus-seed/img-screenshot.png is left untouched. Typing the line does not run it yet, which leaves a chance to check it before it is committed.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-15T13:24:41.605Z", "timestamp_annotated": "2026-08-14T07:32:36.867031+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260715_132441_at.webp", "reasoning": "After typing the command in the terminal press Enter to run the command. On success sips prints the input path followed by the output path, and the pair appearing in the terminal is the confirmation that ~/Documents/cropped.png was written. Check for it before moving on — the task is complete at this point, and everything after the command has run should be cleaned up.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-15T13:25:23.841Z", "timestamp_annotated": "2026-08-14T07:40:14.716047+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=941, Y=1032", "converted_command": "Right-click at (941, 1032)", "image_path": "vision/frames/step_0004_20260715_132523_at.webp", "reasoning": "The crop is done and the terminal is no longer needed, so it should be closed rather than left open. Right-click the Terminal icon in the Dock to open its context menu. Quitting from the Dock exits the application itself, whereas clicking the red close button would only close the window and leave Terminal running in the background.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-15T13:25:46.200Z", "timestamp_annotated": "2026-08-14T07:40:09.145439+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=994, Y=966", "converted_command": "Left-click at (994, 966)", "image_path": "vision/frames/step_0005_20260715_132546_at.webp", "reasoning": "The context menu lists Quit as its last item, below Show All Windows and Hide. Left-click Quit to exit Terminal completely and return the desktop to the state it was in before the task started. The menu bar switching back to Finder and the running indicator disappearing beneath the Dock icon confirm that it has quit.", "skipped": false}
diff --git a/data/sessions/preview-crop-export-2/sync_log.json b/data/sessions/preview-crop-export-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..53e66ef44df1f283a2352b4a47487aac3eae4af7
--- /dev/null
+++ b/data/sessions/preview-crop-export-2/sync_log.json
@@ -0,0 +1,159 @@
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+  },
+  {
+    "command": "type corpus-seed",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "770 310 move",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "770 310 double",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "996 262 move",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "996 262 double",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "1393 810 hold",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Cmd+K}",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "138 13 left",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "186 442 left",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "type cropped",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 13
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-crop-export/commands/converted_input.md b/data/sessions/preview-crop-export/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..6764ba4e032df203ea755cdeb17f1b7e9acad19b
--- /dev/null
+++ b/data/sessions/preview-crop-export/commands/converted_input.md
@@ -0,0 +1,19 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-15 11:42:38 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-15T11:42:38.095Z | Left-click at (619, 1025) |
+|    2 | 2026-07-15T11:42:58.207Z | Left-click at (1421, 191) |
+|    3 | 2026-07-15T11:43:07.825Z | Type: corpus-seed |
+|    4 | 2026-07-15T11:43:47.697Z | Move-cursor at (770, 310) |
+|    5 | 2026-07-15T11:43:51.846Z | Double-click at (770, 310) |
+|    6 | 2026-07-15T11:44:10.580Z | Move-cursor at (996, 262) |
+|    7 | 2026-07-15T11:44:14.152Z | Double-click at (996, 262) |
+|    8 | 2026-07-15T11:45:35.714Z | Hold at (1393, 810) |
+|    9 | 2026-07-15T11:45:56.088Z | Press: Cmd+K |
+|   10 | 2026-07-15T11:57:48.135Z | Left-click at (138, 13) |
+|   11 | 2026-07-15T11:58:41.147Z | Left-click at (186, 442) |
+|   12 | 2026-07-15T11:59:49.965Z | Type: cropped |
+|   13 | 2026-07-15T12:01:18.070Z | Press: Enter |
diff --git a/data/sessions/preview-crop-export/commands/raw_input.md b/data/sessions/preview-crop-export/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..53eb73d704bb69bf6c86eaba1446555c1d86d3ac
--- /dev/null
+++ b/data/sessions/preview-crop-export/commands/raw_input.md
@@ -0,0 +1,19 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-15 11:42:38 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-15T11:42:38.095Z | Left-clicked at X=619, Y=1025 |
+|    2 | 2026-07-15T11:42:58.207Z | Left-clicked at X=1421, Y=191 |
+|    3 | 2026-07-15T11:43:07.825Z | Typed: corpus-seed |
+|    4 | 2026-07-15T11:43:47.697Z | Moved cursor to at X=770, Y=310 |
+|    5 | 2026-07-15T11:43:51.846Z | Double-clicked at X=770, Y=310 |
+|    6 | 2026-07-15T11:44:10.580Z | Moved cursor to at X=996, Y=262 |
+|    7 | 2026-07-15T11:44:14.152Z | Double-clicked at X=996, Y=262 |
+|    8 | 2026-07-15T11:45:35.714Z | Held button at at X=1393, Y=810 |
+|    9 | 2026-07-15T11:45:56.088Z | Pressed: Cmd+K |
+|   10 | 2026-07-15T11:57:48.135Z | Left-clicked at X=138, Y=13 |
+|   11 | 2026-07-15T11:58:41.147Z | Left-clicked at X=186, Y=442 |
+|   12 | 2026-07-15T11:59:49.965Z | Typed: cropped |
+|   13 | 2026-07-15T12:01:18.070Z | Pressed: Return |
diff --git a/data/sessions/preview-crop-export/memory.md b/data/sessions/preview-crop-export/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..1d3d788936a641af5ef0e49d0f65a126fa3296fc
--- /dev/null
+++ b/data/sessions/preview-crop-export/memory.md
@@ -0,0 +1,117 @@
+# Memory: preview-crop-export
+
+## Overview
+Crops an existing image to a region chosen by hand and writes the cropped result out
+as a new image file, leaving the original in place. The recorded trace opens
+`img-screenshot.png` from the `corpus-seed` folder in macOS Preview, drags a
+rectangular selection across the part of the picture to keep, applies Tools ▸ Crop
+(⌘K) to discard everything outside it, and exports the result through File ▸ Export…
+as `cropped.png` in Documents. Use this when the region to keep is decided visually
+rather than by fixed pixel numbers — a caller who already knows the exact crop
+geometry can reach the same end state with an image-processing command instead.
+
+## Prerequisites
+- Runs on macOS with Preview available; the GUI path uses Preview's drag-to-select,
+  the Tools ▸ Crop command and the File ▸ Export… sheet.
+- The image to crop already exists and is locatable — this memory crops an existing
+  image, it does not create one. Its name and location differ from machine to
+  machine, so identify the target file at run time rather than assuming a fixed path.
+- The image opens in an editor that can crop. Preview is the default handler for PNG
+  on a stock system; if the file type has been reassigned to another application,
+  open it with Preview explicitly rather than by double-clicking.
+- Write access to the destination folder, and a destination filename that differs
+  from the source so the original is not replaced.
+
+## Steps
+
+### Step 1 — Left-click at (619, 1025)
+
+The task is to crop ~/corpus-seed/img-screenshot.png to a hand-drawn region in Preview and export the result as ~/Documents/cropped.png. Locate the Finder app icon in the Dock and left click it to open Finder.
+
+![Step 1](vision/frames/step_0001_20260715_114238_at.webp)
+
+### Step 2 — Left-click at (1421, 191)
+
+The Finder window opened on Recents, which does not show the seed folder where the image file that need to worked on is located. Click the search field in the window toolbar to place the cursor there so a query to search the image file can be typed.
+
+![Step 2](vision/frames/step_0002_20260715_114258_at.webp)
+
+### Step 3 — Type: corpus-seed
+
+Type the folder name corpus-seed into the search field. Finder searches "This Mac" by default, so the query locates the seed folder without navigating the directory tree by hand.
+
+![Step 3](vision/frames/step_0003_20260715_114307_at.webp)
+
+### Step 4 — Move-cursor at (770, 310)
+
+The search returns a single result. Move the cursor onto the corpus-seed folder icon in the results area to prepare to open it.
+
+![Step 4](vision/frames/step_0004_20260715_114347_at.webp)
+
+### Step 5 — Double-click at (770, 310)
+
+Double-click the result to open corpus-seed to view the folder's contents.
+
+![Step 5](vision/frames/step_0005_20260715_114351_at.webp)
+
+### Step 6 — Move-cursor at (996, 262)
+
+corpus-seed holds doc-colour.txt, docs and img-screenshot; the task crops img-screenshot. Move the cursor onto its thumbnail, or onto its file icon if the view is not showing image previews.
+
+![Step 6](vision/frames/step_0006_20260715_114410_at.webp)
+
+### Step 7 — Double-click at (996, 262)
+
+Double-click the image to open it in Preview, the default handler for PNG. Preview becomes the frontmost app and the crop is performed there.
+
+![Step 7](vision/frames/step_0007_20260715_114414_at.webp)
+
+### Step 8 — Drag from (344, 221) to (1393, 810)
+
+The image is open in Preview with no markup tool selected, so dragging across it draws a rectangular selection. Drag from the top-left corner of the region to keep down to its bottom-right corner. Eight handles appear around the marquee, marking the area the crop will keep; everything outside it is discarded.
+
+![Step 8](vision/frames/step_0008_20260715_114535_at.webp)
+
+### Step 9 — Press: Cmd+K
+
+After drawing the rectangular selection use Cmd+K. This key command is Crop. It discards everything outside the selection, so the window redraws showing only the marked region and the markup toolbar appears. The title gains the subtitle "Edited", which is how to confirm the crop applied — the window itself is a poor signal, because it does not resize with the image.
+
+![Step 9](vision/frames/step_0009_20260715_114556_at.webp)
+
+### Step 10 — Left-click at (138, 13)
+
+The crop exists only in the open document; the task requires it written out as a separate file. Click File in the menu bar to open the menu that holds the export command.
+
+![Step 10](vision/frames/step_0010_20260715_115748_at.webp)
+
+### Step 11 — Left-click at (186, 442)
+
+Click Export…, which opens a sheet for choosing the filename, destination and format. It sits directly above Export as PDF… — that item writes a PDF and would not produce the PNG the task calls for.
+
+![Step 11](vision/frames/step_0011_20260715_115841_at.webp)
+
+### Step 12 — Type: cropped
+
+The sheet opens with Export As: pre-filled img-screenshot and the text already selected, so typing replaces it rather than appending. Type cropped; the extension comes from the Format setting, which is already PNG. Where: already shows Documents, the destination the task wants, so it needs no change.
+
+![Step 12](vision/frames/step_0012_20260715_115949_at.webp)
+
+### Step 13 — Press: Enter
+
+Save is the sheet's default button, so Enter activates it and writes ~/Documents/cropped.png. The sheet closes and the cropped image stays open. Export writes a new file rather than renaming the document, so the title still reads img-screenshot.
+
+![Step 13](vision/frames/step_0013_20260715_120118_at.webp)
+
+## Notes & Edge Cases
+
+- If the keyboard command does not respond because of an error or a glitch, do not
+  retry it blindly — find the Crop option in the menu bar instead and navigate to it
+  from there. The menu item and the shortcut do the same thing, so the task can be
+  completed either way.
+
+- Always ask the user for the file path where the image should be saved when a path
+  has not been provided at any stage. If the path is already available, skip the
+  question and use it.
+
+- Always save the cropped image as a copy rather than overwriting the image being
+  edited, so the original is preserved. This avoids data loss.
diff --git a/data/sessions/preview-crop-export/metadata.json b/data/sessions/preview-crop-export/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f7d9ceba1acaed59683061c1b239df4ef16e6f5d
--- /dev/null
+++ b/data/sessions/preview-crop-export/metadata.json
@@ -0,0 +1,204 @@
+{
+  "memory_name": "preview-crop-export",
+  "memory_description": "",
+  "session_id": "3bf33a04-b1f2-40e8-b334-21193ce804ec",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-15T11:22:01.265679971Z",
+  "completed_at": "2026-07-15T12:04:15.801391833Z",
+  "total_steps": 13,
+  "annotated_steps": 13,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-15T11:42:38.095Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260715_114238_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260715_114238_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260715_114238_after.webp",
+      "raw_command": "Left-clicked at X=619, Y=1025",
+      "converted_command": "Left-click at (619, 1025)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-15T11:42:58.207Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260715_114258_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260715_114258_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260715_114258_after.webp",
+      "raw_command": "Left-clicked at X=1421, Y=191",
+      "converted_command": "Left-click at (1421, 191)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-15T11:43:07.825Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260715_114307_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260715_114307_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260715_114307_after.webp",
+      "raw_command": "Typed: corpus-seed",
+      "converted_command": "Type: corpus-seed"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-15T11:43:47.697Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0004_20260715_114347_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260715_114347_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260715_114347_after.webp",
+      "raw_command": "Moved cursor to at X=770, Y=310",
+      "converted_command": "Move-cursor at (770, 310)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-15T11:43:51.846Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0005_20260715_114351_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260715_114351_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260715_114351_after.webp",
+      "raw_command": "Double-clicked at X=770, Y=310",
+      "converted_command": "Double-click at (770, 310)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-15T11:44:10.580Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0006_20260715_114410_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260715_114410_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260715_114410_after.webp",
+      "raw_command": "Moved cursor to at X=996, Y=262",
+      "converted_command": "Move-cursor at (996, 262)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-15T11:44:14.152Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0007_20260715_114414_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260715_114414_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260715_114414_after.webp",
+      "raw_command": "Double-clicked at X=996, Y=262",
+      "converted_command": "Double-click at (996, 262)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-15T11:45:35.714Z",
+      "action_type": "mouse",
+      "action_subtype": "drag",
+      "image_path": "vision/frames/step_0008_20260715_114535_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260715_114535_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260715_114535_after.webp",
+      "raw_command": "Held button at at X=1393, Y=810",
+      "converted_command": "Drag from (344, 221) to (1393, 810)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-15T11:45:56.088Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260715_114556_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260715_114556_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260715_114556_after.webp",
+      "raw_command": "Pressed: Cmd+K",
+      "converted_command": "Press: Cmd+K"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-15T11:57:48.135Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260715_115748_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260715_115748_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260715_115748_after.webp",
+      "raw_command": "Left-clicked at X=138, Y=13",
+      "converted_command": "Left-click at (138, 13)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-15T11:58:41.147Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0011_20260715_115841_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260715_115841_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260715_115841_after.webp",
+      "raw_command": "Left-clicked at X=186, Y=442",
+      "converted_command": "Left-click at (186, 442)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-15T11:59:49.965Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0012_20260715_115949_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0012_20260715_115949_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260715_115949_after.webp",
+      "raw_command": "Typed: cropped",
+      "converted_command": "Type: cropped"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-15T12:01:18.070Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0013_20260715_120118_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260715_120118_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260715_120118_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/preview-crop-export/reasoning/reasoning.jsonl b/data/sessions/preview-crop-export/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..bf794de3e295f04b48f7eee133d3089b049c55f5
--- /dev/null
+++ b/data/sessions/preview-crop-export/reasoning/reasoning.jsonl
@@ -0,0 +1,13 @@
+{"step_id": 1, "timestamp_action": "2026-07-15T11:42:38.095Z", "timestamp_annotated": "2026-08-09T06:22:49.753159+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=619, Y=1025", "converted_command": "Left-click at (619, 1025)", "image_path": "vision/frames/step_0001_20260715_114238_at.webp", "reasoning": "The task is to crop ~/corpus-seed/img-screenshot.png to a hand-drawn region in Preview and export the result as ~/Documents/cropped.png. Locate the Finder app icon in the Dock and left click it to open Finder.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-15T11:42:58.207Z", "timestamp_annotated": "2026-08-09T06:50:27.253242+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1421, Y=191", "converted_command": "Left-click at (1421, 191)", "image_path": "vision/frames/step_0002_20260715_114258_at.webp", "reasoning": "The Finder window opened on Recents, which does not show the seed folder where the image file that need to worked on is located. Click the search field in the window toolbar to place the cursor there so a query to search the image file can be typed.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-15T11:43:07.825Z", "timestamp_annotated": "2026-08-09T07:04:51.771879+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: corpus-seed", "converted_command": "Type: corpus-seed", "image_path": "vision/frames/step_0003_20260715_114307_at.webp", "reasoning": "Type the folder name corpus-seed into the search field. Finder searches \"This Mac\" by default, so the query locates the seed folder without navigating the directory tree by hand.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-15T11:43:47.697Z", "timestamp_annotated": "2026-08-09T07:20:40.232508+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=770, Y=310", "converted_command": "Move-cursor at (770, 310)", "image_path": "vision/frames/step_0004_20260715_114347_at.webp", "reasoning": "The search returns a single result. Move the cursor onto the corpus-seed folder icon in the results area to prepare to open it.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-15T11:43:51.846Z", "timestamp_annotated": "2026-08-09T07:22:45.902165+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=770, Y=310", "converted_command": "Double-click at (770, 310)", "image_path": "vision/frames/step_0005_20260715_114351_at.webp", "reasoning": "Double-click the result to open corpus-seed to view the folder's contents.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-15T11:44:10.580Z", "timestamp_annotated": "2026-08-09T07:55:01.806059+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=996, Y=262", "converted_command": "Move-cursor at (996, 262)", "image_path": "vision/frames/step_0006_20260715_114410_at.webp", "reasoning": "corpus-seed holds doc-colour.txt, docs and img-screenshot; the task crops img-screenshot. Move the cursor onto its thumbnail, or onto its file icon if the view is not showing image previews.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-15T11:44:14.152Z", "timestamp_annotated": "2026-08-09T07:55:51.797145+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=996, Y=262", "converted_command": "Double-click at (996, 262)", "image_path": "vision/frames/step_0007_20260715_114414_at.webp", "reasoning": "Double-click the image to open it in Preview, the default handler for PNG. Preview becomes the frontmost app and the crop is performed there.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-15T11:45:35.714Z", "timestamp_annotated": "2026-08-12T07:43:36.671168+00:00", "action_type": "mouse", "action_subtype": "drag", "raw_command": "Held button at at X=1393, Y=810", "converted_command": "Drag from (344, 221) to (1393, 810)", "image_path": "vision/frames/step_0008_20260715_114535_at.webp", "reasoning": "The image is open in Preview with no markup tool selected, so dragging across it draws a rectangular selection. Drag from the top-left corner of the region to keep down to its bottom-right corner. Eight handles appear around the marquee, marking the area the crop will keep; everything outside it is discarded.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-15T11:45:56.088Z", "timestamp_annotated": "2026-08-13T11:38:03.510351+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+K", "converted_command": "Press: Cmd+K", "image_path": "vision/frames/step_0009_20260715_114556_at.webp", "reasoning": "After drawing the rectangular selection use Cmd+K. This key command is Crop. It discards everything outside the selection, so the window redraws showing only the marked region and the markup toolbar appears. The title gains the subtitle \"Edited\", which is how to confirm the crop applied — the window itself is a poor signal, because it does not resize with the image.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-15T11:57:48.135Z", "timestamp_annotated": "2026-08-13T11:38:30.624772+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=138, Y=13", "converted_command": "Left-click at (138, 13)", "image_path": "vision/frames/step_0010_20260715_115748_at.webp", "reasoning": "The crop exists only in the open document; the task requires it written out as a separate file. Click File in the menu bar to open the menu that holds the export command.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-15T11:58:41.147Z", "timestamp_annotated": "2026-08-13T11:39:08.600151+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=186, Y=442", "converted_command": "Left-click at (186, 442)", "image_path": "vision/frames/step_0011_20260715_115841_at.webp", "reasoning": "Click Export…, which opens a sheet for choosing the filename, destination and format. It sits directly above Export as PDF… — that item writes a PDF and would not produce the PNG the task calls for.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-15T11:59:49.965Z", "timestamp_annotated": "2026-08-13T11:39:41.925314+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: cropped", "converted_command": "Type: cropped", "image_path": "vision/frames/step_0012_20260715_115949_at.webp", "reasoning": "The sheet opens with Export As: pre-filled img-screenshot and the text already selected, so typing replaces it rather than appending. Type cropped; the extension comes from the Format setting, which is already PNG. Where: already shows Documents, the destination the task wants, so it needs no change.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-15T12:01:18.070Z", "timestamp_annotated": "2026-08-13T11:40:21.133185+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0013_20260715_120118_at.webp", "reasoning": "Save is the sheet's default button, so Enter activates it and writes ~/Documents/cropped.png. The sheet closes and the cropped image stays open. Export writes a new file rather than renaming the document, so the title still reads img-screenshot.", "skipped": false}
diff --git a/data/sessions/preview-crop-export/sync_log.json b/data/sessions/preview-crop-export/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..7f1e9057db033071cfe9c4b100bf3c5f14b72a9d
--- /dev/null
+++ b/data/sessions/preview-crop-export/sync_log.json
@@ -0,0 +1,327 @@
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+size 344770
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 458344
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+version https://git-lfs.github.com/spec/v1
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/data/sessions/preview-rotate-image-2/commands/actuation_commands.json b/data/sessions/preview-rotate-image-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..f69400d913ca887f2f618c7d898150913ab8e938
--- /dev/null
+++ b/data/sessions/preview-rotate-image-2/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 323,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: img",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:31:02.527Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 301,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Down",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:31:07.446Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 538,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+R",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:31:17.562Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 496,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+S",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:31:22.562Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-rotate-image-2/commands/cc_commands.json b/data/sessions/preview-rotate-image-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..250299d9191d12d6760aa2c5af9f0f8c75a937f3
--- /dev/null
+++ b/data/sessions/preview-rotate-image-2/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "type img",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Cmd+Down}",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Cmd+R}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+S}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-rotate-image-2/commands/converted_input.md b/data/sessions/preview-rotate-image-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..fb9965ff1541a806897550a5b12f1fa0508c4ad2
--- /dev/null
+++ b/data/sessions/preview-rotate-image-2/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 16:31:02 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T16:31:02.527Z | Type: img |
+|    2 | 2026-07-28T16:31:07.446Z | Press: Cmd+Down |
+|    3 | 2026-07-28T16:31:17.562Z | Press: Cmd+R |
+|    4 | 2026-07-28T16:31:22.562Z | Press: Cmd+S |
diff --git a/data/sessions/preview-rotate-image-2/commands/raw_input.md b/data/sessions/preview-rotate-image-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e176e250b51cfc9a010c7717a6529ebb44f120bf
--- /dev/null
+++ b/data/sessions/preview-rotate-image-2/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 16:31:02 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T16:31:02.527Z | Typed: img |
+|    2 | 2026-07-28T16:31:07.446Z | Pressed: Cmd+Down |
+|    3 | 2026-07-28T16:31:17.562Z | Pressed: Cmd+R |
+|    4 | 2026-07-28T16:31:22.562Z | Pressed: Cmd+S |
diff --git a/data/sessions/preview-rotate-image-2/memory.md b/data/sessions/preview-rotate-image-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..5c276d72bf211bf6fc5b9212a679c3d4d030a872
--- /dev/null
+++ b/data/sessions/preview-rotate-image-2/memory.md
@@ -0,0 +1,72 @@
+# Memory: preview-rotate-image-2
+
+## Overview
+
+Rotate an image ninety degrees and save it, using only the keyboard: select the file by
+typing its name, open it in the default viewer, rotate, save. Use this when an image needs
+a quarter-turn and no pointing device is available or wanted. The file is modified in
+place. The recorded trace types `img` to select `img-screenshot.png`, presses `⌘↓` to open
+it, `⌘R` to rotate right, and `⌘S` to save.
+
+## Prerequisites
+
+- A desktop environment with an image viewer that can rotate and save, or a shell with an
+  image-processing tool.
+- An image file that exists, is readable and writable, and is in a format the tool
+  supports.
+- Agreement on the direction and amount of rotation before starting. Ninety degrees
+  clockwise and ninety anticlockwise both "rotate" the image and produce different
+  results.
+- Acceptance that the file is modified in place. No copy is made by either route, so the
+  original orientation is not recoverable except by rotating back.
+- Awareness that the image's width and height swap. Anything downstream that assumed the
+  original dimensions is invalidated by this task.
+
+## Steps
+
+### Step 1 — Type: img
+
+The task is to rotate an image a quarter turn and save it back over itself, using the keyboard only, which starts with selecting the file in Finder. Type `img` to select `img-screenshot.png` by name using Finder's type-select.
+
+![Step 1](vision/frames/step_0001_20260728_163102_at.webp)
+
+### Step 2 — Press: Cmd+Down
+
+Press ⌘↓ (Cmd+Down) to open the selected file. The same keystroke that descends into a folder opens a file in its default application, so this hands the image to Preview.
+
+![Step 2](vision/frames/step_0002_20260728_163107_at.webp)
+
+### Step 3 — Press: Cmd+R
+
+Press ⌘R (Cmd+R) to rotate the image 90 degrees to the right. Preview applies the rotation immediately to the open document — nothing is written to disk yet, so the file on disk is still the original at this point.
+
+![Step 3](vision/frames/step_0003_20260728_163117_at.webp)
+
+### Step 4 — Press: Cmd+S
+
+Press ⌘S (Cmd+S) to save. This is what commits the rotation into the file itself, turning the 800×600 image into a 600×800 one. Without it the rotation exists only in the open window.
+
+![Step 4](vision/frames/step_0004_20260728_163122_at.webp)
+
+## Notes & Edge Cases
+
+- **Confirm the rotation shortcut from the live menu rather than recalling it.** Which key
+  rotates, and in which direction, differs between applications and between versions.
+  Reading it from the open menu costs one look; assuming it costs a wrongly-oriented image
+  that still saves successfully.
+- **Repeating the shortcut keeps rotating.** Two presses is a half turn. There is no state
+  in the trace that says how many have already landed, so confirm the orientation on screen
+  before saving rather than counting keystrokes.
+- **The viewer may write the change without being asked.** Some image viewers autosave
+  edits back into the original file, which means the explicit save is not what makes the
+  change permanent and closing without saving does not discard it. Treat the original as
+  modified from the moment the rotation happens.
+- **This task destroys its own starting condition.** The file ends rotated, so a second run
+  turns it further rather than reproducing the same result. Restore the original before
+  repeating.
+- **`⌘↓` opens the selection with whatever application owns the file type.** On a machine
+  where a different viewer owns the format, the route diverges from that step onward and
+  the rotation shortcut may not exist at all.
+- **Width and height swap.** Anything that expected the original dimensions no longer
+  holds — which is also the most reliable way to confirm the rotation actually landed.
+
diff --git a/data/sessions/preview-rotate-image-2/metadata.json b/data/sessions/preview-rotate-image-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..25e755126cbdf1c04a0d108575ea3288a14d91bc
--- /dev/null
+++ b/data/sessions/preview-rotate-image-2/metadata.json
@@ -0,0 +1,89 @@
+{
+  "memory_name": "preview-rotate-image-2",
+  "memory_description": "",
+  "session_id": "ad013655-3a0f-4867-8e05-b08411561edc",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T16:30:44.085263822Z",
+  "completed_at": "2026-07-28T16:31:35.416046306Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T16:31:02.527Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0001_20260728_163102_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260728_163102_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_163102_after.webp",
+      "raw_command": "Typed: img",
+      "converted_command": "Type: img"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T16:31:07.446Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260728_163107_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_163107_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_163107_after.webp",
+      "raw_command": "Pressed: Cmd+Down",
+      "converted_command": "Press: Cmd+Down"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T16:31:17.562Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_163117_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_163117_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_163117_after.webp",
+      "raw_command": "Pressed: Cmd+R",
+      "converted_command": "Press: Cmd+R"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T16:31:22.562Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_163122_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_163122_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_163122_after.webp",
+      "raw_command": "Pressed: Cmd+S",
+      "converted_command": "Press: Cmd+S"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/preview-rotate-image-2/reasoning/reasoning.jsonl b/data/sessions/preview-rotate-image-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2cc2b430668b26878d78ffbed8ce0be92383c0be
--- /dev/null
+++ b/data/sessions/preview-rotate-image-2/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T16:31:02.527Z", "timestamp_annotated": "2026-08-19T11:30:05.777642+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: img", "converted_command": "Type: img", "image_path": "vision/frames/step_0001_20260728_163102_at.webp", "reasoning": "The task is to rotate an image a quarter turn and save it back over itself, using the keyboard only, which starts with selecting the file in Finder. Type `img` to select `img-screenshot.png` by name using Finder's type-select.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T16:31:07.446Z", "timestamp_annotated": "2026-08-19T11:30:05.777961+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Down", "converted_command": "Press: Cmd+Down", "image_path": "vision/frames/step_0002_20260728_163107_at.webp", "reasoning": "Press ⌘↓ (Cmd+Down) to open the selected file. The same keystroke that descends into a folder opens a file in its default application, so this hands the image to Preview.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T16:31:17.562Z", "timestamp_annotated": "2026-08-19T11:30:05.778346+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+R", "converted_command": "Press: Cmd+R", "image_path": "vision/frames/step_0003_20260728_163117_at.webp", "reasoning": "Press ⌘R (Cmd+R) to rotate the image 90 degrees to the right. Preview applies the rotation immediately to the open document — nothing is written to disk yet, so the file on disk is still the original at this point.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T16:31:22.562Z", "timestamp_annotated": "2026-08-19T11:30:05.778730+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+S", "converted_command": "Press: Cmd+S", "image_path": "vision/frames/step_0004_20260728_163122_at.webp", "reasoning": "Press ⌘S (Cmd+S) to save. This is what commits the rotation into the file itself, turning the 800×600 image into a 600×800 one. Without it the rotation exists only in the open window.", "skipped": false}
diff --git a/data/sessions/preview-rotate-image-2/sync_log.json b/data/sessions/preview-rotate-image-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..63f11dea8338723ba132ede4f7556943571837c6
--- /dev/null
+++ b/data/sessions/preview-rotate-image-2/sync_log.json
@@ -0,0 +1,131 @@
+{
+  "session_id": "ad013655-3a0f-4867-8e05-b08411561edc",
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+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_163102_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0001_20260728_163102_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260728_163102_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0001_20260728_163102_before.webp",
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+      "failed_permanent": false,
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0001_20260728_163102_after.webp",
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+      "failed_permanent": false,
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/metadata.json",
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+      "failed_permanent": false,
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0002_20260728_163107_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260728_163107_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0002_20260728_163107_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260728_163107_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0002_20260728_163107_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260728_163117_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0003_20260728_163117_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260728_163117_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0003_20260728_163117_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260728_163117_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0003_20260728_163117_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0004_20260728_163122_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0004_20260728_163122_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
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+    "vision/frames/step_0004_20260728_163122_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0004_20260728_163122_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0004_20260728_163122_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/step_0004_20260728_163122_after.webp",
+      "retry_count": 0,
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+    "vision/frames/closing_state.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/preview-rotate-image-2/vision/frames/closing_state.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
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@@ -0,0 +1,3 @@
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diff --git a/data/sessions/preview-rotate-image-3/commands/actuation_commands.json b/data/sessions/preview-rotate-image-3/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc3783499e2e383b05295efd2bb0c6ce613fe517
--- /dev/null
+++ b/data/sessions/preview-rotate-image-3/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 293,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:32:48.348Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 366,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: sips -r 90 ~/corpus-seed/img-screenshot.png",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:32:57.368Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 226,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:33:02.160Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 551,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:33:09.230Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-rotate-image-3/commands/cc_commands.json b/data/sessions/preview-rotate-image-3/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..303bb96689ac6c402f818865df214424aaa0975b
--- /dev/null
+++ b/data/sessions/preview-rotate-image-3/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type sips -r 90 ~/corpus-seed/img-screenshot.png",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-rotate-image-3/commands/converted_input.md b/data/sessions/preview-rotate-image-3/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..9d4d6f485a0a6bb51864b82dbd26809d387ed563
--- /dev/null
+++ b/data/sessions/preview-rotate-image-3/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 16:32:48 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T16:32:48.348Z | Left-click at (944, 1035) |
+|    2 | 2026-07-28T16:32:57.368Z | Type: sips -r 90 ~/corpus-seed/img-screenshot.png |
+|    3 | 2026-07-28T16:33:02.160Z | Press: return |
+|    4 | 2026-07-28T16:33:09.230Z | Press: Cmd+Q |
diff --git a/data/sessions/preview-rotate-image-3/commands/raw_input.md b/data/sessions/preview-rotate-image-3/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..0dad87241e5e04a404416f3b5cadbfb5f29580ed
--- /dev/null
+++ b/data/sessions/preview-rotate-image-3/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 16:32:48 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T16:32:48.348Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-28T16:32:57.368Z | Typed: sips -r 90 ~/corpus-seed/img-screenshot.png |
+|    3 | 2026-07-28T16:33:02.160Z | Pressed: return |
+|    4 | 2026-07-28T16:33:09.230Z | Pressed: Cmd+Q |
diff --git a/data/sessions/preview-rotate-image-3/memory.md b/data/sessions/preview-rotate-image-3/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..354ae545c5eaf85ae84e1bbc5dd8f31ac61cfc26
--- /dev/null
+++ b/data/sessions/preview-rotate-image-3/memory.md
@@ -0,0 +1,65 @@
+# Memory: preview-rotate-image-3
+
+## Overview
+
+Rotate an image ninety degrees from a shell, modifying the file in place. Use this as the
+terminal route to the same end state as the viewer task: one command rotates and writes,
+with no application opened and no window involved. The recorded trace opens a terminal,
+runs `sips -r 90 ~/corpus-seed/img-screenshot.png`, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with an image viewer that can rotate and save, or a shell with an
+  image-processing tool.
+- An image file that exists, is readable and writable, and is in a format the tool
+  supports.
+- Agreement on the direction and amount of rotation before starting. Ninety degrees
+  clockwise and ninety anticlockwise both "rotate" the image and produce different
+  results.
+- Acceptance that the file is modified in place. No copy is made by either route, so the
+  original orientation is not recoverable except by rotating back.
+- Awareness that the image's width and height swap. Anything downstream that assumed the
+  original dimensions is invalidated by this task.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to rotate an image ninety degrees in place, which a command-line image tool does in one call, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260728_163248_at.webp)
+
+### Step 2 — Type: sips -r 90 ~/corpus-seed/img-screenshot.png
+
+Type a `sips` command to rotate the image. `-r 90` rotates 90 degrees clockwise, matching the GUI take's Rotate Right. No output file is given, so `sips` edits the image in place — which is the right behaviour here, because the GUI take also saved over the original rather than exporting a new file.
+
+![Step 2](vision/frames/step_0002_20260728_163257_at.webp)
+
+### Step 3 — Press: return
+
+After typing the command Press Return to run the rotation.
+
+![Step 3](vision/frames/step_0003_20260728_163302_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 4](vision/frames/step_0004_20260728_163309_at.webp)
+
+## Notes & Edge Cases
+
+- **The rotation is in place and there is no backup.** The tool overwrites the file it was
+  given. Copy it first if the original orientation might be wanted back — rotating by the
+  negative amount is a lossy way to undo for some formats.
+- **Confirm the sign convention before running.** A positive angle is clockwise for this
+  tool, which is not universal — other image tools treat positive as anticlockwise.
+  Ninety degrees the wrong way is a successful command with a wrong result.
+- **The tool rewrites the file even when nothing needed changing.** Metadata and encoding
+  parameters can differ from the original after a round trip, so the output is not
+  guaranteed byte-identical to a rotation performed by a different tool.
+- **A viewer holding the file open may not notice the change**, and may write its own
+  in-memory copy back over it afterwards. Close it before running this.
+- **Width and height swap** — the cheapest confirmation the rotation landed.
+- **The prompt returning is not confirmation.** Read the file's dimensions back.
+
diff --git a/data/sessions/preview-rotate-image-3/metadata.json b/data/sessions/preview-rotate-image-3/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a48b5dd596b91bd494b50804794ac483289e79af
--- /dev/null
+++ b/data/sessions/preview-rotate-image-3/metadata.json
@@ -0,0 +1,89 @@
+{
+  "memory_name": "preview-rotate-image-3",
+  "memory_description": "",
+  "session_id": "75f74734-5b1b-4a32-979b-404951a9dab1",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T16:32:28.915597433Z",
+  "completed_at": "2026-07-28T16:33:22.302326638Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T16:32:48.348Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260728_163248_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_163248_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_163248_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T16:32:57.368Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_163257_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_163257_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_163257_after.webp",
+      "raw_command": "Typed: sips -r 90 ~/corpus-seed/img-screenshot.png",
+      "converted_command": "Type: sips -r 90 ~/corpus-seed/img-screenshot.png"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T16:33:02.160Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_163302_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_163302_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_163302_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T16:33:09.230Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_163309_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_163309_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_163309_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/preview-rotate-image-3/reasoning/reasoning.jsonl b/data/sessions/preview-rotate-image-3/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..991429b37c225d631362497ba76038ea35aacd12
--- /dev/null
+++ b/data/sessions/preview-rotate-image-3/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T16:32:48.348Z", "timestamp_annotated": "2026-08-19T11:30:05.782127+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260728_163248_at.webp", "reasoning": "The task is to rotate an image ninety degrees in place, which a command-line image tool does in one call, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T16:32:57.368Z", "timestamp_annotated": "2026-08-19T11:30:05.782414+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: sips -r 90 ~/corpus-seed/img-screenshot.png", "converted_command": "Type: sips -r 90 ~/corpus-seed/img-screenshot.png", "image_path": "vision/frames/step_0002_20260728_163257_at.webp", "reasoning": "Type a `sips` command to rotate the image. `-r 90` rotates 90 degrees clockwise, matching the GUI take's Rotate Right. No output file is given, so `sips` edits the image in place — which is the right behaviour here, because the GUI take also saved over the original rather than exporting a new file.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T16:33:02.160Z", "timestamp_annotated": "2026-08-19T11:30:05.782823+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_163302_at.webp", "reasoning": "After typing the command Press Return to run the rotation.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T16:33:09.230Z", "timestamp_annotated": "2026-08-19T11:30:05.783222+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260728_163309_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
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new file mode 100644
index 0000000000000000000000000000000000000000..3c2f3fd5439c685b7d6d6843fb366838f1aebb54
--- /dev/null
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@@ -0,0 +1,131 @@
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+}
\ No newline at end of file
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+version https://git-lfs.github.com/spec/v1
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+size 517318
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 509212
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+version https://git-lfs.github.com/spec/v1
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+size 510460
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+version https://git-lfs.github.com/spec/v1
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diff --git a/data/sessions/preview-rotate-image-3/vision/frames/step_0004_20260728_163309_before.webp b/data/sessions/preview-rotate-image-3/vision/frames/step_0004_20260728_163309_before.webp
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+version https://git-lfs.github.com/spec/v1
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+size 517160
diff --git a/data/sessions/preview-rotate-image/commands/actuation_commands.json b/data/sessions/preview-rotate-image/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..64bdf9b8e2903d3bb220eeb249f130fd5fde85d0
--- /dev/null
+++ b/data/sessions/preview-rotate-image/commands/actuation_commands.json
@@ -0,0 +1,135 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 258,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 684,
+    "mouse_y": 218,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=684, Y=218",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:28:28.087Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 266,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 684,
+    "mouse_y": 218,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=684, Y=218",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:28:32.071Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 257,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Down",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:28:36.945Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 280,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 316,
+    "mouse_y": 12,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=316, Y=12",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:28:46.741Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 206,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: rotate r",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:28:51.388Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 228,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:28:54.860Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 500,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+S",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:29:00.749Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-rotate-image/commands/cc_commands.json b/data/sessions/preview-rotate-image/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..6000fed49c8ac07d519c8a2d7520ebc116a8243d
--- /dev/null
+++ b/data/sessions/preview-rotate-image/commands/cc_commands.json
@@ -0,0 +1,37 @@
+[
+  {
+    "command": "684 218 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "684 218 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Cmd+Down}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "316 12 left",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "type rotate r",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Cmd+S}",
+    "os": "MACOS",
+    "step_id": 7
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/preview-rotate-image/commands/converted_input.md b/data/sessions/preview-rotate-image/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..67cffe028ce63c700b5a3ce8ef3715e7ea5e8788
--- /dev/null
+++ b/data/sessions/preview-rotate-image/commands/converted_input.md
@@ -0,0 +1,13 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 16:28:28 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T16:28:28.087Z | Move-cursor at (684, 218) |
+|    2 | 2026-07-28T16:28:32.071Z | Left-click at (684, 218) |
+|    3 | 2026-07-28T16:28:36.945Z | Press: Cmd+Down |
+|    4 | 2026-07-28T16:28:46.741Z | Left-click at (316, 12) |
+|    5 | 2026-07-28T16:28:51.388Z | Type: rotate r |
+|    6 | 2026-07-28T16:28:54.860Z | Press: return |
+|    7 | 2026-07-28T16:29:00.749Z | Press: Cmd+S |
diff --git a/data/sessions/preview-rotate-image/commands/raw_input.md b/data/sessions/preview-rotate-image/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..749d6d504e108d01d5aed67c1a03b3e41f1be463
--- /dev/null
+++ b/data/sessions/preview-rotate-image/commands/raw_input.md
@@ -0,0 +1,13 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 16:28:28 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T16:28:28.087Z | Moved cursor to at X=684, Y=218 |
+|    2 | 2026-07-28T16:28:32.071Z | Left-clicked at X=684, Y=218 |
+|    3 | 2026-07-28T16:28:36.945Z | Pressed: Cmd+Down |
+|    4 | 2026-07-28T16:28:46.741Z | Left-clicked at X=316, Y=12 |
+|    5 | 2026-07-28T16:28:51.388Z | Typed: rotate r |
+|    6 | 2026-07-28T16:28:54.860Z | Pressed: return |
+|    7 | 2026-07-28T16:29:00.749Z | Pressed: Cmd+S |
diff --git a/data/sessions/preview-rotate-image/memory.md b/data/sessions/preview-rotate-image/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..f13ac02a5c139a1966c45dbacbeef9d591ffe5c0
--- /dev/null
+++ b/data/sessions/preview-rotate-image/memory.md
@@ -0,0 +1,83 @@
+# Memory: preview-rotate-image
+
+## Overview
+
+Rotate an image ninety degrees and save it, using an image viewer's menu. Use this when an
+image needs a quarter-turn and the work is being done by pointing rather than by shortcut.
+The route selects the file in the file manager, opens it in the default viewer, opens the
+Tools menu and reaches Rotate Right by typing enough of its name to highlight it, then
+saves. The recorded trace turns an 800×600 PNG into a 600×800 one in place.
+
+## Prerequisites
+
+- A desktop environment with an image viewer that can rotate and save, or a shell with an
+  image-processing tool.
+- An image file that exists, is readable and writable, and is in a format the tool
+  supports.
+- Agreement on the direction and amount of rotation before starting. Ninety degrees
+  clockwise and ninety anticlockwise both "rotate" the image and produce different
+  results.
+- Acceptance that the file is modified in place. No copy is made by either route, so the
+  original orientation is not recoverable except by rotating back.
+- Awareness that the image's width and height swap. Anything downstream that assumed the
+  original dimensions is invalidated by this task.
+
+## Steps
+
+### Step 1 — Move-cursor at (684, 218)
+
+The task is to rotate `img-screenshot.png` a quarter turn to the right and save it, so the file has to be selected in Finder before it can be opened. Move the cursor onto the `img-screenshot.png` icon. Moving to the target and acting as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 1](vision/frames/step_0001_20260728_162828_at.webp)
+
+### Step 2 — Left-click at (684, 218)
+
+Move the cursor and Left-click `img-screenshot.png` to select it. A single click selects without opening.
+
+![Step 2](vision/frames/step_0002_20260728_162832_at.webp)
+
+### Step 3 — Press: Cmd+Down
+
+Press ⌘↓ (Cmd+Down) to open the selected file. In Finder ⌘↓ opens what is selected — Return would put the name into rename mode instead — so this is the key that gets the image into an editor. A `.png` opens in Preview, which is the default application for images on a stock system.
+
+![Step 3](vision/frames/step_0003_20260728_162836_at.webp)
+
+### Step 4 — Left-click at (316, 12)
+
+The image is open in Preview but the rotation command is not on the toolbar, so it has to come from a menu. Move the cursor and Left-click `Tools` in the menu bar to open the menu that holds the rotate, flip and crop commands.
+
+![Step 4](vision/frames/step_0004_20260728_162846_at.webp)
+
+### Step 5 — Type: rotate r
+
+Type `rotate r` to narrow the open menu to a single item. macOS menus support type-select, so typing moves the highlight to the matching entry rather than entering text anywhere. The full phrase is needed rather than just `rotate`: `Rotate Left` sits directly above `Rotate Right`, and the trailing `r` is what separates them. The highlight landing on `Rotate Right` is the confirmation that the right item is armed.
+
+![Step 5](vision/frames/step_0005_20260728_162851_at.webp)
+
+### Step 6 — Press: return
+
+After typing `rotate r` Press Return to activate the highlighted `Rotate Right`. The image turns a quarter turn clockwise, so its proportions swap from landscape to portrait — that visible change of shape is the confirmation the rotation applied, since the menu closes either way.
+
+![Step 6](vision/frames/step_0006_20260728_162854_at.webp)
+
+### Step 7 — Press: Cmd+S
+
+Press ⌘S (Cmd+S) to write the rotated image back into `img-screenshot.png`. The file is overwritten in place at its new dimensions, 600×800 rather than 800×600, and no copy is kept — so this step destroys the original orientation of the seed file, and re-running the task needs the file restored first.
+
+![Step 7](vision/frames/step_0007_20260728_162900_at.webp)
+
+## Notes & Edge Cases
+
+- **Typing inside an open menu moves the highlight; it does not enter text anywhere.**
+  Menus support type-select, so the characters are a search over the item names. Nothing
+  echoes them back — the only feedback is which row is highlighted.
+- **Type enough of the name to be unambiguous.** A prefix that two items share moves the
+  highlight to whichever sorts first, which is a different command with a similar name.
+  One extra character is what separates a rotate-right from a rotate-left.
+- **Read the highlight before committing.** Return activates whatever is highlighted and
+  closes the menu, so there is no second chance to look.
+- **Type-ahead beats counting arrow presses in a long menu.** A menu with two dozen rows
+  needs a dozen Down presses, and the count is wrong the moment the menu's contents differ
+  by version or by what is installed; the item's name does not change.
+- **Confirm from the effect, not from the menu closing.** A menu closes whether the command
+  ran or was dismissed — the changed document is the evidence.
diff --git a/data/sessions/preview-rotate-image/metadata.json b/data/sessions/preview-rotate-image/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..519c7970a1c35c14862295ff685aac754601fd0e
--- /dev/null
+++ b/data/sessions/preview-rotate-image/metadata.json
@@ -0,0 +1,129 @@
+{
+  "memory_name": "preview-rotate-image",
+  "memory_description": "",
+  "session_id": "2f77e416-973b-47b8-9ab0-357e1e521990",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T16:27:57.727448905Z",
+  "completed_at": "2026-07-28T16:29:13.988343083Z",
+  "total_steps": 7,
+  "annotated_steps": 7,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T16:28:28.087Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260728_162828_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_162828_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_162828_after.webp",
+      "raw_command": "Moved cursor to at X=684, Y=218",
+      "converted_command": "Move-cursor at (684, 218)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T16:28:32.071Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260728_162832_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260728_162832_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_162832_after.webp",
+      "raw_command": "Left-clicked at X=684, Y=218",
+      "converted_command": "Left-click at (684, 218)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T16:28:36.945Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_162836_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_162836_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_162836_after.webp",
+      "raw_command": "Pressed: Cmd+Down",
+      "converted_command": "Press: Cmd+Down"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T16:28:46.741Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260728_162846_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260728_162846_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_162846_after.webp",
+      "raw_command": "Left-clicked at X=316, Y=12",
+      "converted_command": "Left-click at (316, 12)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-28T16:28:51.388Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0005_20260728_162851_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260728_162851_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260728_162851_after.webp",
+      "raw_command": "Typed: rotate r",
+      "converted_command": "Type: rotate r"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-28T16:28:54.860Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260728_162854_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260728_162854_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260728_162854_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-28T16:29:00.749Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260728_162900_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260728_162900_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260728_162900_after.webp",
+      "raw_command": "Pressed: Cmd+S",
+      "converted_command": "Press: Cmd+S"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/preview-rotate-image/reasoning/reasoning.jsonl b/data/sessions/preview-rotate-image/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..43a66ac480f9cbbc4c327142d716f608afcf1a01
--- /dev/null
+++ b/data/sessions/preview-rotate-image/reasoning/reasoning.jsonl
@@ -0,0 +1,7 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T16:28:28.087Z", "timestamp_annotated": "2026-08-19T14:18:25.776640+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=684, Y=218", "converted_command": "Move-cursor at (684, 218)", "image_path": "vision/frames/step_0001_20260728_162828_at.webp", "reasoning": "The task is to rotate `img-screenshot.png` a quarter turn to the right and save it, so the file has to be selected in Finder before it can be opened. Move the cursor onto the `img-screenshot.png` icon. Moving to the target and acting as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T16:28:32.071Z", "timestamp_annotated": "2026-08-19T14:18:25.776996+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=684, Y=218", "converted_command": "Left-click at (684, 218)", "image_path": "vision/frames/step_0002_20260728_162832_at.webp", "reasoning": "Move the cursor and Left-click `img-screenshot.png` to select it. A single click selects without opening.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T16:28:36.945Z", "timestamp_annotated": "2026-08-19T14:18:25.777381+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Down", "converted_command": "Press: Cmd+Down", "image_path": "vision/frames/step_0003_20260728_162836_at.webp", "reasoning": "Press ⌘↓ (Cmd+Down) to open the selected file. In Finder ⌘↓ opens what is selected — Return would put the name into rename mode instead — so this is the key that gets the image into an editor. A `.png` opens in Preview, which is the default application for images on a stock system.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T16:28:46.741Z", "timestamp_annotated": "2026-08-19T14:18:25.777808+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=316, Y=12", "converted_command": "Left-click at (316, 12)", "image_path": "vision/frames/step_0004_20260728_162846_at.webp", "reasoning": "The image is open in Preview but the rotation command is not on the toolbar, so it has to come from a menu. Move the cursor and Left-click `Tools` in the menu bar to open the menu that holds the rotate, flip and crop commands.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-28T16:28:51.388Z", "timestamp_annotated": "2026-08-19T14:18:25.778291+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: rotate r", "converted_command": "Type: rotate r", "image_path": "vision/frames/step_0005_20260728_162851_at.webp", "reasoning": "Type `rotate r` to narrow the open menu to a single item. macOS menus support type-select, so typing moves the highlight to the matching entry rather than entering text anywhere. The full phrase is needed rather than just `rotate`: `Rotate Left` sits directly above `Rotate Right`, and the trailing `r` is what separates them. The highlight landing on `Rotate Right` is the confirmation that the right item is armed.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-28T16:28:54.860Z", "timestamp_annotated": "2026-08-19T14:18:25.778828+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0006_20260728_162854_at.webp", "reasoning": "After typing `rotate r` Press Return to activate the highlighted `Rotate Right`. The image turns a quarter turn clockwise, so its proportions swap from landscape to portrait — that visible change of shape is the confirmation the rotation applied, since the menu closes either way.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-28T16:29:00.749Z", "timestamp_annotated": "2026-08-19T14:18:25.779420+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+S", "converted_command": "Press: Cmd+S", "image_path": "vision/frames/step_0007_20260728_162900_at.webp", "reasoning": "Press ⌘S (Cmd+S) to write the rotated image back into `img-screenshot.png`. The file is overwritten in place at its new dimensions, 600×800 rather than 800×600, and no copy is kept — so this step destroys the original orientation of the seed file, and re-running the task needs the file restored first.", "skipped": false}
diff --git a/data/sessions/preview-rotate-image/sync_log.json b/data/sessions/preview-rotate-image/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..2c4c69d361c13b8dc3fdb47401991136aad7f18e
--- /dev/null
+++ b/data/sessions/preview-rotate-image/sync_log.json
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diff --git a/data/sessions/reminders-add-item-2/commands/actuation_commands.json b/data/sessions/reminders-add-item-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ab9bc4966902ec39c11c1ee4af9e02b9a3c5b26
--- /dev/null
+++ b/data/sessions/reminders-add-item-2/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 243,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T07:47:26.464Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 745,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: osascript make-reminder.scpt",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T07:47:49.551Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 145,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T07:48:04.010Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-f7d8c9d4-86f0-466b-9c61-6a685601fbc3",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 489,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-85f30d4d-d1b3-41fb-8e71-d03d0456f006",
+    "success": true,
+    "timestamp": "2026-07-23T07:48:11.581Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/reminders-add-item-2/commands/cc_commands.json b/data/sessions/reminders-add-item-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..50057490bbe3f694fef68fb1dd6c7490add44e84
--- /dev/null
+++ b/data/sessions/reminders-add-item-2/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type osascript make-reminder.scpt",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/reminders-add-item-2/commands/converted_input.md b/data/sessions/reminders-add-item-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..fe2eccb096b648a3a8bd75db80deab3aa61dcead
--- /dev/null
+++ b/data/sessions/reminders-add-item-2/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-23 07:47:26 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-23T07:47:26.464Z | Left-click at (944, 1035) |
+|    2 | 2026-07-23T07:47:49.551Z | Type: osascript make-reminder.scpt |
+|    3 | 2026-07-23T07:48:04.010Z | Press: Enter |
+|    4 | 2026-07-23T07:48:11.581Z | Press: Cmd+Q |
diff --git a/data/sessions/reminders-add-item-2/commands/raw_input.md b/data/sessions/reminders-add-item-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..9f95734f16914fac0f02cb5b6ca437d74158c5f3
--- /dev/null
+++ b/data/sessions/reminders-add-item-2/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-23 07:47:26 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-23T07:47:26.464Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-23T07:47:49.551Z | Typed: osascript make-reminder.scpt |
+|    3 | 2026-07-23T07:48:04.010Z | Pressed: Return |
+|    4 | 2026-07-23T07:48:11.581Z | Pressed: Cmd+Q |
diff --git a/data/sessions/reminders-add-item-2/memory.md b/data/sessions/reminders-add-item-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..1d4fc513c02f65a1ed1da291ff3476b386584f39
--- /dev/null
+++ b/data/sessions/reminders-add-item-2/memory.md
@@ -0,0 +1,71 @@
+# Memory: reminders-add-item-2
+
+## Overview
+
+Create a reminders list and add an item to it, by running a pre-written automation script
+from a shell. Use this as the terminal route to the same end state as the GUI task: one
+command creates the list if it is missing and adds the reminder inside it. The recorded
+trace opens a terminal, runs `osascript make-reminder.scpt` — which guards for the list
+`Groceries` and adds the reminder `Buy milk` — and quits the terminal with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a reminders application, reachable either through its own
+  window or through a scripting interface.
+- The application installed and, for the scripted route, scriptable and driven by an
+  interpreter that has permission to control it.
+- The list's name and the reminder's text decided in advance, including capitalisation.
+- No existing list of that name, or agreement that an existing one may be reused. Adding
+  to an existing list is the sensible behaviour; creating a second list of the same name
+  is not.
+- An understanding that the list is the reusable part and the reminder is not — running
+  the task twice adds a second identical item rather than doing nothing.
+- For the scripted route, the script staged on disk and read before it is run, and
+  authority to grant the automation consent the first run requests.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to create a Reminders list and add an item to it. Reminders is scriptable, so the list and its item can be made from a shell instead of application's window — move the cursor and left-click the Terminal icon in the Dock to open one. This Dock position was verified by accessibility introspection for this take.
+
+![Step 1](vision/frames/step_0001_20260723_074726_at.webp)
+
+### Step 2 — Type: osascript make-reminder.scpt
+
+Type `osascript make-reminder.scpt` to run a pre-written AppleScript. Reminders has no command-line interface, so AppleScript is the route from a shell into the application. The script is a file rather than an inline `-e` expression because the actuation console cannot carry the required quoting. It guards on the list already existing before creating `Groceries`, then adds a reminder named `Buy milk` inside it, so a repeat run does not duplicate the list.
+
+![Step 2](vision/frames/step_0002_20260723_074749_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Return to run the script. The confirmation that it worked is the returned reminder identifier printed by the shell — which appears in the next step's before-frame, because the Apple Event completes after this step's own frame was taken.
+
+![Step 3](vision/frames/step_0003_20260723_074804_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal. Quitting rather than closing the window leaves nothing running that a later session would capture.
+
+![Step 4](vision/frames/step_0004_20260723_074811_at.webp)
+
+## Notes & Edge Cases
+
+- When running a terminal command the response to a command after running it might be slow or fast depending on the process and device performance so it is recommended to verify if the command has run completely before using the next command. A verification and a small delay can help reduce unnecessary complications during the tasks.
+- In case where the task is too long it is recommended to perform the task manually via the GUI navigation approach instead of scripts and terminals. This can avoid an unnecessary number of steps. Let's say an action cannot be done by the script and it is part of the script to perform that action among all the other actions, more number of steps will be needed to fix the issue caused by these types of scripts. So always assess if a specific task or action is scriptable or not with official docs and real-world cases.
+- **The command returns before the application has finished.** Driving an application over
+  its scripting interface is asynchronous at the edges: the shell prompt comes back, and
+  the identifier confirming the reminder was created arrives a moment later. Read the
+  result line, and give it that moment, before treating the task as done.
+- **A staged script file, not an inline `-e` expression.** The inline form needs nested
+  quotes that many command channels cannot carry intact. The file form keeps the typed
+  command quote-free and makes the script reviewable before it runs.
+- **The list is guarded, the reminder is not.** Re-running reuses an existing list but adds
+  a second identical reminder. This route is repeatable, not idempotent.
+- **First-run automation consent applies here too.** The interpreter needs permission to
+  control the reminders application, asked for at run time and remembered afterwards in
+  both directions.
+- **`⌘Q` quits the terminal; closing its window would not.** The task ends with the
+  application gone, which is a different end state from a closed window with the process
+  still running.
+
diff --git a/data/sessions/reminders-add-item-2/metadata.json b/data/sessions/reminders-add-item-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b9631699f134e4d08523931e0e2846795f6c9aef
--- /dev/null
+++ b/data/sessions/reminders-add-item-2/metadata.json
@@ -0,0 +1,87 @@
+{
+  "memory_name": "reminders-add-item-2",
+  "memory_description": "",
+  "session_id": "66e2df5f-786d-4f83-a8c4-2f50e94e6427",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-23T07:21:01.745600675Z",
+  "completed_at": "2026-07-23T07:48:30.927944633Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-23T07:47:26.464Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260723_074726_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260723_074726_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260723_074726_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-23T07:47:49.551Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260723_074749_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260723_074749_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260723_074749_after.webp",
+      "raw_command": "Typed: osascript make-reminder.scpt",
+      "converted_command": "Type: osascript make-reminder.scpt"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-23T07:48:04.010Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260723_074804_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260723_074804_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260723_074804_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-23T07:48:11.581Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260723_074811_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260723_074811_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260723_074811_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/reminders-add-item-2/reasoning/reasoning.jsonl b/data/sessions/reminders-add-item-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..db903075217c08669fd8cfa48ba95f4212d9c0ea
--- /dev/null
+++ b/data/sessions/reminders-add-item-2/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-23T07:47:26.464Z", "timestamp_annotated": "2026-08-19T11:30:05.699498+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=944, Y=1035", "converted_command": "Left-click at (944, 1035)", "image_path": "vision/frames/step_0001_20260723_074726_at.webp", "reasoning": "The task is to create a Reminders list and add an item to it. Reminders is scriptable, so the list and its item can be made from a shell instead of application's window — move the cursor and left-click the Terminal icon in the Dock to open one. This Dock position was verified by accessibility introspection for this take.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-23T07:47:49.551Z", "timestamp_annotated": "2026-08-19T11:30:05.699823+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: osascript make-reminder.scpt", "converted_command": "Type: osascript make-reminder.scpt", "image_path": "vision/frames/step_0002_20260723_074749_at.webp", "reasoning": "Type `osascript make-reminder.scpt` to run a pre-written AppleScript. Reminders has no command-line interface, so AppleScript is the route from a shell into the application. The script is a file rather than an inline `-e` expression because the actuation console cannot carry the required quoting. It guards on the list already existing before creating `Groceries`, then adds a reminder named `Buy milk` inside it, so a repeat run does not duplicate the list.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-23T07:48:04.010Z", "timestamp_annotated": "2026-08-19T11:30:05.700171+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260723_074804_at.webp", "reasoning": "After typing the command Press Return to run the script. The confirmation that it worked is the returned reminder identifier printed by the shell — which appears in the next step's before-frame, because the Apple Event completes after this step's own frame was taken.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-23T07:48:11.581Z", "timestamp_annotated": "2026-08-19T11:30:05.700618+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260723_074811_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal. Quitting rather than closing the window leaves nothing running that a later session would capture.", "skipped": false}
diff --git a/data/sessions/reminders-add-item-2/sync_log.json b/data/sessions/reminders-add-item-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..5eb9e6b328847ad64909357439f26b32d5d1092e
--- /dev/null
+++ b/data/sessions/reminders-add-item-2/sync_log.json
@@ -0,0 +1,124 @@
+{
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+      "synced": true,
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+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
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+      "retry_count": 0,
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+    },
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+++ b/data/sessions/reminders-add-item/commands/actuation_commands.json
@@ -0,0 +1,192 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-35ae265a-f88e-4586-b5d3-a5d5b3cf25ea",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 222,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1718,
+    "mouse_y": 12,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1718, Y=12",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:04:24.984Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-35ae265a-f88e-4586-b5d3-a5d5b3cf25ea",
+    "agent_version": "1.0.0",
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+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: reminders",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:04:32.930Z"
+  },
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+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 183,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:04:45.560Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-35ae265a-f88e-4586-b5d3-a5d5b3cf25ea",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 184,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 283,
+    "mouse_y": 940,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=283, Y=940",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:04:53.455Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-35ae265a-f88e-4586-b5d3-a5d5b3cf25ea",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 157,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Groceries",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:05:06.709Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-35ae265a-f88e-4586-b5d3-a5d5b3cf25ea",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 163,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:05:15.476Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-35ae265a-f88e-4586-b5d3-a5d5b3cf25ea",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 188,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1008,
+    "mouse_y": 290,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1008, Y=290",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:05:25.340Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-35ae265a-f88e-4586-b5d3-a5d5b3cf25ea",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 195,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Buy milk",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:05:35.695Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-35ae265a-f88e-4586-b5d3-a5d5b3cf25ea",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 142,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:05:48.900Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-35ae265a-f88e-4586-b5d3-a5d5b3cf25ea",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 233,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 291,
+    "mouse_y": 289,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=291, Y=289",
+    "session_id": "conn-44c4e7e6-9c8a-4a2f-a58a-43da8f4400a0",
+    "success": true,
+    "timestamp": "2026-07-22T12:05:58.384Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/reminders-add-item/commands/cc_commands.json b/data/sessions/reminders-add-item/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..68c4df91f5473989e66e662d08b99fc2e831bda7
--- /dev/null
+++ b/data/sessions/reminders-add-item/commands/cc_commands.json
@@ -0,0 +1,52 @@
+[
+  {
+    "command": "1718 12 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type reminders",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "283 940 left",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "type Groceries",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "1008 290 left",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "type Buy milk",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "291 289 left",
+    "os": "MACOS",
+    "step_id": 10
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/reminders-add-item/commands/converted_input.md b/data/sessions/reminders-add-item/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..dddc51bd49a16dc00652713b62497eccd763f0dc
--- /dev/null
+++ b/data/sessions/reminders-add-item/commands/converted_input.md
@@ -0,0 +1,16 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-22 12:04:24 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-22T12:04:24.984Z | Left-click at (1718, 12) |
+|    2 | 2026-07-22T12:04:32.930Z | Type: reminders |
+|    3 | 2026-07-22T12:04:45.560Z | Press: Enter |
+|    4 | 2026-07-22T12:04:53.455Z | Left-click at (283, 940) |
+|    5 | 2026-07-22T12:05:06.709Z | Type: Groceries |
+|    6 | 2026-07-22T12:05:15.476Z | Press: Enter |
+|    7 | 2026-07-22T12:05:25.340Z | Left-click at (1008, 290) |
+|    8 | 2026-07-22T12:05:35.695Z | Type: Buy milk |
+|    9 | 2026-07-22T12:05:48.900Z | Press: Enter |
+|   10 | 2026-07-22T12:05:58.384Z | Left-click at (291, 289) |
diff --git a/data/sessions/reminders-add-item/commands/raw_input.md b/data/sessions/reminders-add-item/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..1d262452a923e8ded5e5fc291551f956403aff71
--- /dev/null
+++ b/data/sessions/reminders-add-item/commands/raw_input.md
@@ -0,0 +1,16 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-22 12:04:24 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-22T12:04:24.984Z | Left-clicked at X=1718, Y=12 |
+|    2 | 2026-07-22T12:04:32.930Z | Typed: reminders |
+|    3 | 2026-07-22T12:04:45.560Z | Pressed: Return |
+|    4 | 2026-07-22T12:04:53.455Z | Left-clicked at X=283, Y=940 |
+|    5 | 2026-07-22T12:05:06.709Z | Typed: Groceries |
+|    6 | 2026-07-22T12:05:15.476Z | Pressed: Return |
+|    7 | 2026-07-22T12:05:25.340Z | Left-clicked at X=1008, Y=290 |
+|    8 | 2026-07-22T12:05:35.695Z | Typed: Buy milk |
+|    9 | 2026-07-22T12:05:48.900Z | Pressed: Return |
+|   10 | 2026-07-22T12:05:58.384Z | Left-clicked at X=291, Y=289 |
diff --git a/data/sessions/reminders-add-item/memory.md b/data/sessions/reminders-add-item/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..cde7850c813051bab169f37da931b6b9b9d19ebb
--- /dev/null
+++ b/data/sessions/reminders-add-item/memory.md
@@ -0,0 +1,98 @@
+# Memory: reminders-add-item
+
+## Overview
+
+Create a reminders list and add an item to it, through the application's own window. Use
+this when a reminder has to live under a specific named list rather than the default one,
+and no shell is available or wanted. The route launches the application through the system
+search field, adds the list from the sidebar, names it, creates a reminder inside it with
+the new-reminder control, types the text and commits it with Return. The recorded trace
+produces a `Groceries` list holding `Buy milk`.
+
+## Prerequisites
+
+- A desktop environment with a reminders application, reachable either through its own
+  window or through a scripting interface.
+- The application installed and, for the scripted route, scriptable and driven by an
+  interpreter that has permission to control it.
+- The list's name and the reminder's text decided in advance, including capitalisation.
+- No existing list of that name, or agreement that an existing one may be reused. Adding
+  to an existing list is the sensible behaviour; creating a second list of the same name
+  is not.
+- An understanding that the list is the reusable part and the reminder is not — running
+  the task twice adds a second identical item rather than doing nothing.
+- For the scripted route, the script staged on disk and read before it is run, and
+  authority to grant the automation consent the first run requests.
+
+## Steps
+
+### Step 1 — Left-click at (1718, 12)
+
+The task is to add a reminder `Buy milk` to a new Reminders list called `Groceries`, so the Reminders application has to be running first. The desktop is bare with no window open, so the route goes through Spotlight, which finds an application by name without needing to know where it lives. Move the cursor and Left-click the magnifier icon at the right-hand end of the menu bar to open the search field.
+
+![Step 1](vision/frames/step_0001_20260722_120424_at.webp)
+
+### Step 2 — Type: reminders
+
+Type `reminders` to search for the application. Spotlight narrows as each character arrives and promotes its best match to the top of the list, so the whole name does not have to be typed for the application to become the highlighted hit.
+
+![Step 2](vision/frames/step_0002_20260722_120432_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `reminders` Press Return to open the highlighted top hit. Return acts on the highlight rather than on the typed text, so what makes this safe is that the application row is the one selected — the same query also matches web searches and documents.
+
+![Step 3](vision/frames/step_0003_20260722_120445_at.webp)
+
+### Step 4 — Left-click at (283, 940)
+
+Reminders opens holding one default list called `Reminders`, so the `Groceries` list the task names does not exist and has to be created before anything can be filed into it. Move the cursor and Left-click `⊕ Add List` at the bottom-left of the sidebar.
+
+![Step 4](vision/frames/step_0004_20260722_120453_at.webp)
+
+### Step 5 — Type: Groceries
+
+A `New List` popover opens with an empty, focused `Name:` field, so the text can be typed straight in with nothing to clear first. Type `Groceries` as the list name. The colour swatches below default to blue and the task does not call for a particular colour, so they are left alone.
+
+![Step 5](vision/frames/step_0005_20260722_120506_at.webp)
+
+### Step 6 — Press: Enter
+
+After typing `Groceries` Press Return to create the list. The new list appears in `My Lists` beneath the default one and is selected immediately, and the main pane header changes to `Groceries 0` — that header is the signal that the following steps will add to the right list rather than to the default one.
+
+![Step 6](vision/frames/step_0006_20260722_120515_at.webp)
+
+### Step 7 — Left-click at (1008, 290)
+
+With `Groceries` selected and empty, move the cursor and left-click the `+` button at the top-right of the main pane to start a new reminder in it. A blank row appears with the caret in it, ready for the reminder's text.
+
+![Step 7](vision/frames/step_0007_20260722_120525_at.webp)
+
+### Step 8 — Type: Buy milk
+
+Type `Buy milk` as the reminder's text. The row is still a draft at this point — the text exists in the open field but the reminder has not been committed to the list, so the list count has not moved yet.
+
+![Step 8](vision/frames/step_0008_20260722_120535_at.webp)
+
+### Step 9 — Press: Enter
+
+After typing `Buy milk` Press Return to commit the reminder. The count beside `Groceries` changes from `0` to `1`, which is the confirmation that the item was stored rather than left as an uncommitted draft. Return also opens a fresh empty row beneath it, which is Reminders' normal behaviour after committing an item.
+
+![Step 9](vision/frames/step_0009_20260722_120548_at.webp)
+
+### Step 10 — Left-click at (291, 289)
+
+The reminder is committed and Reminders saves continuously, so there is nothing left to confirm — left-click the red close button at the top-left of the window to close it. The empty row left open by the previous step is discarded automatically on close and does not become a second, blank reminder; the artifact is the single `Buy milk` item.
+
+![Step 10](vision/frames/step_0010_20260722_120558_at.webp)
+
+## Notes & Edge Cases
+
+1. The launcher acts on the highlighted result rather than on the typed text, and the same query matches web searches and documents too. Confirm the application row is highlighted before confirming.
+2. The list has to exist before an item can be filed into it, and creating it also selects it — the header changing to the new list's name is what tells you the next step will add to the right place rather than to the default list.
+3. The typed text is a draft until it is committed. The row exists and the characters are visible while the count beside the list still reads zero, so the text being on screen is not evidence the item was stored.
+4. The count is the confirmation. It moving from zero to one is what distinguishes a committed item from an open editor, and it is the only thing on screen that reports the difference.
+5. Committing an item opens a fresh empty row beneath it. That is normal behaviour and not a second item — it is discarded when the window closes, so an empty trailing row is not something to clean up.
+6. There is no save. The application writes continuously, so there is no save step and nothing is discarded by closing the window.
+7. Closing the window is not quitting; the application keeps running afterwards.
+8. The colour and other options offered while creating a list are left alone when the task does not name them. Setting them because they are there produces a result that differs from the one asked for.
diff --git a/data/sessions/reminders-add-item/metadata.json b/data/sessions/reminders-add-item/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..17dc4814103fdacecf4e218dbcecf7a1e027b897
--- /dev/null
+++ b/data/sessions/reminders-add-item/metadata.json
@@ -0,0 +1,165 @@
+{
+  "memory_name": "reminders-add-item",
+  "memory_description": "",
+  "session_id": "befe9dea-159e-4740-ae19-a7423c778bae",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-22T11:58:12.519009373Z",
+  "completed_at": "2026-07-22T12:08:03.620748637Z",
+  "total_steps": 10,
+  "annotated_steps": 10,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-22T12:04:24.984Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260722_120424_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260722_120424_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260722_120424_after.webp",
+      "raw_command": "Left-clicked at X=1718, Y=12",
+      "converted_command": "Left-click at (1718, 12)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-22T12:04:32.930Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260722_120432_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260722_120432_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260722_120432_after.webp",
+      "raw_command": "Typed: reminders",
+      "converted_command": "Type: reminders"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-22T12:04:45.560Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260722_120445_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260722_120445_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260722_120445_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-22T12:04:53.455Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260722_120453_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260722_120453_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260722_120453_after.webp",
+      "raw_command": "Left-clicked at X=283, Y=940",
+      "converted_command": "Left-click at (283, 940)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-22T12:05:06.709Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0005_20260722_120506_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260722_120506_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260722_120506_after.webp",
+      "raw_command": "Typed: Groceries",
+      "converted_command": "Type: Groceries"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-22T12:05:15.476Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260722_120515_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260722_120515_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260722_120515_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-22T12:05:25.340Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260722_120525_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260722_120525_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260722_120525_after.webp",
+      "raw_command": "Left-clicked at X=1008, Y=290",
+      "converted_command": "Left-click at (1008, 290)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-22T12:05:35.695Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0008_20260722_120535_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260722_120535_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260722_120535_after.webp",
+      "raw_command": "Typed: Buy milk",
+      "converted_command": "Type: Buy milk"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-22T12:05:48.900Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260722_120548_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260722_120548_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260722_120548_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-22T12:05:58.384Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
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+      "after_image_path": "vision/frames/step_0010_20260722_120558_after.webp",
+      "raw_command": "Left-clicked at X=291, Y=289",
+      "converted_command": "Left-click at (291, 289)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/reminders-add-item/reasoning/reasoning.jsonl b/data/sessions/reminders-add-item/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..dee3dc3802bb79973b4ac089b7f6e6b1b4ca1f5a
--- /dev/null
+++ b/data/sessions/reminders-add-item/reasoning/reasoning.jsonl
@@ -0,0 +1,10 @@
+{"step_id": 1, "timestamp_action": "2026-07-22T12:04:24.984Z", "timestamp_annotated": "2026-08-19T14:18:25.724313+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1718, Y=12", "converted_command": "Left-click at (1718, 12)", "image_path": "vision/frames/step_0001_20260722_120424_at.webp", "reasoning": "The task is to add a reminder `Buy milk` to a new Reminders list called `Groceries`, so the Reminders application has to be running first. The desktop is bare with no window open, so the route goes through Spotlight, which finds an application by name without needing to know where it lives. Move the cursor and Left-click the magnifier icon at the right-hand end of the menu bar to open the search field.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-22T12:04:32.930Z", "timestamp_annotated": "2026-08-19T14:18:25.724655+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: reminders", "converted_command": "Type: reminders", "image_path": "vision/frames/step_0002_20260722_120432_at.webp", "reasoning": "Type `reminders` to search for the application. Spotlight narrows as each character arrives and promotes its best match to the top of the list, so the whole name does not have to be typed for the application to become the highlighted hit.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-22T12:04:45.560Z", "timestamp_annotated": "2026-08-19T14:18:25.725047+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260722_120445_at.webp", "reasoning": "After typing `reminders` Press Return to open the highlighted top hit. Return acts on the highlight rather than on the typed text, so what makes this safe is that the application row is the one selected — the same query also matches web searches and documents.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-22T12:04:53.455Z", "timestamp_annotated": "2026-08-19T14:18:25.725532+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=283, Y=940", "converted_command": "Left-click at (283, 940)", "image_path": "vision/frames/step_0004_20260722_120453_at.webp", "reasoning": "Reminders opens holding one default list called `Reminders`, so the `Groceries` list the task names does not exist and has to be created before anything can be filed into it. Move the cursor and Left-click `⊕ Add List` at the bottom-left of the sidebar.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-22T12:05:06.709Z", "timestamp_annotated": "2026-08-19T14:18:25.725936+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Groceries", "converted_command": "Type: Groceries", "image_path": "vision/frames/step_0005_20260722_120506_at.webp", "reasoning": "A `New List` popover opens with an empty, focused `Name:` field, so the text can be typed straight in with nothing to clear first. Type `Groceries` as the list name. The colour swatches below default to blue and the task does not call for a particular colour, so they are left alone.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-22T12:05:15.476Z", "timestamp_annotated": "2026-08-19T14:18:25.726382+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0006_20260722_120515_at.webp", "reasoning": "After typing `Groceries` Press Return to create the list. The new list appears in `My Lists` beneath the default one and is selected immediately, and the main pane header changes to `Groceries 0` — that header is the signal that the following steps will add to the right list rather than to the default one.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-22T12:05:25.340Z", "timestamp_annotated": "2026-08-19T14:18:25.726917+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1008, Y=290", "converted_command": "Left-click at (1008, 290)", "image_path": "vision/frames/step_0007_20260722_120525_at.webp", "reasoning": "With `Groceries` selected and empty, move the cursor and left-click the `+` button at the top-right of the main pane to start a new reminder in it. A blank row appears with the caret in it, ready for the reminder's text.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-22T12:05:35.695Z", "timestamp_annotated": "2026-08-19T14:18:25.727374+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Buy milk", "converted_command": "Type: Buy milk", "image_path": "vision/frames/step_0008_20260722_120535_at.webp", "reasoning": "Type `Buy milk` as the reminder's text. The row is still a draft at this point — the text exists in the open field but the reminder has not been committed to the list, so the list count has not moved yet.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-22T12:05:48.900Z", "timestamp_annotated": "2026-08-19T14:18:25.727918+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0009_20260722_120548_at.webp", "reasoning": "After typing `Buy milk` Press Return to commit the reminder. The count beside `Groceries` changes from `0` to `1`, which is the confirmation that the item was stored rather than left as an uncommitted draft. Return also opens a fresh empty row beneath it, which is Reminders' normal behaviour after committing an item.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-22T12:05:58.384Z", "timestamp_annotated": "2026-08-19T14:18:25.728434+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=291, Y=289", "converted_command": "Left-click at (291, 289)", "image_path": "vision/frames/step_0010_20260722_120558_at.webp", "reasoning": "The reminder is committed and Reminders saves continuously, so there is nothing left to confirm — left-click the red close button at the top-left of the window to close it. The empty row left open by the previous step is discarded automatically on close and does not become a second, blank reminder; the artifact is the single `Buy milk` item.", "skipped": false}
diff --git a/data/sessions/reminders-add-item/sync_log.json b/data/sessions/reminders-add-item/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..662e8a1635115522236ce6df212b7aeb178877ec
--- /dev/null
+++ b/data/sessions/reminders-add-item/sync_log.json
@@ -0,0 +1,250 @@
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+}
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diff --git a/data/sessions/reminders-add-item/vision/frames/closing_state.webp b/data/sessions/reminders-add-item/vision/frames/closing_state.webp
new file mode 100644
index 0000000000000000000000000000000000000000..ffebdb9a150f987909219c0b43ef24fd45509144
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+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: en.wikipedia.org",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:07:34.932Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 153,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:07:41.762Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 453,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+D",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:07:50.800Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 194,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:07:55.884Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 542,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Option+B",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:08:12.376Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 182,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1386,
+    "mouse_y": 127,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1386, Y=127",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:08:55.252Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 151,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: Research",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:09:18.167Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 157,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:09:23.241Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 212,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 331,
+    "mouse_y": 202,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=331, Y=202",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:10:32.754Z"
+  },
+  {
+    "action_subtype": "hold",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 830,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 387,
+    "mouse_y": 664,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Held button at at X=387, Y=664",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:11:12.966Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-1acaaa5a-ad3e-47d8-affc-3498f653fe17",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 467,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-ecb12ea8-376d-44bf-a59f-3933cb67a368",
+    "success": true,
+    "timestamp": "2026-07-23T11:11:29.707Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/safari-bookmark-organize/commands/cc_commands.json b/data/sessions/safari-bookmark-organize/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..145038cb632ea211b3207a3dc854e6853c8a565c
--- /dev/null
+++ b/data/sessions/safari-bookmark-organize/commands/cc_commands.json
@@ -0,0 +1,67 @@
+[
+  {
+    "command": "876 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "press {Cmd+L}",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "type en.wikipedia.org",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Cmd+D}",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Cmd+Option+B}",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "1386 127 left",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "type Research",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "331 202 left",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "387 664 hold",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 13
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/safari-bookmark-organize/commands/converted_input.md b/data/sessions/safari-bookmark-organize/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..e67432d6d8391ad88846348ef644decf64a44284
--- /dev/null
+++ b/data/sessions/safari-bookmark-organize/commands/converted_input.md
@@ -0,0 +1,19 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-23 11:06:57 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-23T11:06:57.521Z | Left-click at (876, 1035) |
+|    2 | 2026-07-23T11:07:22.536Z | Press: Cmd+L |
+|    3 | 2026-07-23T11:07:34.932Z | Type: en.wikipedia.org |
+|    4 | 2026-07-23T11:07:41.762Z | Press: Enter |
+|    5 | 2026-07-23T11:07:50.800Z | Press: Cmd+D |
+|    6 | 2026-07-23T11:07:55.884Z | Press: Enter |
+|    7 | 2026-07-23T11:08:12.376Z | Press: Cmd+Option+B |
+|    8 | 2026-07-23T11:08:55.252Z | Left-click at (1386, 127) |
+|    9 | 2026-07-23T11:09:18.167Z | Type: Research |
+|   10 | 2026-07-23T11:09:23.241Z | Press: Enter |
+|   11 | 2026-07-23T11:10:32.754Z | Left-click at (331, 202) |
+|   12 | 2026-07-23T11:11:12.966Z | Hold at (387, 664) |
+|   13 | 2026-07-23T11:11:29.707Z | Press: Cmd+Q |
diff --git a/data/sessions/safari-bookmark-organize/commands/raw_input.md b/data/sessions/safari-bookmark-organize/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..99b4bfbb0516da7bd052e74edceb4b45ed40425e
--- /dev/null
+++ b/data/sessions/safari-bookmark-organize/commands/raw_input.md
@@ -0,0 +1,19 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-23 11:06:57 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-23T11:06:57.521Z | Left-clicked at X=876, Y=1035 |
+|    2 | 2026-07-23T11:07:22.536Z | Pressed: Cmd+L |
+|    3 | 2026-07-23T11:07:34.932Z | Typed: en.wikipedia.org |
+|    4 | 2026-07-23T11:07:41.762Z | Pressed: Return |
+|    5 | 2026-07-23T11:07:50.800Z | Pressed: Cmd+D |
+|    6 | 2026-07-23T11:07:55.884Z | Pressed: Return |
+|    7 | 2026-07-23T11:08:12.376Z | Pressed: Cmd+Option+B |
+|    8 | 2026-07-23T11:08:55.252Z | Left-clicked at X=1386, Y=127 |
+|    9 | 2026-07-23T11:09:18.167Z | Typed: Research |
+|   10 | 2026-07-23T11:09:23.241Z | Pressed: Return |
+|   11 | 2026-07-23T11:10:32.754Z | Left-clicked at X=331, Y=202 |
+|   12 | 2026-07-23T11:11:12.966Z | Held button at at X=387, Y=664 |
+|   13 | 2026-07-23T11:11:29.707Z | Pressed: Cmd+Q |
diff --git a/data/sessions/safari-bookmark-organize/memory.md b/data/sessions/safari-bookmark-organize/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..71f86d4ab75280ed3b537823f410b4672946baad
--- /dev/null
+++ b/data/sessions/safari-bookmark-organize/memory.md
@@ -0,0 +1,117 @@
+# Memory: safari-bookmark-organize
+
+## Overview
+
+Bookmark a web page and file it into a new named folder, through the browser's own
+interface. Use this when a bookmark has to be organised rather than merely saved. The
+route launches the browser, loads the page from the address bar, adds a bookmark, opens
+the bookmark editor, creates a folder, names it, and drags the new bookmark into it. The
+recorded trace files a Wikipedia bookmark into a folder named `Research`.
+
+## Prerequisites
+
+- A desktop environment with a web browser, and network access to the page being
+  bookmarked. The bookmark is created from whatever the front tab is showing, so the page
+  has to load first.
+- The page's address, and the folder name to file it under, both decided in advance.
+- An understanding that the browser's bookmark manager is a separate surface from the
+  bookmarks bar. The bar displays bookmarks; creating a folder and moving a bookmark into
+  it is done in the manager.
+- No existing folder of that name, or agreement that an existing one may be reused.
+- An expectation that the browser ships with default bookmarks already present. The folder
+  being created is an addition, not the only entry, so "the list is not empty" is normal
+  and is not a sign the task already ran.
+- Confirmation read from the folder's contents rather than from the drag appearing to
+  land — a bookmark dropped beside a folder rather than into it looks almost identical.
+
+## Steps
+
+### Step 1 — Left-click at (876, 1035)
+
+The task is to bookmark the Wikipedia main page and file that bookmark into a new `Research` folder, so Safari has to be running first. Move the cursor and Left-click the Safari icon in the Dock. Picking the icon deliberately matters here: this image's default browser is Brave, so opening a link would land in the wrong application.
+
+![Step 1](vision/frames/step_0001_20260723_110657_at.webp)
+
+### Step 2 — Press: Cmd+L
+
+Press ⌘L (Cmd+L) to focus the address bar and select whatever it contains. This is what makes the next step's typing replace the current address rather than append to it, and it avoids having to click a target whose position depends on the window.
+
+![Step 2](vision/frames/step_0002_20260723_110722_at.webp)
+
+### Step 3 — Type: en.wikipedia.org
+
+Type `en.wikipedia.org`. The bare host is enough — Safari supplies the scheme — and the address bar's contents were selected by the previous step, so the typed text replaces them.
+
+![Step 3](vision/frames/step_0003_20260723_110734_at.webp)
+
+### Step 4 — Press: Enter
+
+After typing `en.wikipedia.org` Press Return to load the page. The page has to be open before it can be bookmarked, because the bookmark is created from whatever the front tab is showing rather than from a typed URL.
+
+![Step 4](vision/frames/step_0004_20260723_110741_at.webp)
+
+### Step 5 — Press: Cmd+D
+
+Press ⌘D (Cmd+D) to add a bookmark for the current page. A sheet opens over the page — the page visibly dims behind it — offering a name and a location for the new bookmark, both pre-filled.
+
+![Step 5](vision/frames/step_0005_20260723_110750_at.webp)
+
+### Step 6 — Press: Enter
+
+Press Return to accept the sheet's defaults. The bookmark is created with the page's own title, `Wikipedia, the free encyclopedia`, and filed into `Favorites`, which is the default location — not into any folder of the task's choosing. That is why the later steps have to move it: ⌘D alone cannot put it where the task wants it.
+
+![Step 6](vision/frames/step_0006_20260723_110755_at.webp)
+
+### Step 7 — Press: Cmd+Option+B
+
+Press ⌥⌘B (Cmd+Option+B) to open the Bookmarks editor. Creating a folder and rearranging bookmarks needs the editor; the bookmarks *bar* only displays them. This is the equivalent of opening a file manager rather than looking at a shortcut strip.
+
+![Step 7](vision/frames/step_0007_20260723_110812_at.webp)
+
+### Step 8 — Left-click at (1386, 127)
+
+The editor lists `Favorites` and `Tab Group Favorites` and nothing else, so the `Research` folder does not exist yet. Move the cursor and Left-click the `New Folder` button at the top right of the editor to create it.
+
+![Step 8](vision/frames/step_0008_20260723_110855_at.webp)
+
+### Step 9 — Type: Research
+
+A row named `untitled folder` appears at the bottom of the list with its name in an open edit field and the text already selected, so typing replaces it outright. Type `Research` as the folder's name.
+
+![Step 9](vision/frames/step_0009_20260723_110918_at.webp)
+
+### Step 10 — Press: Enter
+
+After typing `Research` Press Return to commit the name. The row reads `Research`, `0 items` — empty, because creating a folder does not move anything into it. Committing matters: leaving the field open and clicking elsewhere can leave the folder called `untitled folder`.
+
+![Step 10](vision/frames/step_0010_20260723_110923_at.webp)
+
+### Step 11 — Left-click at (331, 202)
+
+`Favorites` is collapsed, so the bookmark added earlier is in the list but not visible, and something that is not drawn cannot be dragged. Move the cursor and Left-click the disclosure triangle to the left of `Favorites` to expand it. This step exists purely to make the next one possible.
+
+![Step 11](vision/frames/step_0011_20260723_111032_at.webp)
+
+### Step 12 — Drag from (476, 605) to (387, 664)
+
+`Favorites` now shows its 15 entries, with `Wikipedia, the free encyclopedia` last — the 15th of what were 14 stock favorites, which is how to tell the new bookmark from the shipped `Wikipedia` entry above it. Drag that row down onto the `Research` folder and release. Dropping a bookmark onto a folder moves it in, so it leaves `Favorites` rather than being copied; `Research` changing from `0 items` to `1 item` is the confirmation. Aim at the folder row itself — releasing between two rows reorders the list instead of filing the bookmark.
+
+![Step 12](vision/frames/step_0012_20260723_111112_at.webp)
+
+### Step 13 — Press: Cmd+Q
+
+The bookmark is filed and Safari stores bookmarks as it goes, so there is nothing to save — press ⌘Q (Cmd+Q) to quit. This ends the process rather than only closing the window.
+
+![Step 13](vision/frames/step_0013_20260723_111129_at.webp)
+
+## Notes & Edge Cases
+
+1. When organizing or searching for items in browser, for example content in YouTube search history, browser's history, browser's bookmarks and so, it is recommend to use scroll, check visually and take action only if the history is small, in case the the history and the content being searched for is too large and long use the search feature instead of scroll to avoid taking large number of step for a task that can be done within few steps.
+2. There might be users who would want to use VPN when using browsers for more secure environment and browsing, so if the task requires to visit websites that do not allow VPN usage, notify the user and disable VPN with user consent, but if the VPN being used has an option to exclude that specific website navigate through the GUI of the VPN and exclude it, and if there is a CLI option use it.
+3. Dropping a bookmark onto a folder row files it into that folder, but releasing in the gap between two rows only reorders the list. The two look almost identical while the drag is in progress, so aim at the folder row itself and confirm from the folder's item count changing, never from the drag appearing to land.
+4. Something that is not drawn cannot be dragged. A collapsed container hides its contents from the pointer as well as from the eye, so expanding it is a real step in the task and not housekeeping — without it the row the task needs does not exist as a target.
+5. The bookmark shortcut only creates the bookmark; it does not choose where the bookmark goes. It files into the browser's default location, so a task that names a folder always has two halves — create, then move — and stopping after the shortcut leaves the task half done with no visible sign of it.
+6. A newly created folder appears with its name in an open edit box and the placeholder text already selected, so the new name replaces it without any clearing keystroke. Commit it before doing anything else: clicking away with the field still open can leave the folder called `untitled folder` or `New folder`, and a folder with the wrong name is easy to miss because everything else about the result looks correct.
+7. Browsers ship with default bookmarks already in place, and one of them can carry almost the same name as the page the task just bookmarked. Tell them apart by something that cannot coincide — the full page title, the address, or the position of the newly added entry — rather than by the label alone.
+8. Where the folder is created differs by browser even though the task is identical. One route opens a separate bookmark manager window; another only exposes the folder tree after a `More` button inside the save flyout, because the flyout's own folder selector lists existing folders and cannot make one. Look for the control that creates rather than the control that chooses.
+9. A browser's first-run panel can offer to make it the system default browser. That is a machine-wide change that no bookmarking task asks for, so dismiss the panel with the option that changes nothing (`Set later`, `Not now`) rather than the prominent one, and treat clearing the overlay as its own step — the toolbar underneath is unreachable until it is gone.
diff --git a/data/sessions/safari-bookmark-organize/metadata.json b/data/sessions/safari-bookmark-organize/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f8ea4f393a145ccd941b5bfdde77103da62f8d0
--- /dev/null
+++ b/data/sessions/safari-bookmark-organize/metadata.json
@@ -0,0 +1,204 @@
+{
+  "memory_name": "safari-bookmark-organize",
+  "memory_description": "",
+  "session_id": "0705dafd-a08f-4681-aea9-ef600c78ef83",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-23T10:52:06.708957350Z",
+  "completed_at": "2026-07-23T11:11:53.829181243Z",
+  "total_steps": 13,
+  "annotated_steps": 13,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-23T11:06:57.521Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260723_110657_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260723_110657_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260723_110657_after.webp",
+      "raw_command": "Left-clicked at X=876, Y=1035",
+      "converted_command": "Left-click at (876, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-23T11:07:22.536Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0002_20260723_110722_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260723_110722_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260723_110722_after.webp",
+      "raw_command": "Pressed: Cmd+L",
+      "converted_command": "Press: Cmd+L"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-23T11:07:34.932Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260723_110734_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260723_110734_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260723_110734_after.webp",
+      "raw_command": "Typed: en.wikipedia.org",
+      "converted_command": "Type: en.wikipedia.org"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-23T11:07:41.762Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260723_110741_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260723_110741_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260723_110741_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-23T11:07:50.800Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260723_110750_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260723_110750_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260723_110750_after.webp",
+      "raw_command": "Pressed: Cmd+D",
+      "converted_command": "Press: Cmd+D"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-23T11:07:55.884Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260723_110755_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260723_110755_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260723_110755_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-23T11:08:12.376Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260723_110812_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260723_110812_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260723_110812_after.webp",
+      "raw_command": "Pressed: Cmd+Option+B",
+      "converted_command": "Press: Cmd+Option+B"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-23T11:08:55.252Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260723_110855_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260723_110855_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260723_110855_after.webp",
+      "raw_command": "Left-clicked at X=1386, Y=127",
+      "converted_command": "Left-click at (1386, 127)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-23T11:09:18.167Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0009_20260723_110918_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260723_110918_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260723_110918_after.webp",
+      "raw_command": "Typed: Research",
+      "converted_command": "Type: Research"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-23T11:09:23.241Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0010_20260723_110923_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260723_110923_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260723_110923_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-23T11:10:32.754Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0011_20260723_111032_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260723_111032_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260723_111032_after.webp",
+      "raw_command": "Left-clicked at X=331, Y=202",
+      "converted_command": "Left-click at (331, 202)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-23T11:11:12.966Z",
+      "action_type": "mouse",
+      "action_subtype": "drag",
+      "image_path": "vision/frames/step_0012_20260723_111112_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260723_111112_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260723_111112_after.webp",
+      "raw_command": "Held button at at X=387, Y=664",
+      "converted_command": "Drag from (476, 605) to (387, 664)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-23T11:11:29.707Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0013_20260723_111129_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260723_111129_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260723_111129_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/safari-bookmark-organize/reasoning/reasoning.jsonl b/data/sessions/safari-bookmark-organize/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..30935b932ff990db5d0f0ad13b3d06829a51a5ec
--- /dev/null
+++ b/data/sessions/safari-bookmark-organize/reasoning/reasoning.jsonl
@@ -0,0 +1,13 @@
+{"step_id": 1, "timestamp_action": "2026-07-23T11:06:57.521Z", "timestamp_annotated": "2026-08-19T14:18:25.800649+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=876, Y=1035", "converted_command": "Left-click at (876, 1035)", "image_path": "vision/frames/step_0001_20260723_110657_at.webp", "reasoning": "The task is to bookmark the Wikipedia main page and file that bookmark into a new `Research` folder, so Safari has to be running first. Move the cursor and Left-click the Safari icon in the Dock. Picking the icon deliberately matters here: this image's default browser is Brave, so opening a link would land in the wrong application.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-23T11:07:22.536Z", "timestamp_annotated": "2026-08-19T14:18:25.800963+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+L", "converted_command": "Press: Cmd+L", "image_path": "vision/frames/step_0002_20260723_110722_at.webp", "reasoning": "Press ⌘L (Cmd+L) to focus the address bar and select whatever it contains. This is what makes the next step's typing replace the current address rather than append to it, and it avoids having to click a target whose position depends on the window.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-23T11:07:34.932Z", "timestamp_annotated": "2026-08-19T14:18:25.801258+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: en.wikipedia.org", "converted_command": "Type: en.wikipedia.org", "image_path": "vision/frames/step_0003_20260723_110734_at.webp", "reasoning": "Type `en.wikipedia.org`. The bare host is enough — Safari supplies the scheme — and the address bar's contents were selected by the previous step, so the typed text replaces them.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-23T11:07:41.762Z", "timestamp_annotated": "2026-08-19T14:18:25.801831+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0004_20260723_110741_at.webp", "reasoning": "After typing `en.wikipedia.org` Press Return to load the page. The page has to be open before it can be bookmarked, because the bookmark is created from whatever the front tab is showing rather than from a typed URL.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-23T11:07:50.800Z", "timestamp_annotated": "2026-08-19T14:18:25.802280+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+D", "converted_command": "Press: Cmd+D", "image_path": "vision/frames/step_0005_20260723_110750_at.webp", "reasoning": "Press ⌘D (Cmd+D) to add a bookmark for the current page. A sheet opens over the page — the page visibly dims behind it — offering a name and a location for the new bookmark, both pre-filled.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-23T11:07:55.884Z", "timestamp_annotated": "2026-08-19T14:18:25.802675+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0006_20260723_110755_at.webp", "reasoning": "Press Return to accept the sheet's defaults. The bookmark is created with the page's own title, `Wikipedia, the free encyclopedia`, and filed into `Favorites`, which is the default location — not into any folder of the task's choosing. That is why the later steps have to move it: ⌘D alone cannot put it where the task wants it.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-23T11:08:12.376Z", "timestamp_annotated": "2026-08-19T14:18:25.803061+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Option+B", "converted_command": "Press: Cmd+Option+B", "image_path": "vision/frames/step_0007_20260723_110812_at.webp", "reasoning": "Press ⌥⌘B (Cmd+Option+B) to open the Bookmarks editor. Creating a folder and rearranging bookmarks needs the editor; the bookmarks *bar* only displays them. This is the equivalent of opening a file manager rather than looking at a shortcut strip.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-23T11:08:55.252Z", "timestamp_annotated": "2026-08-19T14:18:25.803604+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1386, Y=127", "converted_command": "Left-click at (1386, 127)", "image_path": "vision/frames/step_0008_20260723_110855_at.webp", "reasoning": "The editor lists `Favorites` and `Tab Group Favorites` and nothing else, so the `Research` folder does not exist yet. Move the cursor and Left-click the `New Folder` button at the top right of the editor to create it.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-23T11:09:18.167Z", "timestamp_annotated": "2026-08-19T14:18:25.804086+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Research", "converted_command": "Type: Research", "image_path": "vision/frames/step_0009_20260723_110918_at.webp", "reasoning": "A row named `untitled folder` appears at the bottom of the list with its name in an open edit field and the text already selected, so typing replaces it outright. Type `Research` as the folder's name.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-23T11:09:23.241Z", "timestamp_annotated": "2026-08-19T14:18:25.804632+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0010_20260723_110923_at.webp", "reasoning": "After typing `Research` Press Return to commit the name. The row reads `Research`, `0 items` — empty, because creating a folder does not move anything into it. Committing matters: leaving the field open and clicking elsewhere can leave the folder called `untitled folder`.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-23T11:10:32.754Z", "timestamp_annotated": "2026-08-19T14:18:25.805048+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=331, Y=202", "converted_command": "Left-click at (331, 202)", "image_path": "vision/frames/step_0011_20260723_111032_at.webp", "reasoning": "`Favorites` is collapsed, so the bookmark added earlier is in the list but not visible, and something that is not drawn cannot be dragged. Move the cursor and Left-click the disclosure triangle to the left of `Favorites` to expand it. This step exists purely to make the next one possible.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-23T11:11:12.966Z", "timestamp_annotated": "2026-08-19T14:18:25.805476+00:00", "action_type": "mouse", "action_subtype": "drag", "raw_command": "Held button at at X=387, Y=664", "converted_command": "Drag from (476, 605) to (387, 664)", "image_path": "vision/frames/step_0012_20260723_111112_at.webp", "reasoning": "`Favorites` now shows its 15 entries, with `Wikipedia, the free encyclopedia` last — the 15th of what were 14 stock favorites, which is how to tell the new bookmark from the shipped `Wikipedia` entry above it. Drag that row down onto the `Research` folder and release. Dropping a bookmark onto a folder moves it in, so it leaves `Favorites` rather than being copied; `Research` changing from `0 items` to `1 item` is the confirmation. Aim at the folder row itself — releasing between two rows reorders the list instead of filing the bookmark.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-23T11:11:29.707Z", "timestamp_annotated": "2026-08-19T14:18:25.805929+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0013_20260723_111129_at.webp", "reasoning": "The bookmark is filed and Safari stores bookmarks as it goes, so there is nothing to save — press ⌘Q (Cmd+Q) to quit. This ends the process rather than only closing the window.", "skipped": false}
diff --git a/data/sessions/safari-bookmark-organize/sync_log.json b/data/sessions/safari-bookmark-organize/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..9938abd8cf4c43a4782bac2d81c7fb8505bf2263
--- /dev/null
+++ b/data/sessions/safari-bookmark-organize/sync_log.json
@@ -0,0 +1,313 @@
+{
+  "session_id": "0705dafd-a08f-4681-aea9-ef600c78ef83",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260723_110657_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/vision/frames/step_0001_20260723_110657_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260723_110657_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/vision/frames/step_0001_20260723_110657_before.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260723_110657_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/vision/frames/step_0001_20260723_110657_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "metadata.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/metadata.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260723_110722_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/vision/frames/step_0002_20260723_110722_at.webp",
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+      "failed_permanent": false,
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/vision/frames/step_0002_20260723_110722_before.webp",
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-bookmark-organize/vision/frames/step_0002_20260723_110722_after.webp",
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+    "mouse_y": 1035,
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+    "session_id": "conn-7f1a2128-d463-4cb3-acce-f27c711ed20e",
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+    "timestamp": "2026-07-23T12:32:12.878Z"
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+    "timestamp": "2026-07-23T12:32:26.634Z"
+  },
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+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-7f1a2128-d463-4cb3-acce-f27c711ed20e",
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+    "timestamp": "2026-07-23T12:33:26.606Z"
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+]
\ No newline at end of file
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+    "command": "876 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "272 13 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
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+    "os": "MACOS",
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+  },
+  {
+    "command": "1093 560 left",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/safari-clear-history/commands/converted_input.md b/data/sessions/safari-clear-history/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..c1969a77a5c9d4cb963deadf58032a19e621460b
--- /dev/null
+++ b/data/sessions/safari-clear-history/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-23 12:32:12 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-23T12:32:12.878Z | Left-click at (876, 1035) |
+|    2 | 2026-07-23T12:32:26.634Z | Left-click at (272, 13) |
+|    3 | 2026-07-23T12:32:33.181Z | Left-click at (365, 343) |
+|    4 | 2026-07-23T12:33:03.408Z | Left-click at (1093, 560) |
+|    5 | 2026-07-23T12:33:26.606Z | Press: Cmd+Q |
diff --git a/data/sessions/safari-clear-history/commands/raw_input.md b/data/sessions/safari-clear-history/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..568003db14d761b41253e73d9c6ba37ef301d9bd
--- /dev/null
+++ b/data/sessions/safari-clear-history/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-23 12:32:12 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-23T12:32:12.878Z | Left-clicked at X=876, Y=1035 |
+|    2 | 2026-07-23T12:32:26.634Z | Left-clicked at X=272, Y=13 |
+|    3 | 2026-07-23T12:32:33.181Z | Left-clicked at X=365, Y=343 |
+|    4 | 2026-07-23T12:33:03.408Z | Left-clicked at X=1093, Y=560 |
+|    5 | 2026-07-23T12:33:26.606Z | Pressed: Cmd+Q |
diff --git a/data/sessions/safari-clear-history/memory.md b/data/sessions/safari-clear-history/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..16289ddbafa15e3bff964e3c87b8abf25c1cbd8d
--- /dev/null
+++ b/data/sessions/safari-clear-history/memory.md
@@ -0,0 +1,62 @@
+# Memory: safari-clear-history
+
+## Overview
+
+Clear the browser's recent browsing history for a bounded time range. Use this when recent
+visits have to be removed without discarding the whole history. The route launches the
+browser, opens the History menu, chooses Clear History, and confirms with the range the
+dialog is already showing. The recorded trace clears the last hour, leaving older entries
+in place.
+
+## Prerequisites
+
+- A desktop environment with a web browser holding browsing history to clear.
+- A decision about the time range before starting. Clearing "the last hour" and clearing
+  everything are different tasks with the same button, and the dialog's default is not the
+  same on every browser or every build — read what it says rather than assuming.
+- An understanding that the action is irreversible. There is no undo and no restore.
+- An awareness of what else the dialog removes. Browsers usually clear cookies and site
+  data alongside history, which signs the user out of sites; the dialog says so, and it is
+  easy to accept without reading.
+- Confirmation planned from the history list itself, not from the dialog closing.
+
+## Steps
+
+### Step 1 — Left-click at (876, 1035)
+
+The task is to clear the last hour of Safari's browsing history, so Safari has to be running first. Move the cursor and Left-click the Safari icon in the Dock. Safari is used deliberately here rather than whatever opens by default — this image's default browser is Brave, so reaching the right browser means picking its icon rather than opening a link.
+
+![Step 1](vision/frames/step_0001_20260723_123212_at.webp)
+
+### Step 2 — Left-click at (272, 13)
+
+Move the cursor and Left-click `History` in the menu bar. The clearing command lives in this menu rather than in Settings, so opening it is what makes the operation reachable.
+
+![Step 2](vision/frames/step_0002_20260723_123226_at.webp)
+
+### Step 3 — Left-click at (365, 343)
+
+Move the cursor and Left-click `Clear History…` at the bottom of the menu. The menu above it lists what is about to be affected — the two recent visits `Apple` and `Wikipedia, the free encyclopedia`, and an older group dated `Saturday, 20 December 2025` — which is worth reading before clearing, because the operation cannot be undone. The trailing ellipsis signals that a dialog follows rather than the history being wiped on the spot.
+
+![Step 3](vision/frames/step_0003_20260723_123233_at.webp)
+
+### Step 4 — Left-click at (1093, 560)
+
+The dialog warns that clearing history also removes related cookies and website data, and offers a `Clear` range which on this build already reads **`Last Hour`** — the range the task calls for — so no dropdown has to be changed. Confirm that range before acting, then move the cursor and left-click `Clear History`. Reading the range matters more than reading the buttons: the same click with the pop-up on a wider setting would erase history the task was meant to keep. The older December 2025 entries survive, which is what shows the scope was right.
+
+![Step 4](vision/frames/step_0004_20260723_123303_at.webp)
+
+### Step 5 — Press: Cmd+Q
+
+The history is cleared and there is nothing to save, so press ⌘Q (Cmd+Q) to quit Safari. This ends the process rather than only closing the window, returning the machine to the state the task started from.
+
+![Step 5](vision/frames/step_0005_20260723_123326_at.webp)
+
+## Notes & Edge Cases
+
+1. When organizing or searching for items in browser, for example content in YouTube search history, browser's history, browser's bookmarks and so, it is recommend to use scroll, check visually and take action only if the history is small, in case the the history and the content being searched for is too large and long use the search feature instead of scroll to avoid taking large number of step for a task that can be done within few steps.
+2. Clearing history cannot be undone. There is no restore and no trash, so the range has to be right the first time — confirm with the user what is to be cleared before running it, and treat the confirmation button as the point of no return rather than as one more click.
+3. The range the dialog opens on is not the same everywhere, and it is not always the safe one. In the recorded traces Safari opened already set to `Last Hour` — the value the task wanted, needing no change — while Edge opened on `All time`, where the same confirming click would have destroyed the entire history. Read the range out of the dialog every time; the number of steps a task takes is not evidence the default was correct.
+4. Clearing history also clears cookies and other site data, which signs the user out of sites they are logged into. The dialog says so and it is easy to accept without reading. That side effect belongs to the user's decision, so surface it before acting rather than after.
+5. Confirm from the history itself, not from the dialog closing. The dialog closes whether it cleared an hour or everything, and in the recorded trace it was still on screen a second after the click — a screenshot taken at that moment shows neither success nor failure.
+6. The command lives in a different place in each browser and is not always named what the task calls it. One reaches it from a History menu, another from the `⋯` menu as `Delete browsing data`, and the documented `Settings ▸ Privacy ▸ Choose what to clear` route may not exist by that name in the running build. Read the menu that is open rather than looking for the words in the instruction.
diff --git a/data/sessions/safari-clear-history/metadata.json b/data/sessions/safari-clear-history/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..37b1b1c880c789dc7497eecec9abcc0bbc0129d4
--- /dev/null
+++ b/data/sessions/safari-clear-history/metadata.json
@@ -0,0 +1,100 @@
+{
+  "memory_name": "safari-clear-history",
+  "memory_description": "",
+  "session_id": "8c1859ec-2a5d-4788-80ee-81b879abe7e1",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-23T12:23:03.542992174Z",
+  "completed_at": "2026-07-23T12:33:51.650532920Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-23T12:32:12.878Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260723_123212_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260723_123212_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260723_123212_after.webp",
+      "raw_command": "Left-clicked at X=876, Y=1035",
+      "converted_command": "Left-click at (876, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-23T12:32:26.634Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260723_123226_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260723_123226_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260723_123226_after.webp",
+      "raw_command": "Left-clicked at X=272, Y=13",
+      "converted_command": "Left-click at (272, 13)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-23T12:32:33.181Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0003_20260723_123233_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260723_123233_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260723_123233_after.webp",
+      "raw_command": "Left-clicked at X=365, Y=343",
+      "converted_command": "Left-click at (365, 343)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-23T12:33:03.408Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260723_123303_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260723_123303_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260723_123303_after.webp",
+      "raw_command": "Left-clicked at X=1093, Y=560",
+      "converted_command": "Left-click at (1093, 560)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-23T12:33:26.606Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260723_123326_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260723_123326_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260723_123326_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/safari-clear-history/reasoning/reasoning.jsonl b/data/sessions/safari-clear-history/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..65187714e74475af4c8d8f3184fc3bacae5bfa2e
--- /dev/null
+++ b/data/sessions/safari-clear-history/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-23T12:32:12.878Z", "timestamp_annotated": "2026-08-19T14:18:25.790723+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=876, Y=1035", "converted_command": "Left-click at (876, 1035)", "image_path": "vision/frames/step_0001_20260723_123212_at.webp", "reasoning": "The task is to clear the last hour of Safari's browsing history, so Safari has to be running first. Move the cursor and Left-click the Safari icon in the Dock. Safari is used deliberately here rather than whatever opens by default — this image's default browser is Brave, so reaching the right browser means picking its icon rather than opening a link.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-23T12:32:26.634Z", "timestamp_annotated": "2026-08-19T14:18:25.791048+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=272, Y=13", "converted_command": "Left-click at (272, 13)", "image_path": "vision/frames/step_0002_20260723_123226_at.webp", "reasoning": "Move the cursor and Left-click `History` in the menu bar. The clearing command lives in this menu rather than in Settings, so opening it is what makes the operation reachable.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-23T12:32:33.181Z", "timestamp_annotated": "2026-08-19T14:18:25.791459+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=365, Y=343", "converted_command": "Left-click at (365, 343)", "image_path": "vision/frames/step_0003_20260723_123233_at.webp", "reasoning": "Move the cursor and Left-click `Clear History…` at the bottom of the menu. The menu above it lists what is about to be affected — the two recent visits `Apple` and `Wikipedia, the free encyclopedia`, and an older group dated `Saturday, 20 December 2025` — which is worth reading before clearing, because the operation cannot be undone. The trailing ellipsis signals that a dialog follows rather than the history being wiped on the spot.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-23T12:33:03.408Z", "timestamp_annotated": "2026-08-19T14:18:25.791852+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1093, Y=560", "converted_command": "Left-click at (1093, 560)", "image_path": "vision/frames/step_0004_20260723_123303_at.webp", "reasoning": "The dialog warns that clearing history also removes related cookies and website data, and offers a `Clear` range which on this build already reads **`Last Hour`** — the range the task calls for — so no dropdown has to be changed. Confirm that range before acting, then move the cursor and left-click `Clear History`. Reading the range matters more than reading the buttons: the same click with the pop-up on a wider setting would erase history the task was meant to keep. The older December 2025 entries survive, which is what shows the scope was right.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-23T12:33:26.606Z", "timestamp_annotated": "2026-08-19T14:18:25.792243+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0005_20260723_123326_at.webp", "reasoning": "The history is cleared and there is nothing to save, so press ⌘Q (Cmd+Q) to quit Safari. This ends the process rather than only closing the window, returning the machine to the state the task started from.", "skipped": false}
diff --git a/data/sessions/safari-clear-history/sync_log.json b/data/sessions/safari-clear-history/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..099a82234759101d6d8855d06b36189ac1e1feea
--- /dev/null
+++ b/data/sessions/safari-clear-history/sync_log.json
@@ -0,0 +1,145 @@
+{
+  "session_id": "8c1859ec-2a5d-4788-80ee-81b879abe7e1",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/safari-clear-history/commands/raw_input.md",
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+      "failed_permanent": false,
+      "last_error": null
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diff --git a/data/sessions/snippingtool-region/commands/actuation_commands.json b/data/sessions/snippingtool-region/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..c76754d8e65e9afc5fb68cd897b00f921b542ab6
--- /dev/null
+++ b/data/sessions/snippingtool-region/commands/actuation_commands.json
@@ -0,0 +1,211 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 86,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 24,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=24, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:00.403Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Snipping Tool",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:05.525Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:10.797Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 95,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 858,
+    "mouse_y": 241,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=858, Y=241",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:21.246Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 24,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 858,
+    "mouse_y": 241,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=858, Y=241",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:24.434Z"
+  },
+  {
+    "action_subtype": "drag",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 104,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 300,
+    "mouse_y": 200,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Dragged from X=300, Y=200 to X=800, Y=550",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:29.652Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Ctrl+S",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:34.696Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: C:\\Users\\AgentUser\\corpus-seed\\shots\\snip.png",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:40.850Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 95,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 995,
+    "mouse_y": 570,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=995, Y=570",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:45.137Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 25,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 995,
+    "mouse_y": 570,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=995, Y=570",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:48.356Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Alt+F4",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T13:33:54.572Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/snippingtool-region/commands/cc_commands.json b/data/sessions/snippingtool-region/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..04b65d12cd83f806e43d5faac6e51f9a2008e7ab
--- /dev/null
+++ b/data/sessions/snippingtool-region/commands/cc_commands.json
@@ -0,0 +1,57 @@
+[
+  {
+    "command": "24 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Snipping Tool",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "858 241 move",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "858 241 left",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "Dragged from X=300, Y=200 to X=800, Y=550",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Ctrl+S}",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "type C:\\Users\\AgentUser\\corpus-seed\\shots\\snip.png",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "995 570 move",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "995 570 left",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "press {Alt+F4}",
+    "os": "WINDOWS",
+    "step_id": 11
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/snippingtool-region/commands/converted_input.md b/data/sessions/snippingtool-region/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..382f8774f08252e0c2d0aaa9d563fc47a01791b3
--- /dev/null
+++ b/data/sessions/snippingtool-region/commands/converted_input.md
@@ -0,0 +1,17 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 13:33:00 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T13:33:00.403Z | Left-click at (24, 1060) |
+|    2 | 2026-07-31T13:33:05.525Z | Type: Snipping Tool |
+|    3 | 2026-07-31T13:33:10.797Z | Press: Enter |
+|    4 | 2026-07-31T13:33:21.246Z | Move-cursor at (858, 241) |
+|    5 | 2026-07-31T13:33:24.434Z | Left-click at (858, 241) |
+|    6 | 2026-07-31T13:33:29.652Z | Drag at (300, 200) |
+|    7 | 2026-07-31T13:33:34.696Z | Press: Ctrl+S |
+|    8 | 2026-07-31T13:33:40.850Z | Type: C:\Users\AgentUser\corpus-seed\shots\snip.png |
+|    9 | 2026-07-31T13:33:45.137Z | Move-cursor at (995, 570) |
+|   10 | 2026-07-31T13:33:48.356Z | Left-click at (995, 570) |
+|   11 | 2026-07-31T13:33:54.572Z | Press: Alt+F4 |
diff --git a/data/sessions/snippingtool-region/commands/raw_input.md b/data/sessions/snippingtool-region/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..5ab2819ea4ab8e452c1b9a28ff29acbe0b5fbca6
--- /dev/null
+++ b/data/sessions/snippingtool-region/commands/raw_input.md
@@ -0,0 +1,17 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 13:33:00 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T13:33:00.403Z | Left-clicked at X=24, Y=1060 |
+|    2 | 2026-07-31T13:33:05.525Z | Typed: Snipping Tool |
+|    3 | 2026-07-31T13:33:10.797Z | Pressed: Return |
+|    4 | 2026-07-31T13:33:21.246Z | Moved cursor to at X=858, Y=241 |
+|    5 | 2026-07-31T13:33:24.434Z | Left-clicked at X=858, Y=241 |
+|    6 | 2026-07-31T13:33:29.652Z | Dragged from X=300, Y=200 to X=800, Y=550 |
+|    7 | 2026-07-31T13:33:34.696Z | Pressed: Ctrl+S |
+|    8 | 2026-07-31T13:33:40.850Z | Typed: C:\Users\AgentUser\corpus-seed\shots\snip.png |
+|    9 | 2026-07-31T13:33:45.137Z | Moved cursor to at X=995, Y=570 |
+|   10 | 2026-07-31T13:33:48.356Z | Left-clicked at X=995, Y=570 |
+|   11 | 2026-07-31T13:33:54.572Z | Pressed: Alt+F4 |
diff --git a/data/sessions/snippingtool-region/memory.md b/data/sessions/snippingtool-region/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..72174e79853ab11d18e54fb52548c9f2e70172ea
--- /dev/null
+++ b/data/sessions/snippingtool-region/memory.md
@@ -0,0 +1,103 @@
+# Memory: snippingtool-region
+
+## Overview
+
+Capture a freehand rectangular region of the screen and save it to a file, using the
+system snipping tool. Use this when the wanted area is not a whole window — a portion of
+one, or something spanning two. The route launches the tool, starts a new capture, drags
+the region, then saves, typing the destination path in full. The recorded trace captures a
+region of an open file-manager window to a PNG in the working folder's `shots`
+directory.
+
+## Prerequisites
+
+- A desktop environment with a screen-capture tool that supports a freehand rectangular
+  region.
+- Whatever is to be captured already visible on screen and not obscured, before the
+  capture starts.
+- A destination directory that already exists, and a file name decided in advance.
+- An expectation that the tool captures what is on screen at the moment of the drag, so
+  anything that changes the screen in between — a notification, a window stealing focus —
+  is captured too.
+- An understanding that the region is defined by two corners and that both are inclusive,
+  so the saved image is one pixel wider and taller than the difference between them.
+- Confirmation planned from the saved file, not from the preview the tool shows.
+
+## Steps
+
+### Step 1 — Left-click at (24, 1060)
+
+The task is to capture a rectangular region of the screen to an image file, so the capture tool has to be running first. Move the cursor and Left-click the Start button at the far left of the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_133300_at.webp)
+
+### Step 2 — Type: Snipping Tool
+
+Type `Snipping Tool` into the Start menu to search for the application.
+
+![Step 2](vision/frames/step_0002_20260731_133305_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `Snipping Tool` Press Enter to launch the highlighted result. Give the menu time to settle before this key — sent too early it silently does nothing, and the only way to know is to confirm the application window actually appeared.
+
+![Step 3](vision/frames/step_0003_20260731_133310_at.webp)
+
+### Step 4 — Move-cursor at (858, 241)
+
+The Snipping Tool window opens without capturing anything; it waits for a mode and a `New`. Move the cursor onto the **`New`** button at the left of its toolbar. Moving to the target and clicking as a separate step is more dependable than a combined move-and-click.
+
+![Step 4](vision/frames/step_0004_20260731_133321_at.webp)
+
+### Step 5 — Left-click at (858, 241)
+
+Move the cursor and Left-click **`New`**. The screen dims and the pointer becomes a crosshair, ready for a region to be drawn. The mode is left at its default rectangular setting, so no `Mode ▾` step is needed.
+
+![Step 5](vision/frames/step_0005_20260731_133324_at.webp)
+
+### Step 6 — Drag from (300, 200) to (800, 550)
+
+Drag from the top-left of the wanted region to its bottom-right and release. The rectangle drawn here *is* the capture — releasing takes the shot immediately and returns to the Snipping Tool window with the result in its editor, so there is no separate capture command. The image exists only in the application at this point, not on disk.
+
+![Step 6](vision/frames/step_0006_20260731_133329_at.webp)
+
+### Step 7 — Press: Ctrl+S
+
+Press Ctrl+S to save the snip. A capture that is never saved is lost when the window closes, so this is the step that turns it into a file. A Save As dialog opens, already set to write a PNG.
+
+![Step 7](vision/frames/step_0007_20260731_133334_at.webp)
+
+### Step 8 — Type: C:\Users\AgentUser\corpus-seed\shots\snip.png
+
+Type the full absolute path into the dialog's `File name` box. The dialog does not open in the destination folder and its navigation pane has no entry for it, so the location cannot be reached by clicking — Windows accepts a complete path in this box and treats it as folder plus file name. The box's existing contents are selected, so the typed path replaces them.
+
+![Step 8](vision/frames/step_0008_20260731_133340_at.webp)
+
+### Step 9 — Move-cursor at (995, 570)
+
+Move the cursor onto the dialog's **`Save`** button.
+
+![Step 9](vision/frames/step_0009_20260731_133345_at.webp)
+
+### Step 10 — Left-click at (995, 570)
+
+Move the cursor and Left-click **`Save`** to write the file. The `Save as type` box already reads `Portable Network Graphic file (PNG) (*.PNG)`, matching the `.png` in the typed path, so the format needs no change — a mismatch there would produce a file whose contents did not match its extension.
+
+![Step 10](vision/frames/step_0010_20260731_133348_at.webp)
+
+### Step 11 — Press: Alt+F4
+
+The file is written, so press Alt+F4 to close Snipping Tool. Closing before the save completed would have discarded the capture, since it lived only in the application until the previous step.
+
+![Step 11](vision/frames/step_0011_20260731_133354_at.webp)
+
+## Notes & Edge Cases
+
+- **The drag *is* the capture.** There is no separate confirm step: releasing takes the
+  shot immediately. A rectangle drawn wrongly cannot be adjusted, only redrawn by starting
+  a new capture.
+- **The region is inclusive of both corners**, so the saved image is one pixel larger in
+  each direction than the difference between the press and release points.
+- **Whatever is on screen at the moment of release is what is captured** — a notification,
+  a window taking focus, or a menu still open all land in the image. Clear the screen
+  before starting rather than cropping afterwards.
diff --git a/data/sessions/snippingtool-region/metadata.json b/data/sessions/snippingtool-region/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..699b34413116edd0d3e3f99a1b6844b6634a78aa
--- /dev/null
+++ b/data/sessions/snippingtool-region/metadata.json
@@ -0,0 +1,181 @@
+{
+  "memory_name": "snippingtool-region",
+  "memory_description": "",
+  "session_id": "856e169f-779b-4756-bf81-7bb67ee08ebc",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T13:32:51.256828689Z",
+  "completed_at": "2026-07-31T13:33:59.795400820Z",
+  "total_steps": 11,
+  "annotated_steps": 11,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T13:33:00.403Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_133300_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_133300_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_133300_after.webp",
+      "raw_command": "Left-clicked at X=24, Y=1060",
+      "converted_command": "Left-click at (24, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T13:33:05.525Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_133305_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_133305_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_133305_after.webp",
+      "raw_command": "Typed: Snipping Tool",
+      "converted_command": "Type: Snipping Tool"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T13:33:10.797Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_133310_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_133310_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_133310_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T13:33:21.246Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0004_20260731_133321_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_133321_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_133321_after.webp",
+      "raw_command": "Moved cursor to at X=858, Y=241",
+      "converted_command": "Move-cursor at (858, 241)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T13:33:24.434Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260731_133324_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_133324_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_133324_after.webp",
+      "raw_command": "Left-clicked at X=858, Y=241",
+      "converted_command": "Left-click at (858, 241)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T13:33:29.652Z",
+      "action_type": "mouse",
+      "action_subtype": "drag",
+      "image_path": "vision/frames/step_0006_20260731_133329_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_133329_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_133329_after.webp",
+      "raw_command": "Dragged from X=300, Y=200 to X=800, Y=550",
+      "converted_command": "Drag from (300, 200) to (800, 550)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T13:33:34.696Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260731_133334_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260731_133334_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_133334_after.webp",
+      "raw_command": "Pressed: Ctrl+S",
+      "converted_command": "Press: Ctrl+S"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T13:33:40.850Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0008_20260731_133340_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260731_133340_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_133340_after.webp",
+      "raw_command": "Typed: C:\\Users\\AgentUser\\corpus-seed\\shots\\snip.png",
+      "converted_command": "Type: C:\\Users\\AgentUser\\corpus-seed\\shots\\snip.png"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T13:33:45.137Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0009_20260731_133345_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260731_133345_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_133345_after.webp",
+      "raw_command": "Moved cursor to at X=995, Y=570",
+      "converted_command": "Move-cursor at (995, 570)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T13:33:48.356Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260731_133348_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260731_133348_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_133348_after.webp",
+      "raw_command": "Left-clicked at X=995, Y=570",
+      "converted_command": "Left-click at (995, 570)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-31T13:33:54.572Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0011_20260731_133354_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260731_133354_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260731_133354_after.webp",
+      "raw_command": "Pressed: Alt+F4",
+      "converted_command": "Press: Alt+F4"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/snippingtool-region/reasoning/reasoning.jsonl b/data/sessions/snippingtool-region/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1ebdae57c70ab448a32ddcccd08de5ebd788d588
--- /dev/null
+++ b/data/sessions/snippingtool-region/reasoning/reasoning.jsonl
@@ -0,0 +1,11 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T13:33:00.403Z", "timestamp_annotated": "2026-08-19T14:18:25.913896+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=24, Y=1060", "converted_command": "Left-click at (24, 1060)", "image_path": "vision/frames/step_0001_20260731_133300_at.webp", "reasoning": "The task is to capture a rectangular region of the screen to an image file, so the capture tool has to be running first. Move the cursor and Left-click the Start button at the far left of the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T13:33:05.525Z", "timestamp_annotated": "2026-08-19T14:18:25.914205+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Snipping Tool", "converted_command": "Type: Snipping Tool", "image_path": "vision/frames/step_0002_20260731_133305_at.webp", "reasoning": "Type `Snipping Tool` into the Start menu to search for the application.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T13:33:10.797Z", "timestamp_annotated": "2026-08-19T14:18:25.914632+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_133310_at.webp", "reasoning": "After typing `Snipping Tool` Press Enter to launch the highlighted result. Give the menu time to settle before this key — sent too early it silently does nothing, and the only way to know is to confirm the application window actually appeared.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T13:33:21.246Z", "timestamp_annotated": "2026-08-19T14:18:25.915008+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=858, Y=241", "converted_command": "Move-cursor at (858, 241)", "image_path": "vision/frames/step_0004_20260731_133321_at.webp", "reasoning": "The Snipping Tool window opens without capturing anything; it waits for a mode and a `New`. Move the cursor onto the **`New`** button at the left of its toolbar. Moving to the target and clicking as a separate step is more dependable than a combined move-and-click.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T13:33:24.434Z", "timestamp_annotated": "2026-08-19T14:18:25.915393+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=858, Y=241", "converted_command": "Left-click at (858, 241)", "image_path": "vision/frames/step_0005_20260731_133324_at.webp", "reasoning": "Move the cursor and Left-click **`New`**. The screen dims and the pointer becomes a crosshair, ready for a region to be drawn. The mode is left at its default rectangular setting, so no `Mode ▾` step is needed.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T13:33:29.652Z", "timestamp_annotated": "2026-08-19T14:18:25.915917+00:00", "action_type": "mouse", "action_subtype": "drag", "raw_command": "Dragged from X=300, Y=200 to X=800, Y=550", "converted_command": "Drag from (300, 200) to (800, 550)", "image_path": "vision/frames/step_0006_20260731_133329_at.webp", "reasoning": "Drag from the top-left of the wanted region to its bottom-right and release. The rectangle drawn here *is* the capture — releasing takes the shot immediately and returns to the Snipping Tool window with the result in its editor, so there is no separate capture command. The image exists only in the application at this point, not on disk.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T13:33:34.696Z", "timestamp_annotated": "2026-08-19T14:18:25.916337+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Ctrl+S", "converted_command": "Press: Ctrl+S", "image_path": "vision/frames/step_0007_20260731_133334_at.webp", "reasoning": "Press Ctrl+S to save the snip. A capture that is never saved is lost when the window closes, so this is the step that turns it into a file. A Save As dialog opens, already set to write a PNG.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T13:33:40.850Z", "timestamp_annotated": "2026-08-19T14:18:25.916792+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: C:\\Users\\AgentUser\\corpus-seed\\shots\\snip.png", "converted_command": "Type: C:\\Users\\AgentUser\\corpus-seed\\shots\\snip.png", "image_path": "vision/frames/step_0008_20260731_133340_at.webp", "reasoning": "Type the full absolute path into the dialog's `File name` box. The dialog does not open in the destination folder and its navigation pane has no entry for it, so the location cannot be reached by clicking — Windows accepts a complete path in this box and treats it as folder plus file name. The box's existing contents are selected, so the typed path replaces them.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T13:33:45.137Z", "timestamp_annotated": "2026-08-19T14:18:25.917268+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=995, Y=570", "converted_command": "Move-cursor at (995, 570)", "image_path": "vision/frames/step_0009_20260731_133345_at.webp", "reasoning": "Move the cursor onto the dialog's **`Save`** button.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T13:33:48.356Z", "timestamp_annotated": "2026-08-19T14:18:25.917795+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=995, Y=570", "converted_command": "Left-click at (995, 570)", "image_path": "vision/frames/step_0010_20260731_133348_at.webp", "reasoning": "Move the cursor and Left-click **`Save`** to write the file. The `Save as type` box already reads `Portable Network Graphic file (PNG) (*.PNG)`, matching the `.png` in the typed path, so the format needs no change — a mismatch there would produce a file whose contents did not match its extension.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-31T13:33:54.572Z", "timestamp_annotated": "2026-08-19T14:18:25.918473+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Alt+F4", "converted_command": "Press: Alt+F4", "image_path": "vision/frames/step_0011_20260731_133354_at.webp", "reasoning": "The file is written, so press Alt+F4 to close Snipping Tool. Closing before the save completed would have discarded the capture, since it lived only in the application until the previous step.", "skipped": false}
diff --git a/data/sessions/snippingtool-region/sync_log.json b/data/sessions/snippingtool-region/sync_log.json
new file mode 100644
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diff --git a/data/sessions/stickynotes-create-note/commands/actuation_commands.json b/data/sessions/stickynotes-create-note/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..55acd26583e534b48c2d5ad60b15b808630cdc82
--- /dev/null
+++ b/data/sessions/stickynotes-create-note/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 24,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 68,
+    "mouse_y": 52,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=68, Y=52",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:02:09.870Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 37,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 68,
+    "mouse_y": 52,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=68, Y=52",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:02:13.089Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Buy milk",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:02:19.360Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:02:22.693Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 3,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: before 6pm",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T14:02:25.060Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/stickynotes-create-note/commands/cc_commands.json b/data/sessions/stickynotes-create-note/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ad349c5847dced591d64b7ba2756ab3a824431e
--- /dev/null
+++ b/data/sessions/stickynotes-create-note/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "68 52 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "68 52 left",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "type Buy milk",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "type before 6pm",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/stickynotes-create-note/commands/converted_input.md b/data/sessions/stickynotes-create-note/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..2da6fceb2808dfe6f4be49c605ba9981605cedb7
--- /dev/null
+++ b/data/sessions/stickynotes-create-note/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 14:02:09 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T14:02:09.870Z | Move-cursor at (68, 52) |
+|    2 | 2026-07-31T14:02:13.089Z | Left-click at (68, 52) |
+|    3 | 2026-07-31T14:02:19.360Z | Type: Buy milk |
+|    4 | 2026-07-31T14:02:22.693Z | Press: Enter |
+|    5 | 2026-07-31T14:02:25.060Z | Type: before 6pm |
diff --git a/data/sessions/stickynotes-create-note/commands/raw_input.md b/data/sessions/stickynotes-create-note/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..18b456061cc6660d8630609cee4291e4dc8d2b26
--- /dev/null
+++ b/data/sessions/stickynotes-create-note/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 14:02:09 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T14:02:09.870Z | Moved cursor to at X=68, Y=52 |
+|    2 | 2026-07-31T14:02:13.089Z | Left-clicked at X=68, Y=52 |
+|    3 | 2026-07-31T14:02:19.360Z | Typed: Buy milk |
+|    4 | 2026-07-31T14:02:22.693Z | Pressed: Return |
+|    5 | 2026-07-31T14:02:25.060Z | Typed: before 6pm |
diff --git a/data/sessions/stickynotes-create-note/memory.md b/data/sessions/stickynotes-create-note/memory.md
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+++ b/data/sessions/stickynotes-create-note/memory.md
@@ -0,0 +1,64 @@
+# Memory: stickynotes-create-note
+
+## Overview
+
+Create a two-line sticky note in an already-open notes application. Use this for a short
+note that should sit on the desktop rather than in a document. The route clicks the
+new-note control, types the first line, presses Return to start a second line inside the
+same note, and types the second — there is no save, because notes of this kind persist as
+they are typed. The recorded trace produces a note reading `Buy milk` / `before 6pm`.
+
+## Prerequisites
+
+- A desktop environment with a notes application that keeps notes as separate objects
+  rather than as documents in a folder.
+- The application already open before the task starts. Launching it is not part of this
+  task, and typing into a search field that has not yet handed focus to the application
+  sends the note's text somewhere else.
+- The note's contents decided in advance, including how the lines divide.
+- An understanding that Return inside a note starts a new line rather than committing or
+  closing it, so a multi-line note is one uninterrupted piece of typing.
+- No explicit save. Notes of this kind persist as they are typed, which means there is no
+  save step to confirm from and no way to discard by closing.
+
+## Steps
+
+### Step 1 — Move-cursor at (68, 52)
+
+The task is to create a sticky note holding two lines of text. Sticky Notes is already showing its list window, so the note has to be created from there rather than by typing into the card already on screen. Move the cursor onto the `+` button at the top-left of the list window. Moving to the target and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 1](vision/frames/step_0001_20260731_140209_at.webp)
+
+### Step 2 — Left-click at (68, 52)
+
+Move the cursor and Left-click `+` to create a new note. A fresh card appears at the top of the list with the caret already in it, so no click into the card is needed before typing.
+
+![Step 2](vision/frames/step_0002_20260731_140213_at.webp)
+
+### Step 3 — Type: Buy milk
+
+Type `Buy milk` as the note's first line. Sticky Notes saves continuously as characters arrive, so there is no save command anywhere in this task.
+
+![Step 3](vision/frames/step_0003_20260731_140219_at.webp)
+
+### Step 4 — Press: Enter
+
+After typing `Buy milk` Press Enter to start a second line **within the same note**. Enter does not commit or close the note here — unlike a list app, where it would finish one item and begin another — so both lines end up in one note rather than two.
+
+![Step 4](vision/frames/step_0004_20260731_140222_at.webp)
+
+### Step 5 — Type: before 6pm
+
+Type `before 6pm` as the second line. The note now reads `Buy milk` / `before 6pm`, which is the artifact. There is no closing step: the note is already stored, and the empty `Take a note…` card still sitting below it is the list's normal placeholder, not a second note the task created.
+
+![Step 5](vision/frames/step_0005_20260731_140225_at.webp)
+
+## Notes & Edge Cases
+
+1. Return inside a note starts a new line; it does not commit the note or create another one. This is the opposite of a list application, where the same key finishes one item and begins the next, so a multi-line note is one uninterrupted piece of typing and the key that would normally end an entry is safe to use mid-note.
+2. There is no save. The text persists as it is typed, which means there is no save step to confirm from, no way to discard by closing, and no moment at which the note becomes permanent — it is permanent from the first character.
+3. An empty card reading like a prompt is the application's placeholder, not a note the task created. Counting it as a result overstates what happened; the artifact is the card holding the typed text.
+4. The new-note control leaves the caret in the new note, so no click into the card is needed before typing. Clicking into it anyway is not harmful, but it is a step that proves nothing.
+5. The application has to already hold focus. Text typed while a launcher or a search field still owns the keyboard goes there instead, and the note is simply never created — with no error, because nothing failed.
+6. Moving to the target and clicking as separate actions is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+7. The note's text may not reach the application's stored data while the application is still open, so the artifact has to be read from the interface rather than from disk. A file that has not changed is not evidence the note was not made.
diff --git a/data/sessions/stickynotes-create-note/metadata.json b/data/sessions/stickynotes-create-note/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..425d1ad5fe0ab1f988f15394353ec9834eca1363
--- /dev/null
+++ b/data/sessions/stickynotes-create-note/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "stickynotes-create-note",
+  "memory_description": "",
+  "session_id": "3455406b-2250-4bb1-8cb8-ac4fe8a42bc7",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T14:02:00.700936402Z",
+  "completed_at": "2026-07-31T14:02:31.791880827Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T14:02:09.870Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_140209_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_140209_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_140209_after.webp",
+      "raw_command": "Moved cursor to at X=68, Y=52",
+      "converted_command": "Move-cursor at (68, 52)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T14:02:13.089Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260731_140213_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_140213_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_140213_after.webp",
+      "raw_command": "Left-clicked at X=68, Y=52",
+      "converted_command": "Left-click at (68, 52)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T14:02:19.360Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260731_140219_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_140219_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_140219_after.webp",
+      "raw_command": "Typed: Buy milk",
+      "converted_command": "Type: Buy milk"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T14:02:22.693Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260731_140222_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_140222_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_140222_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T14:02:25.060Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0005_20260731_140225_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_140225_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_140225_after.webp",
+      "raw_command": "Typed: before 6pm",
+      "converted_command": "Type: before 6pm"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/stickynotes-create-note/reasoning/reasoning.jsonl b/data/sessions/stickynotes-create-note/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..64bbde65655af5a311f7f2c800b9391316255033
--- /dev/null
+++ b/data/sessions/stickynotes-create-note/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T14:02:09.870Z", "timestamp_annotated": "2026-08-19T14:18:25.894703+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=68, Y=52", "converted_command": "Move-cursor at (68, 52)", "image_path": "vision/frames/step_0001_20260731_140209_at.webp", "reasoning": "The task is to create a sticky note holding two lines of text. Sticky Notes is already showing its list window, so the note has to be created from there rather than by typing into the card already on screen. Move the cursor onto the `+` button at the top-left of the list window. Moving to the target and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T14:02:13.089Z", "timestamp_annotated": "2026-08-19T14:18:25.895040+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=68, Y=52", "converted_command": "Left-click at (68, 52)", "image_path": "vision/frames/step_0002_20260731_140213_at.webp", "reasoning": "Move the cursor and Left-click `+` to create a new note. A fresh card appears at the top of the list with the caret already in it, so no click into the card is needed before typing.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T14:02:19.360Z", "timestamp_annotated": "2026-08-19T14:18:25.895421+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Buy milk", "converted_command": "Type: Buy milk", "image_path": "vision/frames/step_0003_20260731_140219_at.webp", "reasoning": "Type `Buy milk` as the note's first line. Sticky Notes saves continuously as characters arrive, so there is no save command anywhere in this task.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T14:02:22.693Z", "timestamp_annotated": "2026-08-19T14:18:25.895850+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0004_20260731_140222_at.webp", "reasoning": "After typing `Buy milk` Press Enter to start a second line **within the same note**. Enter does not commit or close the note here — unlike a list app, where it would finish one item and begin another — so both lines end up in one note rather than two.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T14:02:25.060Z", "timestamp_annotated": "2026-08-19T14:18:25.896374+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: before 6pm", "converted_command": "Type: before 6pm", "image_path": "vision/frames/step_0005_20260731_140225_at.webp", "reasoning": "Type `before 6pm` as the second line. The note now reads `Buy milk` / `before 6pm`, which is the artifact. There is no closing step: the note is already stored, and the empty `Take a note…` card still sitting below it is the list's normal placeholder, not a second note the task created.", "skipped": false}
diff --git a/data/sessions/stickynotes-create-note/sync_log.json b/data/sessions/stickynotes-create-note/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..e9f277f94d121806304a1b845111e6e798f0dc51
--- /dev/null
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@@ -0,0 +1,145 @@
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diff --git a/data/sessions/textedit-append-line-2/commands/actuation_commands.json b/data/sessions/textedit-append-line-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..e226fdea1b0993485b21916a6b5156f6492c6550
--- /dev/null
+++ b/data/sessions/textedit-append-line-2/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 354,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 944,
+    "mouse_y": 1035,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=944, Y=1035",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:46:50.917Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 289,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: echo appended line >> ~/corpus-seed/notes.txt",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:46:59.742Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 231,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: return",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:47:04.572Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 546,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+Q",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:47:10.717Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-append-line-2/commands/cc_commands.json b/data/sessions/textedit-append-line-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..d70e84e7acf982834d25a470e589bf696ff7ac39
--- /dev/null
+++ b/data/sessions/textedit-append-line-2/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "944 1035 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type echo appended line >> ~/corpus-seed/notes.txt",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "press {Cmd+Q}",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-append-line-2/commands/converted_input.md b/data/sessions/textedit-append-line-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..df571ad5fd234b8060364c84c133b0afa7dca70a
--- /dev/null
+++ b/data/sessions/textedit-append-line-2/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 16:46:50 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T16:46:50.917Z | Left-click at (944, 1035) |
+|    2 | 2026-07-28T16:46:59.742Z | Type: echo appended line >> ~/corpus-seed/notes.txt |
+|    3 | 2026-07-28T16:47:04.572Z | Press: return |
+|    4 | 2026-07-28T16:47:10.717Z | Press: Cmd+Q |
diff --git a/data/sessions/textedit-append-line-2/commands/raw_input.md b/data/sessions/textedit-append-line-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..3d4682a06da963dc8e902a8bf9287fccc80ae194
--- /dev/null
+++ b/data/sessions/textedit-append-line-2/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 16:46:50 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T16:46:50.917Z | Left-clicked at X=944, Y=1035 |
+|    2 | 2026-07-28T16:46:59.742Z | Typed: echo appended line >> ~/corpus-seed/notes.txt |
+|    3 | 2026-07-28T16:47:04.572Z | Pressed: return |
+|    4 | 2026-07-28T16:47:10.717Z | Pressed: Cmd+Q |
diff --git a/data/sessions/textedit-append-line-2/memory.md b/data/sessions/textedit-append-line-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..7f9fae16e3936e52f00bfe782450c5ce335a1c07
--- /dev/null
+++ b/data/sessions/textedit-append-line-2/memory.md
@@ -0,0 +1,70 @@
+# Memory: textedit-append-line-2
+
+## Overview
+
+Append a line to the end of an existing text file from a shell, leaving everything already
+in it untouched. Use this as the terminal route to the same end state as opening the file
+in an editor and typing at the end: one redirect adds the line, with no editor and no
+cursor positioning. The recorded trace opens a terminal, runs `echo appended line >>
+~/corpus-seed/notes.txt`, and quits with `⌘Q`.
+
+## Prerequisites
+
+- A desktop environment with a text editor, or a shell.
+- A text file that already exists and is writable. The append redirect creates a missing
+  file rather than failing, which turns a mistyped path into a new file instead of an
+  error.
+- The line's exact contents decided in advance, including capitalisation.
+- Knowledge of whether the file currently ends with a newline. If it does not, an appended
+  line joins onto the last existing one instead of starting its own.
+- Agreement on whether the result should end with a trailing newline. The editor route and
+  the shell route differ here unless one of them is adjusted to match.
+- Automatic text substitution turned off in the editor, where that route is used — it
+  rewrites typed characters silently.
+
+## Steps
+
+### Step 1 — Left-click at (944, 1035)
+
+The task is to add a line to the end of an existing text file without disturbing what is already there, which a shell append redirect does directly, so the first move is to open a shell. Move the cursor and Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260728_164650_at.webp)
+
+### Step 2 — Type: echo appended line >> ~/corpus-seed/notes.txt
+
+Type an `echo` command redirecting into the file. The doubled `>>` is what makes this an append — a single `>` would truncate the file and replace everything already in it, which would lose the existing notes rather than adding to them. The text is unquoted because it contains nothing the shell would treat specially.
+
+![Step 2](vision/frames/step_0002_20260728_164659_at.webp)
+
+### Step 3 — Press: return
+
+After typing the command Press Return to append the line.
+
+![Step 3](vision/frames/step_0003_20260728_164704_at.webp)
+
+### Step 4 — Press: Cmd+Q
+
+Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.
+
+![Step 4](vision/frames/step_0004_20260728_164710_at.webp)
+
+## Notes & Edge Cases
+
+- **`>>` appends and `>` replaces.** A single missing character empties the file and writes
+  only the new line. This is the most destructive typo available in the task and it
+  produces no error.
+- **`>>` creates the file if it is absent.** A mistyped path therefore succeeds, producing
+  a new file somewhere unintended while the real one stays unchanged. Confirm the target
+  exists before running, and read the file back afterwards.
+- **Whether the file already ends in a newline decides where the text lands.** Without one,
+  the appended text joins the end of the last line rather than starting a new one — the
+  command still succeeds and the result is wrong.
+- **`echo` adds a trailing newline; typing in an editor adds one only if Return is
+  pressed.** Matching the two routes byte for byte means deciding this deliberately in
+  whichever route is being made to match.
+- **Unquoted `echo` collapses runs of whitespace.** The arguments are joined with single
+  spaces, so multiple spaces in the intended text do not survive. That is harmless here and
+  is not general.
+- **`echo`'s handling of backslash escapes varies between shells.** Text containing a
+  backslash is not portable through it; `printf` is the predictable alternative.
+
diff --git a/data/sessions/textedit-append-line-2/metadata.json b/data/sessions/textedit-append-line-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..aefa0eacec63cc09c84b4359490c6275f471f4c9
--- /dev/null
+++ b/data/sessions/textedit-append-line-2/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "textedit-append-line-2",
+  "memory_description": "",
+  "session_id": "9fb65726-bdbf-4ebd-978c-1cac6267d89c",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T16:46:31.040037365Z",
+  "completed_at": "2026-07-28T16:47:22.506781317Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T16:46:50.917Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260728_164650_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_164650_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_164650_after.webp",
+      "raw_command": "Left-clicked at X=944, Y=1035",
+      "converted_command": "Left-click at (944, 1035)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T16:46:59.742Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260728_164659_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260728_164659_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_164659_after.webp",
+      "raw_command": "Typed: echo appended line >> ~/corpus-seed/notes.txt",
+      "converted_command": "Type: echo appended line >> ~/corpus-seed/notes.txt"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T16:47:04.572Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_164704_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_164704_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_164704_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T16:47:10.717Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0004_20260728_164710_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_164710_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_164710_after.webp",
+      "raw_command": "Pressed: Cmd+Q",
+      "converted_command": "Press: Cmd+Q"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/textedit-append-line-2/reasoning/reasoning.jsonl b/data/sessions/textedit-append-line-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c8b2aacf09c51ab4088f0c8e7efe98c65457ea19
--- /dev/null
+++ b/data/sessions/textedit-append-line-2/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
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+{"step_id": 2, "timestamp_action": "2026-07-28T16:46:59.742Z", "timestamp_annotated": "2026-08-19T11:30:05.795304+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: echo appended line >> ~/corpus-seed/notes.txt", "converted_command": "Type: echo appended line >> ~/corpus-seed/notes.txt", "image_path": "vision/frames/step_0002_20260728_164659_at.webp", "reasoning": "Type an `echo` command redirecting into the file. The doubled `>>` is what makes this an append — a single `>` would truncate the file and replace everything already in it, which would lose the existing notes rather than adding to them. The text is unquoted because it contains nothing the shell would treat specially.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T16:47:04.572Z", "timestamp_annotated": "2026-08-19T11:30:05.795697+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0003_20260728_164704_at.webp", "reasoning": "After typing the command Press Return to append the line.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T16:47:10.717Z", "timestamp_annotated": "2026-08-19T11:30:05.796073+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Q", "converted_command": "Press: Cmd+Q", "image_path": "vision/frames/step_0004_20260728_164710_at.webp", "reasoning": "Press ⌘Q (Cmd+Q) to quit Terminal after the task is complete.", "skipped": false}
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new file mode 100644
index 0000000000000000000000000000000000000000..b24c04127c37698a4318133ca62a090c9e2390a5
--- /dev/null
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@@ -0,0 +1,116 @@
+[
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+    "agent_alive": true,
+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
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+    "os_type": "MACOS",
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+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
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+    "timestamp": "2026-07-28T16:45:21.185Z"
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+    "success": true,
+    "timestamp": "2026-07-28T16:45:25.663Z"
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+    "raw_command": "Pressed: Cmd+Down",
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+    "raw_command": "Typed: appended line",
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+    "timestamp": "2026-07-28T16:45:50.480Z"
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+    "success": true,
+    "timestamp": "2026-07-28T16:45:54.377Z"
+  },
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+    "agent_id": "agent-22e92ce5-892a-428f-b28a-639322120e06",
+    "agent_version": "1.2.1",
+    "error_message": "",
+    "execution_time_ms": 552,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+S",
+    "session_id": "conn-5d06b231-32ba-4b7c-a81f-3ea81ea4f300",
+    "success": true,
+    "timestamp": "2026-07-28T16:45:57.524Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-append-line/commands/cc_commands.json b/data/sessions/textedit-append-line/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..0385f10a86077c4d4d4b9633e686bb9e0c4f9170
--- /dev/null
+++ b/data/sessions/textedit-append-line/commands/cc_commands.json
@@ -0,0 +1,32 @@
+[
+  {
+    "command": "794 218 move",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "794 218 double",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Cmd+Down}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "type appended line",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {return}",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Cmd+S}",
+    "os": "MACOS",
+    "step_id": 6
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-append-line/commands/converted_input.md b/data/sessions/textedit-append-line/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..93cf31d84f3cb7ba8d9748eeece4c3fb74d62a51
--- /dev/null
+++ b/data/sessions/textedit-append-line/commands/converted_input.md
@@ -0,0 +1,12 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-28 16:45:21 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-28T16:45:21.185Z | Move-cursor at (794, 218) |
+|    2 | 2026-07-28T16:45:25.663Z | Double-click at (794, 218) |
+|    3 | 2026-07-28T16:45:46.618Z | Press: Cmd+Down |
+|    4 | 2026-07-28T16:45:50.480Z | Type: appended line |
+|    5 | 2026-07-28T16:45:54.377Z | Press: return |
+|    6 | 2026-07-28T16:45:57.524Z | Press: Cmd+S |
diff --git a/data/sessions/textedit-append-line/commands/raw_input.md b/data/sessions/textedit-append-line/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..106a28142275a1f07819669617f46212eee1a80b
--- /dev/null
+++ b/data/sessions/textedit-append-line/commands/raw_input.md
@@ -0,0 +1,12 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-28 16:45:21 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-28T16:45:21.185Z | Moved cursor to at X=794, Y=218 |
+|    2 | 2026-07-28T16:45:25.663Z | Double-clicked at X=794, Y=218 |
+|    3 | 2026-07-28T16:45:46.618Z | Pressed: Cmd+Down |
+|    4 | 2026-07-28T16:45:50.480Z | Typed: appended line |
+|    5 | 2026-07-28T16:45:54.377Z | Pressed: return |
+|    6 | 2026-07-28T16:45:57.524Z | Pressed: Cmd+S |
diff --git a/data/sessions/textedit-append-line/memory.md b/data/sessions/textedit-append-line/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..0d46c965c840acd3db44fad0a1da9efd74a8597b
--- /dev/null
+++ b/data/sessions/textedit-append-line/memory.md
@@ -0,0 +1,72 @@
+# Memory: textedit-append-line
+
+## Overview
+
+Append a line to the end of an existing text file using a GUI editor. Use this when a line
+has to be added to a document that is being opened by pointing rather than by path. The
+route opens the file from the file manager, jumps the caret to the end of the document
+before typing — which is what keeps the new line from landing in the middle — types the
+line, ends it with Return, and saves. The recorded trace appends `appended line` to
+`notes.txt`.
+
+## Prerequisites
+
+- A desktop environment with a text editor, or a shell.
+- A text file that already exists and is writable. The append redirect creates a missing
+  file rather than failing, which turns a mistyped path into a new file instead of an
+  error.
+- The line's exact contents decided in advance, including capitalisation.
+- Knowledge of whether the file currently ends with a newline. If it does not, an appended
+  line joins onto the last existing one instead of starting its own.
+- Agreement on whether the result should end with a trailing newline. The editor route and
+  the shell route differ here unless one of them is adjusted to match.
+- Automatic text substitution turned off in the editor, where that route is used — it
+  rewrites typed characters silently.
+
+## Steps
+
+### Step 1 — Move-cursor at (794, 218)
+
+The task is to add a line to the end of an existing text file and save it, so the file has to be opened first. Move the cursor onto the `notes.txt` icon in the Finder window. Moving to the target and acting as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 1](vision/frames/step_0001_20260728_164521_at.webp)
+
+### Step 2 — Double-click at (794, 218)
+
+Move the cursor and Double-click `notes.txt` to open it. A double-click opens a file with whatever application owns its type, and on a stock system a plain-text file opens in TextEdit — no application is chosen anywhere in this task.
+
+![Step 2](vision/frames/step_0002_20260728_164525_at.webp)
+
+### Step 3 — Press: Cmd+Down
+
+Press ⌘↓ (Cmd+Down) to move the caret to the very end of the document. TextEdit places the caret at the start when a document opens, so typing straight away would insert the new text *above* the existing lines rather than after them. This is the step that makes the operation an append rather than a prepend.
+
+![Step 3](vision/frames/step_0003_20260728_164546_at.webp)
+
+### Step 4 — Type: appended line
+
+Type `appended line`. The caret sits at the end of `gamma`, which already ends in a line break, so the text starts on a line of its own rather than running on from the last word.
+
+![Step 4](vision/frames/step_0004_20260728_164550_at.webp)
+
+### Step 5 — Press: return
+
+After typing `appended line` Press Return to end the new line with a line break. This is deliberate rather than incidental: it leaves the file ending `gamma\nappended line\n`, which is byte-identical to what the shell twin's append produces. Omitting it would leave the file without a trailing newline and the two traces would no longer match.
+
+![Step 5](vision/frames/step_0005_20260728_164554_at.webp)
+
+### Step 6 — Press: Cmd+S
+
+Press ⌘S (Cmd+S) to write the change back into `notes.txt`. Until this point the added line exists only in the open document, which the `Edited` marker beside the file name in the title bar shows. The marker disappearing is the confirmation that the save completed — a plain-text save produces no dialog at all, so there is nothing else to watch for.
+
+![Step 6](vision/frames/step_0006_20260728_164557_at.webp)
+
+## Notes & Edge Cases
+
+1. Opening the file in an editor and appending from a shell reach the same end state by different means, and the difference is where the risk sits. The editor route shows the existing contents before anything is typed; the shell route can empty the file with a single wrong character and reports nothing.
+2. The caret has to be moved to the end of the document before typing. Opening a file does not put it there, and text typed at the caret's opening position is inserted into the middle of the file — which still saves cleanly and is not what was asked for.
+3. Whether the file already ends in a newline decides where the new text lands. Without one, the typed line joins the end of the last line rather than starting a new one, so the result is a longer final line rather than an appended one.
+4. The trailing newline after the typed text is a deliberate choice, not a formality. Whether the file ends with one decides what happens to the next thing appended to it, by either route.
+5. Nothing is written to disk until the save. The document holds the change and the window shows it, so the screen looking right is not evidence the file changed.
+6. The editor may apply automatic substitutions to typed text — capitalising a first letter, converting quotes and dashes — which silently changes what lands in the file. Where the exact bytes matter, check them rather than reading the window, and turn the substitutions off before typing.
+7. A double-click opens the file with whatever application is registered for its type, which is not necessarily the one intended. Where the editor matters, open it through the route that names the application.
diff --git a/data/sessions/textedit-append-line/metadata.json b/data/sessions/textedit-append-line/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4ebc7b151204d9f2f23ff63720ac7ee8d41eda7
--- /dev/null
+++ b/data/sessions/textedit-append-line/metadata.json
@@ -0,0 +1,116 @@
+{
+  "memory_name": "textedit-append-line",
+  "memory_description": "",
+  "session_id": "807d2f69-bb71-4cf6-984b-1a6e8514e261",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15.7.7",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.1",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.1",
+  "created_at": "2026-07-28T16:45:11.261653946Z",
+  "completed_at": "2026-07-28T16:46:10.111591262Z",
+  "total_steps": 6,
+  "annotated_steps": 6,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-28T16:45:21.185Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260728_164521_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260728_164521_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260728_164521_after.webp",
+      "raw_command": "Moved cursor to at X=794, Y=218",
+      "converted_command": "Move-cursor at (794, 218)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-28T16:45:25.663Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0002_20260728_164525_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260728_164525_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260728_164525_after.webp",
+      "raw_command": "Double-clicked at X=794, Y=218",
+      "converted_command": "Double-click at (794, 218)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-28T16:45:46.618Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260728_164546_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260728_164546_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260728_164546_after.webp",
+      "raw_command": "Pressed: Cmd+Down",
+      "converted_command": "Press: Cmd+Down"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-28T16:45:50.480Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260728_164550_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260728_164550_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260728_164550_after.webp",
+      "raw_command": "Typed: appended line",
+      "converted_command": "Type: appended line"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-28T16:45:54.377Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260728_164554_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260728_164554_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260728_164554_after.webp",
+      "raw_command": "Pressed: return",
+      "converted_command": "Press: return"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-28T16:45:57.524Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260728_164557_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260728_164557_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260728_164557_after.webp",
+      "raw_command": "Pressed: Cmd+S",
+      "converted_command": "Press: Cmd+S"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/textedit-append-line/reasoning/reasoning.jsonl b/data/sessions/textedit-append-line/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b94398375459523d623f63cceb73240151792f57
--- /dev/null
+++ b/data/sessions/textedit-append-line/reasoning/reasoning.jsonl
@@ -0,0 +1,6 @@
+{"step_id": 1, "timestamp_action": "2026-07-28T16:45:21.185Z", "timestamp_annotated": "2026-08-19T14:18:25.783916+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=794, Y=218", "converted_command": "Move-cursor at (794, 218)", "image_path": "vision/frames/step_0001_20260728_164521_at.webp", "reasoning": "The task is to add a line to the end of an existing text file and save it, so the file has to be opened first. Move the cursor onto the `notes.txt` icon in the Finder window. Moving to the target and acting as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-28T16:45:25.663Z", "timestamp_annotated": "2026-08-19T14:18:25.784366+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=794, Y=218", "converted_command": "Double-click at (794, 218)", "image_path": "vision/frames/step_0002_20260728_164525_at.webp", "reasoning": "Move the cursor and Double-click `notes.txt` to open it. A double-click opens a file with whatever application owns its type, and on a stock system a plain-text file opens in TextEdit — no application is chosen anywhere in this task.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-28T16:45:46.618Z", "timestamp_annotated": "2026-08-19T14:18:25.784812+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Down", "converted_command": "Press: Cmd+Down", "image_path": "vision/frames/step_0003_20260728_164546_at.webp", "reasoning": "Press ⌘↓ (Cmd+Down) to move the caret to the very end of the document. TextEdit places the caret at the start when a document opens, so typing straight away would insert the new text *above* the existing lines rather than after them. This is the step that makes the operation an append rather than a prepend.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-28T16:45:50.480Z", "timestamp_annotated": "2026-08-19T14:18:25.785234+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: appended line", "converted_command": "Type: appended line", "image_path": "vision/frames/step_0004_20260728_164550_at.webp", "reasoning": "Type `appended line`. The caret sits at the end of `gamma`, which already ends in a line break, so the text starts on a line of its own rather than running on from the last word.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-28T16:45:54.377Z", "timestamp_annotated": "2026-08-19T14:18:25.785676+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: return", "converted_command": "Press: return", "image_path": "vision/frames/step_0005_20260728_164554_at.webp", "reasoning": "After typing `appended line` Press Return to end the new line with a line break. This is deliberate rather than incidental: it leaves the file ending `gamma\\nappended line\\n`, which is byte-identical to what the shell twin's append produces. Omitting it would leave the file without a trailing newline and the two traces would no longer match.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-28T16:45:57.524Z", "timestamp_annotated": "2026-08-19T14:18:25.786163+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+S", "converted_command": "Press: Cmd+S", "image_path": "vision/frames/step_0006_20260728_164557_at.webp", "reasoning": "Press ⌘S (Cmd+S) to write the change back into `notes.txt`. Until this point the added line exists only in the open document, which the `Edited` marker beside the file name in the title bar shows. The marker disappearing is the confirmation that the save completed — a plain-text save produces no dialog at all, so there is nothing else to watch for.", "skipped": false}
diff --git a/data/sessions/textedit-append-line/sync_log.json b/data/sessions/textedit-append-line/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c0bdefdf808a65d177891b9611d90212f53fb67
--- /dev/null
+++ b/data/sessions/textedit-append-line/sync_log.json
@@ -0,0 +1,166 @@
+{
+  "session_id": "807d2f69-bb71-4cf6-984b-1a6e8514e261",
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+      "synced": true,
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+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-append-line/commands/converted_input.md",
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+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-append-line/vision/frames/step_0002_20260728_164525_after.webp",
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+    "error_message": "",
+    "execution_time_ms": 155,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-ec063c08-d8dc-4a5e-94b4-6c013532e385",
+    "success": true,
+    "timestamp": "2026-07-16T10:50:47.335Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-6529250b-3c65-4ab8-b20b-91d38a377aac",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 183,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: rm doc-colour.txt.bak",
+    "session_id": "conn-ec063c08-d8dc-4a5e-94b4-6c013532e385",
+    "success": true,
+    "timestamp": "2026-07-16T10:51:00.094Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-6529250b-3c65-4ab8-b20b-91d38a377aac",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 150,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-ec063c08-d8dc-4a5e-94b4-6c013532e385",
+    "success": true,
+    "timestamp": "2026-07-16T10:51:04.468Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-find-replace-2/commands/cc_commands.json b/data/sessions/textedit-find-replace-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..b3b92d8f80329922f112229419089fa053ebfb1b
--- /dev/null
+++ b/data/sessions/textedit-find-replace-2/commands/cc_commands.json
@@ -0,0 +1,47 @@
+[
+  {
+    "command": "934 1024 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type cd corpus-seed",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "type ls",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "type sed -i.bak s/colour/color/g doc-colour.txt",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "type rm doc-colour.txt.bak",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 9
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-find-replace-2/commands/converted_input.md b/data/sessions/textedit-find-replace-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..348da9dd5134b66fbc3ce0433f007dba3f21e60a
--- /dev/null
+++ b/data/sessions/textedit-find-replace-2/commands/converted_input.md
@@ -0,0 +1,15 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-16 10:49:04 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-16T10:49:04.382Z | Left-click at (934, 1024) |
+|    2 | 2026-07-16T10:49:15.815Z | Type: cd corpus-seed |
+|    3 | 2026-07-16T10:49:24.088Z | Press: Enter |
+|    4 | 2026-07-16T10:49:54.166Z | Type: ls |
+|    5 | 2026-07-16T10:50:02.157Z | Press: Enter |
+|    6 | 2026-07-16T10:50:43.308Z | Type: sed -i.bak s/colour/color/g doc-colour.txt |
+|    7 | 2026-07-16T10:50:47.335Z | Press: Enter |
+|    8 | 2026-07-16T10:51:00.094Z | Type: rm doc-colour.txt.bak |
+|    9 | 2026-07-16T10:51:04.468Z | Press: Enter |
diff --git a/data/sessions/textedit-find-replace-2/commands/raw_input.md b/data/sessions/textedit-find-replace-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..932d2a5b85e5d70d9276204930b714122f4667ed
--- /dev/null
+++ b/data/sessions/textedit-find-replace-2/commands/raw_input.md
@@ -0,0 +1,15 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-16 10:49:04 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-16T10:49:04.382Z | Left-clicked at X=934, Y=1024 |
+|    2 | 2026-07-16T10:49:15.815Z | Typed: cd corpus-seed |
+|    3 | 2026-07-16T10:49:24.088Z | Pressed: Return |
+|    4 | 2026-07-16T10:49:54.166Z | Typed: ls |
+|    5 | 2026-07-16T10:50:02.157Z | Pressed: Return |
+|    6 | 2026-07-16T10:50:43.308Z | Typed: sed -i.bak s/colour/color/g doc-colour.txt |
+|    7 | 2026-07-16T10:50:47.335Z | Pressed: Return |
+|    8 | 2026-07-16T10:51:00.094Z | Typed: rm doc-colour.txt.bak |
+|    9 | 2026-07-16T10:51:04.468Z | Pressed: Return |
diff --git a/data/sessions/textedit-find-replace-2/memory.md b/data/sessions/textedit-find-replace-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..837b25f7505455e05537cf2aff3a8833e4777440
--- /dev/null
+++ b/data/sessions/textedit-find-replace-2/memory.md
@@ -0,0 +1,122 @@
+# Memory: textedit-find-replace-2
+
+## Overview
+
+Replace every occurrence of one word with another throughout an existing plain-text file,
+from a shell, using an in-place `sed` substitution. This is the terminal route to the same
+end state as the editor-driven find-and-replace: the file keeps its name and location and
+holds the corrected text when the task finishes. Use it when a shell is available and a
+whole-file substitution is wanted without opening an editor — the whole change is one
+command, and it does not depend on finding the file in a window or on the editor's
+find bar. The recorded trace opens a terminal, moves into the directory holding
+`doc-colour.txt`, lists it to confirm the file is there, runs `sed -i.bak
+s/colour/color/g` over it, and removes the backup `sed` leaves behind.
+
+## Prerequisites
+
+- A desktop environment with a file manager and a text editor that has a find-and-replace
+  facility. On macOS this is Finder and TextEdit; TextEdit is the default application for
+  plain-text files on a stock system, so no application needs to be chosen explicitly.
+- A plain-text file that already exists and already contains the word to be replaced. The
+  search term must match what is in the file exactly, including case — a term that matches
+  nothing replaces nothing, and the operation reports success either way.
+- The name of the folder holding the file. The route searches for that folder by name
+  rather than navigating a fixed path, so the file's exact location on the machine does
+  not need to be known.
+- Write access to the file. The change is written back into the original file, not into a
+  copy, so a read-only or locked file fails at the save step rather than at the replace
+  step.
+- Contents that are safe to change in place. No backup copy is produced by this route, and
+  Replace All applies to the whole document in one action with no per-match confirmation.
+- Both spellings — the one being searched for and the one replacing it — decided before
+  starting. There is no per-match review, so an incorrect replacement word propagates to
+  every occurrence at once.
+
+## Steps
+
+### Step 1 — Left-click at (934, 1024)
+
+The task is to replace every occurrence of a word inside an existing text file, and a shell does that in a single command, so the first step is to open one. Find the Terminal icon located in dock, then move the cursor to the icon and Left-click to open it
+
+![Step 1](vision/frames/step_0001_20260716_104904_at.webp)
+
+### Step 2 — Type: cd corpus-seed
+
+Type `cd corpus-seed` to change into the directory holding the file. Moving into the directory first means the file can be named on its own later instead of by full path, which keeps the editing command short and makes the target unambiguous.
+
+![Step 2](vision/frames/step_0002_20260716_104915_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing Press Return to run the directory change command.
+
+![Step 3](vision/frames/step_0003_20260716_104924_at.webp)
+
+### Step 4 — Type: ls
+
+Type `ls` to list the directory contents. This confirms the file is present and named as expected before anything modifies it — a substitution against a missing or differently named file fails silently in the sense that nothing is changed, so always check first.
+
+![Step 4](vision/frames/step_0004_20260716_104954_at.webp)
+
+### Step 5 — Press: Enter
+
+Press Return to run the listing.
+
+![Step 5](vision/frames/step_0005_20260716_105002_at.webp)
+
+### Step 6 — Type: sed -i.bak s/colour/color/g doc-colour.txt
+
+Type the `sed` command that performs the replacement. `s/colour/color/g` substitutes `colour` with `color`, and the trailing `g` makes it apply to every occurrence on a line rather than only the first — without it a line containing the word twice would keep the second one. `-i.bak` edits the file in place and keeps the original as `doc-colour.txt.bak`, so the change is reversible until that backup is safe and isn't removed. The command is written without quotes around the expression because the actuation console cannot carry nested single quotes; unquoted works here because the expression contains no characters the shell would expand.
+
+![Step 6](vision/frames/step_0006_20260716_105043_at.webp)
+
+### Step 7 — Press: Enter
+
+Press Return to run the substitution.
+
+![Step 7](vision/frames/step_0007_20260716_105047_at.webp)
+
+### Step 8 — Type: rm doc-colour.txt.bak
+
+Type `rm doc-colour.txt.bak` to delete the backup `sed` just created. The task is to end with one edited file, so the leftover backup is removed — otherwise the directory holds an extra file the GUI take never produced and the two traces no longer match.
+
+![Step 8](vision/frames/step_0008_20260716_105100_at.webp)
+
+### Step 9 — Press: Enter
+
+Press Return to delete the backup.
+
+![Step 9](vision/frames/step_0009_20260716_105104_at.webp)
+
+## Notes & Edge Cases
+
+- When working in a terminal it is recommended to check the directory to verify its contents using the ls command if in macOS or Linux, because sometimes the file or a folder that needs to be worked on is assumed or misinformed by the user, it might lead to the task failure and the task might have to be redone which leads to increase in the number of steps taken to complete the task due to the initial failure or any failure at any point of the task. This is applicable to all types of terminal tasks.
+- When working on a file it is always recommended to use save as to save the file as a new copy of the file being worked on to avoid losing the original file. The original file should not be overwritten without user consent or explicit instruction.
+- **`sed -i` is not portable, and the difference is silent.** On BSD and macOS `-i`
+  requires a backup suffix as its argument; GNU `sed` treats `-i` with no suffix as
+  edit-in-place. Writing `sed -i s/a/b/ file` on macOS consumes the expression as the
+  suffix and then fails on a missing file argument. `-i.bak` is the form that works on
+  both.
+- **The trailing `g` is what makes the replacement whole-file.** Without it `sed`
+  substitutes only the first match on each line, so a line containing the word twice keeps
+  the second one. The task is a whole-document correction, so the flag is not optional.
+- **The backup is part of the end state unless it is removed.** `-i.bak` leaves a
+  `.bak` file beside the original. It is a real safety net while the change is unverified,
+  but it is also an extra file the editor route never produces, so the final step deletes
+  it — after the substitution has been confirmed, not before.
+- **Quoting the expression is normally right and is deliberately skipped here.** Quotes
+  around `s/…/…/g` protect it from the shell. It is safe to omit only because this
+  particular expression contains no character the shell expands. An expression containing
+  a space, `*`, `$` or `;` needs the quotes, and dropping them there silently changes what
+  `sed` receives.
+- **`sed` reports success when it matches nothing.** A case difference or a typo in the
+  search term produces exit status 0 and an unchanged file. Confirm the change from the
+  file's contents or its modification time, never from the command returning.
+- **A `cd` first makes the target unambiguous.** Naming the file relative to the current
+  directory is shorter than a full path, but only after the directory move has actually
+  happened — `cd` into a missing directory fails and leaves the shell where it was, so the
+  next command then operates somewhere else entirely.
+- **This task destroys its own starting condition.** The file ends holding the corrected
+  spelling, so a repeat run finds nothing to replace. Restore the file before running it
+  again.
+
diff --git a/data/sessions/textedit-find-replace-2/metadata.json b/data/sessions/textedit-find-replace-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..437d69a1387bcd38aa05c0e15177722aa2a90791
--- /dev/null
+++ b/data/sessions/textedit-find-replace-2/metadata.json
@@ -0,0 +1,152 @@
+{
+  "memory_name": "textedit-find-replace-2",
+  "memory_description": "",
+  "session_id": "ab6d1ca4-2790-490d-9e61-b9c277b3a38a",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-16T10:39:56.833507874Z",
+  "completed_at": "2026-07-16T10:52:07.249326187Z",
+  "total_steps": 9,
+  "annotated_steps": 9,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-16T10:49:04.382Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260716_104904_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260716_104904_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260716_104904_after.webp",
+      "raw_command": "Left-clicked at X=934, Y=1024",
+      "converted_command": "Left-click at (934, 1024)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-16T10:49:15.815Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260716_104915_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260716_104915_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260716_104915_after.webp",
+      "raw_command": "Typed: cd corpus-seed",
+      "converted_command": "Type: cd corpus-seed"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-16T10:49:24.088Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260716_104924_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260716_104924_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260716_104924_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-16T10:49:54.166Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260716_104954_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260716_104954_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260716_104954_after.webp",
+      "raw_command": "Typed: ls",
+      "converted_command": "Type: ls"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-16T10:50:02.157Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260716_105002_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260716_105002_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260716_105002_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-16T10:50:43.308Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0006_20260716_105043_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260716_105043_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260716_105043_after.webp",
+      "raw_command": "Typed: sed -i.bak s/colour/color/g doc-colour.txt",
+      "converted_command": "Type: sed -i.bak s/colour/color/g doc-colour.txt"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-16T10:50:47.335Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260716_105047_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260716_105047_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260716_105047_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-16T10:51:00.094Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0008_20260716_105100_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260716_105100_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260716_105100_after.webp",
+      "raw_command": "Typed: rm doc-colour.txt.bak",
+      "converted_command": "Type: rm doc-colour.txt.bak"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-16T10:51:04.468Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260716_105104_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260716_105104_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260716_105104_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/textedit-find-replace-2/reasoning/reasoning.jsonl b/data/sessions/textedit-find-replace-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ee9050e7eabaadf07af6a8caf62f72b521031178
--- /dev/null
+++ b/data/sessions/textedit-find-replace-2/reasoning/reasoning.jsonl
@@ -0,0 +1,9 @@
+{"step_id": 1, "timestamp_action": "2026-07-16T10:49:04.382Z", "timestamp_annotated": "2026-08-19T11:29:35.891671+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=934, Y=1024", "converted_command": "Left-click at (934, 1024)", "image_path": "vision/frames/step_0001_20260716_104904_at.webp", "reasoning": "The task is to replace every occurrence of a word inside an existing text file, and a shell does that in a single command, so the first step is to open one. Find the Terminal icon located in dock, then move the cursor to the icon and Left-click to open it", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-16T10:49:15.815Z", "timestamp_annotated": "2026-08-19T11:29:35.900630+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: cd corpus-seed", "converted_command": "Type: cd corpus-seed", "image_path": "vision/frames/step_0002_20260716_104915_at.webp", "reasoning": "Type `cd corpus-seed` to change into the directory holding the file. Moving into the directory first means the file can be named on its own later instead of by full path, which keeps the editing command short and makes the target unambiguous.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-16T10:49:24.088Z", "timestamp_annotated": "2026-08-19T11:29:35.901054+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260716_104924_at.webp", "reasoning": "After typing Press Return to run the directory change command.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-16T10:49:54.166Z", "timestamp_annotated": "2026-08-19T11:29:35.901425+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: ls", "converted_command": "Type: ls", "image_path": "vision/frames/step_0004_20260716_104954_at.webp", "reasoning": "Type `ls` to list the directory contents. This confirms the file is present and named as expected before anything modifies it — a substitution against a missing or differently named file fails silently in the sense that nothing is changed, so always check first.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-16T10:50:02.157Z", "timestamp_annotated": "2026-08-19T11:29:35.901912+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260716_105002_at.webp", "reasoning": "Press Return to run the listing.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-16T10:50:43.308Z", "timestamp_annotated": "2026-08-19T11:29:35.902337+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: sed -i.bak s/colour/color/g doc-colour.txt", "converted_command": "Type: sed -i.bak s/colour/color/g doc-colour.txt", "image_path": "vision/frames/step_0006_20260716_105043_at.webp", "reasoning": "Type the `sed` command that performs the replacement. `s/colour/color/g` substitutes `colour` with `color`, and the trailing `g` makes it apply to every occurrence on a line rather than only the first — without it a line containing the word twice would keep the second one. `-i.bak` edits the file in place and keeps the original as `doc-colour.txt.bak`, so the change is reversible until that backup is safe and isn't removed. The command is written without quotes around the expression because the actuation console cannot carry nested single quotes; unquoted works here because the expression contains no characters the shell would expand.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-16T10:50:47.335Z", "timestamp_annotated": "2026-08-19T11:29:35.903051+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0007_20260716_105047_at.webp", "reasoning": "Press Return to run the substitution.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-16T10:51:00.094Z", "timestamp_annotated": "2026-08-19T11:29:35.903666+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: rm doc-colour.txt.bak", "converted_command": "Type: rm doc-colour.txt.bak", "image_path": "vision/frames/step_0008_20260716_105100_at.webp", "reasoning": "Type `rm doc-colour.txt.bak` to delete the backup `sed` just created. The task is to end with one edited file, so the leftover backup is removed — otherwise the directory holds an extra file the GUI take never produced and the two traces no longer match.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-16T10:51:04.468Z", "timestamp_annotated": "2026-08-19T11:29:35.904210+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0009_20260716_105104_at.webp", "reasoning": "Press Return to delete the backup.", "skipped": false}
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new file mode 100644
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+    "success": true,
+    "timestamp": "2026-07-16T09:00:24.137Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 185,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 773,
+    "mouse_y": 144,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=773, Y=144",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T09:00:54.754Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 432,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Cmd+S",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T09:01:23.487Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 204,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 229,
+    "mouse_y": 90,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=229, Y=90",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T09:02:08.063Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-40d3b541-1191-4648-b4cb-7da16dac4bb7",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 243,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 526,
+    "mouse_y": 187,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=526, Y=187",
+    "session_id": "conn-ace0e3be-bfb7-4c60-a7a6-c63f567a7c5a",
+    "success": true,
+    "timestamp": "2026-07-16T09:02:13.795Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-find-replace/commands/cc_commands.json b/data/sessions/textedit-find-replace/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..c627e7a42c752f68a6655a364b1c442a20e36b51
--- /dev/null
+++ b/data/sessions/textedit-find-replace/commands/cc_commands.json
@@ -0,0 +1,77 @@
+[
+  {
+    "command": "619 1023 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "1421 188 left",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "type corpus-seed",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "762 308 double",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "762 308 double",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "press {Cmd+Option+F}",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "407 119 left",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "type colour",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "421 144 move",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "421 144 left",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "type color",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "773 144 left",
+    "os": "MACOS",
+    "step_id": 12
+  },
+  {
+    "command": "press {Cmd+S}",
+    "os": "MACOS",
+    "step_id": 13
+  },
+  {
+    "command": "229 90 left",
+    "os": "MACOS",
+    "step_id": 14
+  },
+  {
+    "command": "526 187 left",
+    "os": "MACOS",
+    "step_id": 15
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-find-replace/commands/converted_input.md b/data/sessions/textedit-find-replace/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..bc6fb54bc3d2606d7b8a860bb199d523ea3d31b6
--- /dev/null
+++ b/data/sessions/textedit-find-replace/commands/converted_input.md
@@ -0,0 +1,21 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-16 08:56:40 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-16T08:56:40.464Z | Left-click at (619, 1023) |
+|    2 | 2026-07-16T08:57:02.563Z | Left-click at (1421, 188) |
+|    3 | 2026-07-16T08:57:15.574Z | Type: corpus-seed |
+|    4 | 2026-07-16T08:58:00.278Z | Double-click at (762, 308) |
+|    5 | 2026-07-16T08:58:06.336Z | Double-click at (762, 308) |
+|    6 | 2026-07-16T08:59:09.535Z | Press: Cmd+Option+F |
+|    7 | 2026-07-16T08:59:36.442Z | Left-click at (407, 119) |
+|    8 | 2026-07-16T08:59:42.739Z | Type: colour |
+|    9 | 2026-07-16T09:00:08.774Z | Move-cursor at (421, 144) |
+|   10 | 2026-07-16T09:00:14.518Z | Left-click at (421, 144) |
+|   11 | 2026-07-16T09:00:24.137Z | Type: color |
+|   12 | 2026-07-16T09:00:54.754Z | Left-click at (773, 144) |
+|   13 | 2026-07-16T09:01:23.487Z | Press: Cmd+S |
+|   14 | 2026-07-16T09:02:08.063Z | Left-click at (229, 90) |
+|   15 | 2026-07-16T09:02:13.795Z | Left-click at (526, 187) |
diff --git a/data/sessions/textedit-find-replace/commands/raw_input.md b/data/sessions/textedit-find-replace/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..8db4a05443976a89abfdadd71d7b5c9843b01641
--- /dev/null
+++ b/data/sessions/textedit-find-replace/commands/raw_input.md
@@ -0,0 +1,21 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-16 08:56:40 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-16T08:56:40.464Z | Left-clicked at X=619, Y=1023 |
+|    2 | 2026-07-16T08:57:02.563Z | Left-clicked at X=1421, Y=188 |
+|    3 | 2026-07-16T08:57:15.574Z | Typed: corpus-seed |
+|    4 | 2026-07-16T08:58:00.278Z | Double-clicked at X=762, Y=308 |
+|    5 | 2026-07-16T08:58:06.336Z | Double-clicked at X=762, Y=308 |
+|    6 | 2026-07-16T08:59:09.535Z | Pressed: Cmd+Option+F |
+|    7 | 2026-07-16T08:59:36.442Z | Left-clicked at X=407, Y=119 |
+|    8 | 2026-07-16T08:59:42.739Z | Typed: colour |
+|    9 | 2026-07-16T09:00:08.774Z | Moved cursor to at X=421, Y=144 |
+|   10 | 2026-07-16T09:00:14.518Z | Left-clicked at X=421, Y=144 |
+|   11 | 2026-07-16T09:00:24.137Z | Typed: color |
+|   12 | 2026-07-16T09:00:54.754Z | Left-clicked at X=773, Y=144 |
+|   13 | 2026-07-16T09:01:23.487Z | Pressed: Cmd+S |
+|   14 | 2026-07-16T09:02:08.063Z | Left-clicked at X=229, Y=90 |
+|   15 | 2026-07-16T09:02:13.795Z | Left-clicked at X=526, Y=187 |
diff --git a/data/sessions/textedit-find-replace/memory.md b/data/sessions/textedit-find-replace/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..9435f5fa1e5a6381d64ad22df676b93bc9e91984
--- /dev/null
+++ b/data/sessions/textedit-find-replace/memory.md
@@ -0,0 +1,173 @@
+# Memory: textedit-find-replace
+
+## Overview
+
+Replace every occurrence of one word with another throughout an existing plain-text file
+and save the change back into the same file, using TextEdit's Find and Replace bar. Use
+this when a document needs a whole-document correction — a spelling variant, a renamed
+term, a changed label — rather than a single edit at a known position, and when the file
+should keep its name and location rather than being saved as a new copy. The route is
+Finder search to locate the file, double-click to open it in the default text editor,
+⌥⌘F for the Find and Replace bar, Replace All, then ⌘S.
+
+## Prerequisites
+
+- A desktop environment with a file manager and a text editor that has a find-and-replace
+  facility. On macOS this is Finder and TextEdit; TextEdit is the default application for
+  plain-text files on a stock system, so no application needs to be chosen explicitly.
+- A plain-text file that already exists and already contains the word to be replaced. The
+  search term must match what is in the file exactly, including case — a term that matches
+  nothing replaces nothing, and the operation reports success either way.
+- The name of the folder holding the file. The route searches for that folder by name
+  rather than navigating a fixed path, so the file's exact location on the machine does
+  not need to be known.
+- Write access to the file. The change is written back into the original file, not into a
+  copy, so a read-only or locked file fails at the save step rather than at the replace
+  step.
+- Contents that are safe to change in place. No backup copy is produced by this route, and
+  Replace All applies to the whole document in one action with no per-match confirmation.
+- Both spellings — the one being searched for and the one replacing it — decided before
+  starting. There is no per-match review, so an incorrect replacement word propagates to
+  every occurrence at once.
+
+## Steps
+
+### Step 1 — Left-click at (619, 1023)
+
+The task is to replace a word throughout an existing text file and save it, so the file has to be located first. The desktop is empty with no window open, so start from the Dock: find the Finder icon and left-click it to open a Finder window.
+
+![Step 1](vision/frames/step_0001_20260716_085640_at.webp)
+
+### Step 2 — Left-click at (1421, 188)
+
+Finder opens on Recents by default, which is empty, so the folder holding the file has to be found rather than browsed to. Left-click the search field at the right of the Finder toolbar to put the cursor in it, so the folder can be searched for by name instead of clicked through the folder tree.
+
+![Step 2](vision/frames/step_0002_20260716_085702_at.webp)
+
+### Step 3 — Type: corpus-seed
+
+Type the name of the folder that holds the file. Searching by name works regardless of where the folder actually sits on the machine, which makes it more dependable than navigating to a fixed path. The search runs across This Mac and returns the corpus-seed folder as the only match.
+
+![Step 3](vision/frames/step_0003_20260716_085715_at.webp)
+
+### Step 4 — Double-click at (762, 308)
+
+After the search completes the corpus-seed folder appears in the search result. Move the cursor and Double-click the corpus-seed folder in the search results to open it.
+
+![Step 4](vision/frames/step_0004_20260716_085800_at.webp)
+
+### Step 5 — Double-click at (762, 308)
+
+The results view is replaced by the folder's contents — the text file to be edited, a docs folder, and an image. Move the cursor and Double-click doc-colour.txt to open it. This is the same screen position as the previous step, but the view beneath the cursor has changed from the search results to the folder's contents, so the same point now falls on the text file rather than on the folder. A double-click opens a file with whatever application is assigned to its type, and for a plain text file on a stock system that is TextEdit. The document opens showing five lines, each containing the word colour. spelt as it appears in the file — a search term that does not match anything exactly would replace nothing.
+
+![Step 5](vision/frames/step_0005_20260716_085806_at.webp)
+
+### Step 6 — Press: Cmd+Option+F
+
+Press Cmd+Option+F to open the Find and Replace bar. Cmd+F on its own opens only a Find field, which locates the word but cannot change it, so the combination that includes Replace is what task needs. Two fields appear beneath the title bar with the Replace checkbox already ticked, and the caret lands in the lower Replace field rather than in Find.
+
+![Step 6](vision/frames/step_0006_20260716_085909_at.webp)
+
+### Step 7 — Left-click at (407, 119)
+
+After the Find and replace opens Left-click the Find field, the upper of the two fields. The caret was left in the Replace field when the bar opened, so typing straight away would put the search word in the wrong place. Clicking here moves the caret into Find, which the highlight around the field confirms.
+
+![Step 7](vision/frames/step_0007_20260716_085936_at.webp)
+
+### Step 8 — Type: colour
+
+Type color, the word that will take the place of every match. Nothing in the document changes yet — the two fields only describe the replacement, and it is applied when one of the replace buttons is pressed. This is the point to check both spellings against each other, because the change is applied to the whole document at once.
+
+![Step 8](vision/frames/step_0008_20260716_085942_at.webp)
+
+### Step 9 — Move-cursor at (421, 144)
+
+After typing move the cursor onto the Replace field, the lower of the two fields. Moving to the target first and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.
+
+![Step 9](vision/frames/step_0009_20260716_090008_at.webp)
+
+### Step 10 — Left-click at (421, 144)
+
+Left-click the Replace field to move the caret into it. The caret is still in the Find field after typing the search word, so it has to be moved before the replacement word can be entered. The highlight moves to the Replace field.
+
+![Step 10](vision/frames/step_0010_20260716_090014_at.webp)
+
+### Step 11 — Type: color
+
+Type color, the word that will take the place of every match. Nothing in the document changes — the two fields only describe the replacement, and it is applied when one of the replace buttons is pressed. At this point check both spellings against each other, because the change is applied to the whole document at once.
+
+![Step 11](vision/frames/step_0011_20260716_090024_at.webp)
+
+### Step 12 — Left-click at (773, 144)
+
+Move the cursor to All and Left-click, the right-hand half of the Replace and All control. Replace on its own changes one match at a time, whereas All applies the change to every match in the document in a single action for whole-document correction. All five lines now read color, the field shows a count of 5 replacements, and Edited appears beside the file name in the title bar, meaning the changes exist only in the open document and not yet in the file on disk.
+
+![Step 12](vision/frames/step_0012_20260716_090054_at.webp)
+
+### Step 13 — Press: Cmd+S
+
+Press Cmd+S to save. TextEdit writes the replaced text into doc-colour.txt itself, so the original file now carries the corrected spelling and no separate copy is produced. The Edited marker disappearing from the title bar is the confirmation that the save completed, and it is recommended to check for, because closing the window while it is still shown would lose the change.
+
+![Step 13](vision/frames/step_0013_20260716_090123_at.webp)
+
+### Step 14 — Left-click at (229, 90)
+
+The file is saved and the document is no longer needed, so move the cursor to red close button at the top-left of the TextEdit window and left-click to close it. This closes the window only; TextEdit itself keeps running, which the indicator dot beneath its Dock icon shows.
+
+![Step 14](vision/frames/step_0014_20260716_090208_at.webp)
+
+### Step 15 — Left-click at (526, 187)
+
+The Finder window used to find the file is still open behind it. Left-click its red close button to close it too, leaving the desktop as it was before the task started.
+
+![Step 15](vision/frames/step_0015_20260716_090213_at.webp)
+
+## Notes & Edge Cases
+
+- **⌘F is not enough.** ⌘F opens a Find field only, which locates matches but cannot
+  change them. The Find *and Replace* bar is ⌥⌘F. Pressing ⌘F and then hunting for a
+  Replace control is the common wrong turn.
+- **The caret lands in the wrong field when the bar opens.** With Replace already ticked,
+  ⌥⌘F leaves the caret in the lower *Replace* field, not in *Find*. Typing straight away
+  puts the search term in the replacement slot. Click the upper field first and confirm
+  the highlight moved before typing.
+- **Replace vs. Replace All.** Replace changes one match and advances; All changes every
+  match in one action. Only All satisfies a whole-document correction. The control is a
+  split button, so clicking its left half does something different from clicking its right
+  half.
+- **The replacement count is the confirmation signal.** After Replace All the bar reports
+  how many replacements were made. A count of zero means the search term matched nothing —
+  usually a case or spelling difference — and the document is unchanged. Read the count
+  rather than assuming the action worked.
+- **`Edited` in the title bar means the file on disk is still unchanged.** Replace All
+  changes the open document only. Until ⌘S completes, the corrected text exists only in
+  memory, and closing the window at that point offers to discard it.
+- **The `Edited` marker disappearing is the save confirmation.** Watch for that rather
+  than for a dialog — a plain-text save produces no dialog at all.
+- **The file is edited in place.** No `.bak` and no separate copy is produced. The
+  command-line equivalent of this task uses `sed -i.bak`, which does leave a backup and
+  then has to delete it; this route has no equivalent step because there is nothing to
+  clean up.
+- **Searching for the folder beats navigating to it.** Finder opens on Recents, which is
+  empty here. Typing the folder name into the toolbar search field finds it wherever it
+  sits, which is why the route does not depend on a fixed path.
+- **The same screen coordinate can mean two different things one step apart.** Steps 4 and
+  5 double-click the identical point: the first opens the folder from the search results,
+  the second opens the file that has replaced it in that row. Read what is under the cursor
+  now, not what was there a moment ago.
+- **A double-click opens with whatever application owns the file type.** No application is
+  chosen anywhere in this trace. On a machine where a different editor owns `.txt`, the
+  route diverges from step 6 onward.
+- **Closing the window does not quit the application.** The red close button closes the
+  document window; TextEdit keeps running, shown by the indicator dot under its Dock icon.
+  Quitting would be ⌘Q, which this task does not need.
+- **Automatic text substitution can corrupt what is typed.** macOS capitalises and
+  substitutes as you type by default, which can silently alter a search or replacement
+  term. Check the text that appears in the field rather than trusting the keystrokes.
+- **The capture records actuation, not effect.** Every step proves a keystroke or click was
+  sent, nothing more. Confirm each one landed from a self-reporting signal — the field
+  highlight moving, the replacement count, the `Edited` marker — never from the fact that
+  the command was issued.
+- **This task destroys its own starting condition.** The file is left holding the corrected
+  spelling, so a later run that expects the original word finds nothing to replace. Restore
+  the file before repeating the task.
diff --git a/data/sessions/textedit-find-replace/metadata.json b/data/sessions/textedit-find-replace/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..aca49cbffb7c821c57d56edbeb2e7f542903f579
--- /dev/null
+++ b/data/sessions/textedit-find-replace/metadata.json
@@ -0,0 +1,230 @@
+{
+  "memory_name": "textedit-find-replace",
+  "memory_description": "",
+  "session_id": "aaf5b6de-fb13-4cb9-9f08-b72864a4cf4e",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-16T08:03:56.136659476Z",
+  "completed_at": "2026-07-16T09:03:05.006874748Z",
+  "total_steps": 15,
+  "annotated_steps": 15,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-16T08:56:40.464Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260716_085640_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260716_085640_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260716_085640_after.webp",
+      "raw_command": "Left-clicked at X=619, Y=1023",
+      "converted_command": "Left-click at (619, 1023)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-16T08:57:02.563Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0002_20260716_085702_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260716_085702_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260716_085702_after.webp",
+      "raw_command": "Left-clicked at X=1421, Y=188",
+      "converted_command": "Left-click at (1421, 188)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-16T08:57:15.574Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0003_20260716_085715_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260716_085715_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260716_085715_after.webp",
+      "raw_command": "Typed: corpus-seed",
+      "converted_command": "Type: corpus-seed"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-16T08:58:00.278Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0004_20260716_085800_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260716_085800_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260716_085800_after.webp",
+      "raw_command": "Double-clicked at X=762, Y=308",
+      "converted_command": "Double-click at (762, 308)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-16T08:58:06.336Z",
+      "action_type": "mouse",
+      "action_subtype": "double",
+      "image_path": "vision/frames/step_0005_20260716_085806_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260716_085806_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260716_085806_after.webp",
+      "raw_command": "Double-clicked at X=762, Y=308",
+      "converted_command": "Double-click at (762, 308)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-16T08:59:09.535Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0006_20260716_085909_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260716_085909_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260716_085909_after.webp",
+      "raw_command": "Pressed: Cmd+Option+F",
+      "converted_command": "Press: Cmd+Option+F"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-16T08:59:36.442Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260716_085936_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260716_085936_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260716_085936_after.webp",
+      "raw_command": "Left-clicked at X=407, Y=119",
+      "converted_command": "Left-click at (407, 119)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-16T08:59:42.739Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0008_20260716_085942_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260716_085942_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260716_085942_after.webp",
+      "raw_command": "Typed: colour",
+      "converted_command": "Type: colour"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-16T09:00:08.774Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0009_20260716_090008_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260716_090008_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260716_090008_after.webp",
+      "raw_command": "Moved cursor to at X=421, Y=144",
+      "converted_command": "Move-cursor at (421, 144)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-16T09:00:14.518Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260716_090014_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260716_090014_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260716_090014_after.webp",
+      "raw_command": "Left-clicked at X=421, Y=144",
+      "converted_command": "Left-click at (421, 144)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-16T09:00:24.137Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0011_20260716_090024_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260716_090024_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260716_090024_after.webp",
+      "raw_command": "Typed: color",
+      "converted_command": "Type: color"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-16T09:00:54.754Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0012_20260716_090054_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260716_090054_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260716_090054_after.webp",
+      "raw_command": "Left-clicked at X=773, Y=144",
+      "converted_command": "Left-click at (773, 144)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-16T09:01:23.487Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0013_20260716_090123_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0013_20260716_090123_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260716_090123_after.webp",
+      "raw_command": "Pressed: Cmd+S",
+      "converted_command": "Press: Cmd+S"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-16T09:02:08.063Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0014_20260716_090208_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0014_20260716_090208_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260716_090208_after.webp",
+      "raw_command": "Left-clicked at X=229, Y=90",
+      "converted_command": "Left-click at (229, 90)"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-16T09:02:13.795Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0015_20260716_090213_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0015_20260716_090213_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260716_090213_after.webp",
+      "raw_command": "Left-clicked at X=526, Y=187",
+      "converted_command": "Left-click at (526, 187)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/textedit-find-replace/reasoning/reasoning.jsonl b/data/sessions/textedit-find-replace/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8e764616821b854b31c61aee80e29288e5a7c502
--- /dev/null
+++ b/data/sessions/textedit-find-replace/reasoning/reasoning.jsonl
@@ -0,0 +1,15 @@
+{"step_id": 1, "timestamp_action": "2026-07-16T08:56:40.464Z", "timestamp_annotated": "2026-08-15T04:50:44.346106+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=619, Y=1023", "converted_command": "Left-click at (619, 1023)", "image_path": "vision/frames/step_0001_20260716_085640_at.webp", "reasoning": "The task is to replace a word throughout an existing text file and save it, so the file has to be located first. The desktop is empty with no window open, so start from the Dock: find the Finder icon and left-click it to open a Finder window.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-16T08:57:02.563Z", "timestamp_annotated": "2026-08-15T05:37:06.828466+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1421, Y=188", "converted_command": "Left-click at (1421, 188)", "image_path": "vision/frames/step_0002_20260716_085702_at.webp", "reasoning": "Finder opens on Recents by default, which is empty, so the folder holding the file has to be found rather than browsed to. Left-click the search field at the right of the Finder toolbar to put the cursor in it, so the folder can be searched for by name instead of clicked through the folder tree.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-16T08:57:15.574Z", "timestamp_annotated": "2026-08-15T05:39:20.111375+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: corpus-seed", "converted_command": "Type: corpus-seed", "image_path": "vision/frames/step_0003_20260716_085715_at.webp", "reasoning": "Type the name of the folder that holds the file. Searching by name works regardless of where the folder actually sits on the machine, which makes it more dependable than navigating to a fixed path. The search runs across This Mac and returns the corpus-seed folder as the only match.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-16T08:58:00.278Z", "timestamp_annotated": "2026-08-15T05:47:42.720814+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=762, Y=308", "converted_command": "Double-click at (762, 308)", "image_path": "vision/frames/step_0004_20260716_085800_at.webp", "reasoning": "After the search completes the corpus-seed folder appears in the search result. Move the cursor and Double-click the corpus-seed folder in the search results to open it.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-16T08:58:06.336Z", "timestamp_annotated": "2026-08-15T06:11:40.492999+00:00", "action_type": "mouse", "action_subtype": "double", "raw_command": "Double-clicked at X=762, Y=308", "converted_command": "Double-click at (762, 308)", "image_path": "vision/frames/step_0005_20260716_085806_at.webp", "reasoning": "The results view is replaced by the folder's contents — the text file to be edited, a docs folder, and an image. Move the cursor and Double-click doc-colour.txt to open it. This is the same screen position as the previous step, but the view beneath the cursor has changed from the search results to the folder's contents, so the same point now falls on the text file rather than on the folder. A double-click opens a file with whatever application is assigned to its type, and for a plain text file on a stock system that is TextEdit. The document opens showing five lines, each containing the word colour. spelt as it appears in the file — a search term that does not match anything exactly would replace nothing.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-16T08:59:09.535Z", "timestamp_annotated": "2026-08-15T06:22:42.977939+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+Option+F", "converted_command": "Press: Cmd+Option+F", "image_path": "vision/frames/step_0006_20260716_085909_at.webp", "reasoning": "Press Cmd+Option+F to open the Find and Replace bar. Cmd+F on its own opens only a Find field, which locates the word but cannot change it, so the combination that includes Replace is what task needs. Two fields appear beneath the title bar with the Replace checkbox already ticked, and the caret lands in the lower Replace field rather than in Find.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-16T08:59:36.442Z", "timestamp_annotated": "2026-08-15T06:27:25.590449+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=407, Y=119", "converted_command": "Left-click at (407, 119)", "image_path": "vision/frames/step_0007_20260716_085936_at.webp", "reasoning": "After the Find and replace opens Left-click the Find field, the upper of the two fields. The caret was left in the Replace field when the bar opened, so typing straight away would put the search word in the wrong place. Clicking here moves the caret into Find, which the highlight around the field confirms.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-16T08:59:42.739Z", "timestamp_annotated": "2026-08-15T06:33:48.035751+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: colour", "converted_command": "Type: colour", "image_path": "vision/frames/step_0008_20260716_085942_at.webp", "reasoning": "Type color, the word that will take the place of every match. Nothing in the document changes yet — the two fields only describe the replacement, and it is applied when one of the replace buttons is pressed. This is the point to check both spellings against each other, because the change is applied to the whole document at once.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-16T09:00:08.774Z", "timestamp_annotated": "2026-08-16T08:43:50.813216+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=421, Y=144", "converted_command": "Move-cursor at (421, 144)", "image_path": "vision/frames/step_0009_20260716_090008_at.webp", "reasoning": "After typing move the cursor onto the Replace field, the lower of the two fields. Moving to the target first and clicking as a separate step is more dependable than a combined move-and-click, which sometimes reaches the position without the click registering.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-16T09:00:14.518Z", "timestamp_annotated": "2026-08-16T08:44:32.746405+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=421, Y=144", "converted_command": "Left-click at (421, 144)", "image_path": "vision/frames/step_0010_20260716_090014_at.webp", "reasoning": "Left-click the Replace field to move the caret into it. The caret is still in the Find field after typing the search word, so it has to be moved before the replacement word can be entered. The highlight moves to the Replace field.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-16T09:00:24.137Z", "timestamp_annotated": "2026-08-16T08:45:53.625545+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: color", "converted_command": "Type: color", "image_path": "vision/frames/step_0011_20260716_090024_at.webp", "reasoning": "Type color, the word that will take the place of every match. Nothing in the document changes — the two fields only describe the replacement, and it is applied when one of the replace buttons is pressed. At this point check both spellings against each other, because the change is applied to the whole document at once.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-16T09:00:54.754Z", "timestamp_annotated": "2026-08-16T08:48:25.993692+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=773, Y=144", "converted_command": "Left-click at (773, 144)", "image_path": "vision/frames/step_0012_20260716_090054_at.webp", "reasoning": "Move the cursor to All and Left-click, the right-hand half of the Replace and All control. Replace on its own changes one match at a time, whereas All applies the change to every match in the document in a single action for whole-document correction. All five lines now read color, the field shows a count of 5 replacements, and Edited appears beside the file name in the title bar, meaning the changes exist only in the open document and not yet in the file on disk.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-16T09:01:23.487Z", "timestamp_annotated": "2026-08-16T08:49:14.024305+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+S", "converted_command": "Press: Cmd+S", "image_path": "vision/frames/step_0013_20260716_090123_at.webp", "reasoning": "Press Cmd+S to save. TextEdit writes the replaced text into doc-colour.txt itself, so the original file now carries the corrected spelling and no separate copy is produced. The Edited marker disappearing from the title bar is the confirmation that the save completed, and it is recommended to check for, because closing the window while it is still shown would lose the change.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-16T09:02:08.063Z", "timestamp_annotated": "2026-08-16T08:50:48.157349+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=229, Y=90", "converted_command": "Left-click at (229, 90)", "image_path": "vision/frames/step_0014_20260716_090208_at.webp", "reasoning": "The file is saved and the document is no longer needed, so move the cursor to red close button at the top-left of the TextEdit window and left-click to close it. This closes the window only; TextEdit itself keeps running, which the indicator dot beneath its Dock icon shows.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-16T09:02:13.795Z", "timestamp_annotated": "2026-08-16T08:52:22.686930+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=526, Y=187", "converted_command": "Left-click at (526, 187)", "image_path": "vision/frames/step_0015_20260716_090213_at.webp", "reasoning": "The Finder window used to find the file is still open behind it. Left-click its red close button to close it too, leaving the desktop as it was before the task started.", "skipped": false}
diff --git a/data/sessions/textedit-find-replace/sync_log.json b/data/sessions/textedit-find-replace/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..ddbfc8f74b8ded9c0b440ffb579b8941b83f1072
--- /dev/null
+++ b/data/sessions/textedit-find-replace/sync_log.json
@@ -0,0 +1,369 @@
+{
+  "session_id": "aaf5b6de-fb13-4cb9-9f08-b72864a4cf4e",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-find-replace/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-find-replace/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-find-replace/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
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+    "commands/cc_commands.json": {
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-find-replace/commands/cc_commands.json",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-find-replace/vision/frames/step_0001_20260716_085640_before.webp",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-find-replace/vision/frames/step_0003_20260716_085715_after.webp",
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index 0000000000000000000000000000000000000000..47ea07119dce66423bfb0057423c16f65b8e91d9
--- /dev/null
+++ b/data/sessions/textedit-find-replace/vision/frames/step_0015_20260716_090213_before.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da8a366b3838f5f008ee209155af3c59fdd55d5ec1dd9b6b26ab1ff484c1edc0
+size 539016
diff --git a/data/sessions/textedit-new-saveas-2/commands/actuation_commands.json b/data/sessions/textedit-new-saveas-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..094c84c6e1346ac54a18ed5871a150a901167cfe
--- /dev/null
+++ b/data/sessions/textedit-new-saveas-2/commands/actuation_commands.json
@@ -0,0 +1,90 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-b425e19a-f232-4e4b-acf8-5794966406a1",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 256,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 942,
+    "mouse_y": 1032,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=942, Y=1032",
+    "session_id": "conn-d81e2ca7-8a61-4872-b27d-e0c48c669545",
+    "success": true,
+    "timestamp": "2026-07-22T08:09:14.186Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-b425e19a-f232-4e4b-acf8-5794966406a1",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 645,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Typed: printf \"Title\\nDate\\nstatus: open\" > ~/Documents/readme.txt",
+    "session_id": "conn-d81e2ca7-8a61-4872-b27d-e0c48c669545",
+    "success": true,
+    "timestamp": "2026-07-22T08:09:22.383Z",
+    "command_repaired": {
+      "field": [
+        "raw_command",
+        "converted_command"
+      ],
+      "original_raw_command": "Typed: printf \\",
+      "original_converted_command": "Type: printf \\",
+      "reason": "Control-Center <=1.0.0 truncated a typed command at the first double quote when storing it. The keystrokes actuated correctly and the artifact on disk is byte-exact; only the stored record was damaged. Fixed in Control-Center 1.2.2.",
+      "recovered_from": "vision/frames/step_0003_20260722_080943_before.webp",
+      "recovery_method": "The zsh prompt in the step-3 before-frame shows the full command line as typed.",
+      "repaired_on": "2026-08-17"
+    }
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-b425e19a-f232-4e4b-acf8-5794966406a1",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 154,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "MACOS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-d81e2ca7-8a61-4872-b27d-e0c48c669545",
+    "success": true,
+    "timestamp": "2026-07-22T08:09:43.842Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-b425e19a-f232-4e4b-acf8-5794966406a1",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 270,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 586,
+    "mouse_y": 132,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=586, Y=132",
+    "session_id": "conn-d81e2ca7-8a61-4872-b27d-e0c48c669545",
+    "success": true,
+    "timestamp": "2026-07-22T08:10:08.881Z"
+  }
+]
diff --git a/data/sessions/textedit-new-saveas-2/commands/cc_commands.json b/data/sessions/textedit-new-saveas-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ab19bd1f0f9f1b9c73dc4c6979bd954cf3a47551
--- /dev/null
+++ b/data/sessions/textedit-new-saveas-2/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "942 1032 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type printf \"Title\\nDate\\nstatus: open\" > ~/Documents/readme.txt",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "586 132 left",
+    "os": "MACOS",
+    "step_id": 4
+  }
+]
diff --git a/data/sessions/textedit-new-saveas-2/commands/converted_input.md b/data/sessions/textedit-new-saveas-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..0147d8136c47b4907a1ed340bd97235da671e073
--- /dev/null
+++ b/data/sessions/textedit-new-saveas-2/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-22 08:09:14 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-22T08:09:14.186Z | Left-click at (942, 1032) |
+|    2 | 2026-07-22T08:09:22.383Z | Type: printf "Title\nDate\nstatus: open" > ~/Documents/readme.txt |
+|    3 | 2026-07-22T08:09:43.842Z | Press: Enter |
+|    4 | 2026-07-22T08:10:08.881Z | Left-click at (586, 132) |
diff --git a/data/sessions/textedit-new-saveas-2/commands/raw_input.md b/data/sessions/textedit-new-saveas-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..4be5559192ac7b67e1476bc60b229f24f5655320
--- /dev/null
+++ b/data/sessions/textedit-new-saveas-2/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-22 08:09:14 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-22T08:09:14.186Z | Left-clicked at X=942, Y=1032 |
+|    2 | 2026-07-22T08:09:22.383Z | Typed: printf "Title\nDate\nstatus: open" > ~/Documents/readme.txt |
+|    3 | 2026-07-22T08:09:43.842Z | Pressed: Return |
+|    4 | 2026-07-22T08:10:08.881Z | Left-clicked at X=586, Y=132 |
diff --git a/data/sessions/textedit-new-saveas-2/memory.md b/data/sessions/textedit-new-saveas-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..0887feac57503dcae369a24a9d0cf7727883aea8
--- /dev/null
+++ b/data/sessions/textedit-new-saveas-2/memory.md
@@ -0,0 +1,81 @@
+# Memory: textedit-new-saveas-2
+
+## Overview
+
+Create a small plain-text file with known contents directly from a shell, using `printf`
+and a redirect, without opening an editor. Use this as the terminal route to the same end
+state as the editor task: one command creates the file and writes all of its lines. It is
+the shorter route whenever a shell is available and the contents are known in advance. The
+recorded trace opens a terminal, runs `printf "Title\nDate\nstatus: open" >
+~/Documents/readme.txt`, and closes the window.
+
+## Prerequisites
+
+- A desktop environment with a plain-text editor, and a way to launch an application by
+  name rather than by clicking an icon — the editor is not assumed to be on the Dock or
+  taskbar. A shell is the alternative route and needs neither.
+- The full contents decided before starting, including capitalisation and line breaks.
+  Nothing in this task reads the text back to check it, so a wrong character is carried
+  into the file unnoticed.
+- A destination directory that exists and is writable, and a file name that does not
+  already exist there. Both routes overwrite an existing file of the same name without
+  asking — the shell redirect truncates it, and the editor's save panel replaces it after
+  a confirmation that is easy to accept by reflex.
+- Automatic text substitution turned off in the editor, if the environment provides it.
+  Automatic capitalisation, quote and dash substitution rewrite typed characters silently,
+  which changes the bytes on disk without changing anything visible in the window.
+- The editor configured to open a blank document on launch and to default to plain text,
+  where that is configurable. A rich-text default writes a different file format under the
+  same name.
+
+## Steps
+
+### Step 1 — Left-click at (942, 1032)
+
+The task is to create a small text file holding three known lines, which a shell can write directly without opening an editor, so the first move is to open one. Left-click the Terminal icon in the Dock.
+
+![Step 1](vision/frames/step_0001_20260722_080914_at.webp)
+
+### Step 2 — Type: printf "Title\nDate\nstatus: open" > ~/Documents/readme.txt
+
+Type a `printf` command that writes the three-line block straight to the file. `printf` is used rather than `echo` because it interprets `\n` as a line break reliably, which is what turns one typed line into three lines in the file. The `>` redirect creates the file and writes to it in one action, so no editor is involved. There is no trailing `\n` after the last line, matching the GUI take, which typed no Return after `status: open` — the twin has to produce a byte-identical file, and a trailing newline would make it differ. Double quotes are used rather than single ones because the actuation console mangles single quotes. Nothing is written yet: the line is only composed at the prompt, and it runs when Return is pressed.
+
+![Step 2](vision/frames/step_0002_20260722_080922_at.webp)
+
+### Step 3 — Press: Enter
+
+Press Return to run the command and write the file.
+
+![Step 3](vision/frames/step_0003_20260722_080943_at.webp)
+
+### Step 4 — Left-click at (586, 132)
+
+After the file write is complete the task is complete, Left-click the red close button on the Terminal window to close it. Closing the window ends the visible task; the shell itself is left running rather than quit.
+
+![Step 4](vision/frames/step_0004_20260722_081008_at.webp)
+
+## Notes & Edge Cases
+
+- **`printf` rather than `echo`, because `\n` has to mean a line break.** `echo`
+  interprets escapes only with a flag on some shells and never on others, so the same
+  command produces one literal line in one shell and three lines in another. `printf`
+  interprets them everywhere.
+- **`>` truncates.** The redirect creates the file if it is absent and empties it if it is
+  present, with no prompt and no backup. Check whether the target already exists before
+  running this against a path that might hold something.
+- **`printf` writes no trailing newline of its own.** The recorded command ends after
+  `open`, which is what matches the editor route where the last line is typed without a
+  closing Return. `printf '…\n'` would add one and the two artifacts would differ by a
+  byte.
+- **The quoting form is chosen for what the channel can carry, not for the shell.** Double
+  quotes are used here because single quotes could not be transmitted; inside double
+  quotes the shell would expand `$`, `` ` `` and `\`, so a payload containing any of them
+  needs different quoting and has to be checked before it is sent.
+- **`~` is expanded by the shell, not by the program.** It works here because the path is
+  written unquoted in a shell command. Quoting the whole path, or passing it to something
+  that is not a shell, leaves a literal `~` directory instead.
+- **The destination directory must already exist.** A redirect creates the file, never the
+  folders above it; a missing directory fails the whole command and writes nothing.
+- **The shell returns before anything confirms the contents.** Nothing in this route reads
+  the file back. Confirm the result by reading the file, not from the prompt returning.
+
diff --git a/data/sessions/textedit-new-saveas-2/metadata.json b/data/sessions/textedit-new-saveas-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e06223d059c9526eb29976bcc761d2e1f1627123
--- /dev/null
+++ b/data/sessions/textedit-new-saveas-2/metadata.json
@@ -0,0 +1,99 @@
+{
+  "memory_name": "textedit-new-saveas-2",
+  "memory_description": "",
+  "session_id": "cd340fbd-1526-44f5-8a5a-6ae44c0be34b",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-22T08:02:42.574344450Z",
+  "completed_at": "2026-07-22T08:24:04.183418580Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-22T08:09:14.186Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260722_080914_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260722_080914_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260722_080914_after.webp",
+      "raw_command": "Left-clicked at X=942, Y=1032",
+      "converted_command": "Left-click at (942, 1032)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-22T08:09:22.383Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260722_080922_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260722_080922_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260722_080922_after.webp",
+      "raw_command": "Typed: printf \"Title\\nDate\\nstatus: open\" > ~/Documents/readme.txt",
+      "converted_command": "Type: printf \"Title\\nDate\\nstatus: open\" > ~/Documents/readme.txt",
+      "command_repaired": {
+        "field": [
+          "raw_command",
+          "converted_command"
+        ],
+        "original_raw_command": "Typed: printf \\",
+        "original_converted_command": "Type: printf \\",
+        "reason": "Control-Center <=1.0.0 truncated a typed command at the first double quote when storing it. The keystrokes actuated correctly and the artifact on disk is byte-exact; only the stored record was damaged. Fixed in Control-Center 1.2.2.",
+        "recovered_from": "vision/frames/step_0003_20260722_080943_before.webp",
+        "recovery_method": "The zsh prompt in the step-3 before-frame shows the full command line as typed.",
+        "repaired_on": "2026-08-17"
+      }
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-22T08:09:43.842Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260722_080943_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260722_080943_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260722_080943_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-22T08:10:08.881Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260722_081008_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260722_081008_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260722_081008_after.webp",
+      "raw_command": "Left-clicked at X=586, Y=132",
+      "converted_command": "Left-click at (586, 132)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/textedit-new-saveas-2/reasoning/reasoning.jsonl b/data/sessions/textedit-new-saveas-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..10ec38d49d1a84ade8917b166426d5aaae1d04bb
--- /dev/null
+++ b/data/sessions/textedit-new-saveas-2/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-22T08:09:14.186Z", "timestamp_annotated": "2026-08-19T11:30:05.679780+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=942, Y=1032", "converted_command": "Left-click at (942, 1032)", "image_path": "vision/frames/step_0001_20260722_080914_at.webp", "reasoning": "The task is to create a small text file holding three known lines, which a shell can write directly without opening an editor, so the first move is to open one. Left-click the Terminal icon in the Dock.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-22T08:09:22.383Z", "timestamp_annotated": "2026-08-19T11:30:05.688526+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: printf \"Title\\nDate\\nstatus: open\" > ~/Documents/readme.txt", "converted_command": "Type: printf \"Title\\nDate\\nstatus: open\" > ~/Documents/readme.txt", "image_path": "vision/frames/step_0002_20260722_080922_at.webp", "reasoning": "Type a `printf` command that writes the three-line block straight to the file. `printf` is used rather than `echo` because it interprets `\\n` as a line break reliably, which is what turns one typed line into three lines in the file. The `>` redirect creates the file and writes to it in one action, so no editor is involved. There is no trailing `\\n` after the last line, matching the GUI take, which typed no Return after `status: open` — the twin has to produce a byte-identical file, and a trailing newline would make it differ. Double quotes are used rather than single ones because the actuation console mangles single quotes. Nothing is written yet: the line is only composed at the prompt, and it runs when Return is pressed.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-22T08:09:43.842Z", "timestamp_annotated": "2026-08-19T11:30:05.688896+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260722_080943_at.webp", "reasoning": "Press Return to run the command and write the file.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-22T08:10:08.881Z", "timestamp_annotated": "2026-08-19T11:30:05.689252+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=586, Y=132", "converted_command": "Left-click at (586, 132)", "image_path": "vision/frames/step_0004_20260722_081008_at.webp", "reasoning": "After the file write is complete the task is complete, Left-click the red close button on the Terminal window to close it. Closing the window ends the visible task; the shell itself is left running rather than quit.", "skipped": false}
diff --git a/data/sessions/textedit-new-saveas-2/sync_log.json b/data/sessions/textedit-new-saveas-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..b937d94f6f560eadc0c121e995d2d854d6e8ac07
--- /dev/null
+++ b/data/sessions/textedit-new-saveas-2/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "cd340fbd-1526-44f5-8a5a-6ae44c0be34b",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-new-saveas-2/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-new-saveas-2/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-new-saveas-2/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-new-saveas-2/commands/cc_commands.json",
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260722_080914_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-new-saveas-2/vision/frames/step_0001_20260722_080914_at.webp",
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+      "last_error": null
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-new-saveas-2/vision/frames/step_0001_20260722_080914_before.webp",
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+      "failed_permanent": false,
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+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-6529250b-3c65-4ab8-b20b-91d38a377aac",
+    "agent_version": "1.0.0",
+    "error_message": "",
+    "execution_time_ms": 206,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 225,
+    "mouse_y": 92,
+    "os_type": "MACOS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=225, Y=92",
+    "session_id": "conn-ec063c08-d8dc-4a5e-94b4-6c013532e385",
+    "success": true,
+    "timestamp": "2026-07-16T13:53:28.051Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-new-saveas/commands/cc_commands.json b/data/sessions/textedit-new-saveas/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..5ffe8f1a858c200c49131bb760920a43522be1be
--- /dev/null
+++ b/data/sessions/textedit-new-saveas/commands/cc_commands.json
@@ -0,0 +1,62 @@
+[
+  {
+    "command": "1724 14 left",
+    "os": "MACOS",
+    "step_id": 1
+  },
+  {
+    "command": "type textedit",
+    "os": "MACOS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 3
+  },
+  {
+    "command": "type Title",
+    "os": "MACOS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 5
+  },
+  {
+    "command": "type Date",
+    "os": "MACOS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 7
+  },
+  {
+    "command": "type status: open",
+    "os": "MACOS",
+    "step_id": 8
+  },
+  {
+    "command": "press {Cmd+S}",
+    "os": "MACOS",
+    "step_id": 9
+  },
+  {
+    "command": "type readme",
+    "os": "MACOS",
+    "step_id": 10
+  },
+  {
+    "command": "press {Enter}",
+    "os": "MACOS",
+    "step_id": 11
+  },
+  {
+    "command": "225 92 left",
+    "os": "MACOS",
+    "step_id": 12
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/textedit-new-saveas/commands/converted_input.md b/data/sessions/textedit-new-saveas/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..1ca23ce08219b1e3ded1b964f492fd12f9f87fac
--- /dev/null
+++ b/data/sessions/textedit-new-saveas/commands/converted_input.md
@@ -0,0 +1,18 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-16 13:50:14 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-16T13:50:14.239Z | Left-click at (1724, 14) |
+|    2 | 2026-07-16T13:50:19.285Z | Type: textedit |
+|    3 | 2026-07-16T13:50:23.032Z | Press: Enter |
+|    4 | 2026-07-16T13:50:33.422Z | Type: Title |
+|    5 | 2026-07-16T13:50:36.751Z | Press: Enter |
+|    6 | 2026-07-16T13:50:41.571Z | Type: Date |
+|    7 | 2026-07-16T13:50:45.269Z | Press: Enter |
+|    8 | 2026-07-16T13:51:07.326Z | Type: status: open |
+|    9 | 2026-07-16T13:52:37.777Z | Press: Cmd+S |
+|   10 | 2026-07-16T13:52:47.245Z | Type: readme |
+|   11 | 2026-07-16T13:52:57.845Z | Press: Enter |
+|   12 | 2026-07-16T13:53:28.051Z | Left-click at (225, 92) |
diff --git a/data/sessions/textedit-new-saveas/commands/raw_input.md b/data/sessions/textedit-new-saveas/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..3e49433a500804ce28db5d6541cb4a08426e4d93
--- /dev/null
+++ b/data/sessions/textedit-new-saveas/commands/raw_input.md
@@ -0,0 +1,18 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-16 13:50:14 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-16T13:50:14.239Z | Left-clicked at X=1724, Y=14 |
+|    2 | 2026-07-16T13:50:19.285Z | Typed: textedit |
+|    3 | 2026-07-16T13:50:23.032Z | Pressed: Return |
+|    4 | 2026-07-16T13:50:33.422Z | Typed: Title |
+|    5 | 2026-07-16T13:50:36.751Z | Pressed: Return |
+|    6 | 2026-07-16T13:50:41.571Z | Typed: Date |
+|    7 | 2026-07-16T13:50:45.269Z | Pressed: Return |
+|    8 | 2026-07-16T13:51:07.326Z | Typed: status: open |
+|    9 | 2026-07-16T13:52:37.777Z | Pressed: Cmd+S |
+|   10 | 2026-07-16T13:52:47.245Z | Typed: readme |
+|   11 | 2026-07-16T13:52:57.845Z | Pressed: Return |
+|   12 | 2026-07-16T13:53:28.051Z | Left-clicked at X=225, Y=92 |
diff --git a/data/sessions/textedit-new-saveas/memory.md b/data/sessions/textedit-new-saveas/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..d5cc5d3878d9927b64af3c5d724e72db1b3d841f
--- /dev/null
+++ b/data/sessions/textedit-new-saveas/memory.md
@@ -0,0 +1,136 @@
+# Memory: textedit-new-saveas
+
+## Overview
+
+Create a new plain-text document from nothing, type a short known block into it, and save
+it under a chosen name in a chosen folder, using a GUI text editor. Use this when a small
+file has to be brought into existence with exact contents and no shell is available or
+wanted. The route launches the editor through the system search field rather than from the
+Dock, types the lines with Return between them, saves with `⌘S`, types the base name into
+the save sheet, and closes the window. The recorded trace produces `readme.txt` in
+`~/Documents/` holding the three lines `Title`, `Date`, `status: open`.
+
+## Prerequisites
+
+- A desktop environment with a plain-text editor, and a way to launch an application by
+  name rather than by clicking an icon — the editor is not assumed to be on the Dock or
+  taskbar. A shell is the alternative route and needs neither.
+- The full contents decided before starting, including capitalisation and line breaks.
+  Nothing in this task reads the text back to check it, so a wrong character is carried
+  into the file unnoticed.
+- A destination directory that exists and is writable, and a file name that does not
+  already exist there. Both routes overwrite an existing file of the same name without
+  asking — the shell redirect truncates it, and the editor's save panel replaces it after
+  a confirmation that is easy to accept by reflex.
+- Automatic text substitution turned off in the editor, if the environment provides it.
+  Automatic capitalisation, quote and dash substitution rewrite typed characters silently,
+  which changes the bytes on disk without changing anything visible in the window.
+- The editor configured to open a blank document on launch and to default to plain text,
+  where that is configurable. A rich-text default writes a different file format under the
+  same name.
+
+## Steps
+
+### Step 1 — Left-click at (1724, 14)
+
+The task is to create a new text document, type three known lines into it, and save it under a given name, so the first move is to launch the editor. Move the cursor and Left-click the Spotlight magnifying-glass icon at the right end of the menu bar. TextEdit is not in the Dock on this machine, so the application has to be found by name rather than clicked directly, and Spotlight is the search field macOS provides. Clicking the icon opens the search field in the middle of the screen; the desktop is otherwise untouched, with Finder still the active application.
+
+![Step 1](vision/frames/step_0001_20260716_135014_at.webp)
+
+### Step 2 — Type: textedit
+
+Type `textedit` into the Spotlight field. Spotlight matches as each character arrives and promotes the best match to the top, so by the end of the word the application is already selected and offered with an `Open` action beside it — no result needs to be clicked.
+
+![Step 2](vision/frames/step_0002_20260716_135019_at.webp)
+
+### Step 3 — Press: Enter
+
+Press Return to open the top Spotlight hit, launching TextEdit. The window that appears is a blank `Untitled` document with the caret already in it, rather than an open-file dialog, because TextEdit is configured here to start with a new document — that is what makes typing the next action instead of first creating a file.
+
+![Step 3](vision/frames/step_0003_20260716_135023_at.webp)
+
+### Step 4 — Type: Title
+
+Type `Title` as the first line of the document. The capital T is deliberate and has to be preserved: the terminal twin writes the same three lines, and the two artifacts are compared byte for byte, so a lowercase `title` here would break the pairing.
+
+![Step 4](vision/frames/step_0004_20260716_135033_at.webp)
+
+### Step 5 — Press: Enter
+
+Press Return to end the first line and move the caret to a second one. In a plain-text document Return inserts a line break, which is what turns the typing into a three-line file rather than one run-on line.
+
+![Step 5](vision/frames/step_0005_20260716_135036_at.webp)
+
+### Step 6 — Type: Date
+
+Type `Date` as the second line, again with a deliberate capital D.
+
+![Step 6](vision/frames/step_0006_20260716_135041_at.webp)
+
+### Step 7 — Press: Enter
+
+Press Return to end the second line and start the third.
+
+![Step 7](vision/frames/step_0007_20260716_135045_at.webp)
+
+### Step 8 — Type: status: open
+
+Type `status: open` as the third and final line. This one is lower case where the first two are capitalised — the mix is intentional and is copied exactly by the terminal twin. No Return follows it, so the file ends without a trailing newline; that absence is part of the artifact.
+
+![Step 8](vision/frames/step_0008_20260716_135107_at.webp)
+
+### Step 9 — Press: Cmd+S
+
+Press ⌘S (Cmd+S) to save. The document has never been saved, so instead of writing silently this opens the save sheet, which arrives with the name field holding `Untitled` and already selected, the location preset to Documents, plain-text UTF-8 encoding, and the option to append `.txt` when no extension is typed switched on. ⌘S is used rather than ⇧⌘S because on current macOS the shifted form is Duplicate, not Save As — for a document that has no file yet, plain ⌘S is the Save As path.
+
+![Step 9](vision/frames/step_0009_20260716_135237_at.webp)
+
+### Step 10 — Type: readme
+
+Type `readme` as the filename. It replaces `Untitled` rather than appending to it because that text was selected when the sheet opened. No extension is typed: the sheet's ticked "If no extension is provided, use '.txt'" option supplies it, so the file lands as `readme.txt`. The location is left at the sheet's default of Documents rather than being navigated to the seed folder — navigating the sheet proved unreliable, so the artifact path for this task is `~/Documents/readme.txt`, and the terminal twin writes to the same place.
+
+![Step 10](vision/frames/step_0010_20260716_135247_at.webp)
+
+### Step 11 — Press: Enter
+
+Press Return to accept the sheet and write the file, Return being equivalent to clicking the highlighted Save button. The confirmation is in the title bar: it changes from `Untitled — Edited` to a document icon beside `readme`, and the `Edited` marker disappears — which is the signal that the buffer and the file on disk now agree.
+
+![Step 11](vision/frames/step_0011_20260716_135257_at.webp)
+
+### Step 12 — Left-click at (225, 92)
+
+Left-click the red close button at the left of the TextEdit window's title bar to close the document window. The file is already written, so this only clears the screen; closing the window rather than quitting the application leaves no dialog, because there are no unsaved changes to prompt about.
+
+![Step 12](vision/frames/step_0012_20260716_135328_at.webp)
+
+## Notes & Edge Cases
+
+- **`⇧⌘S` is not Save As on modern macOS — it is Duplicate.** For a document that has
+  never been saved, `⌘S` opens the save sheet and is the correct key. Reaching for
+  `⇧⌘S` out of habit produces a second untitled copy and no file on disk.
+- **The extension is added by a checkbox, not by the typed name.** The save sheet's
+  "If no extension is provided, use '.txt'." option is what turns the typed `readme` into
+  `readme.txt`. On a machine where that option is off, the same keystrokes produce an
+  extensionless file.
+- **The save sheet's default location is accepted deliberately.** Navigating the sheet
+  elsewhere — `⌘⇧G` and a typed path — is unreliable through synthetic input, so the route
+  saves where the sheet already points and the task's destination is stated to match. If
+  the destination must be different, change it before typing the name, and confirm the
+  `Where:` field actually moved.
+- **The last line is typed without a closing Return.** That is what makes the file byte-
+  identical to the shell-written equivalent. An extra Return adds a trailing newline and
+  the two artifacts stop matching.
+- **Automatic capitalisation can rewrite what was typed.** macOS capitalises the first
+  word of a line as you type by default, so a line intended as lower-case arrives on disk
+  capitalised. Disable the automatic-substitution settings before starting, and read the
+  text in the window rather than trusting the keystrokes.
+- **The editor is launched by search because it is not on the Dock.** Clicking a Dock icon
+  is fewer steps when the icon is there; the search field is the route that does not
+  depend on it. Either way the application has to be confirmed frontmost before typing
+  begins, or the text goes to whatever was in front.
+- **`Edited` disappearing from the title bar is the save confirmation.** A plain-text save
+  produces no dialog at all, so there is nothing else to watch for.
+- **Closing the window is not quitting the application.** The red button closes the
+  document; the editor keeps running. This task needs the window closed, not the
+  application quit, and `⌘Q` would be a different end state.
+
diff --git a/data/sessions/textedit-new-saveas/metadata.json b/data/sessions/textedit-new-saveas/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc3113c239c3fb33c4fb42528db570ece3eb5289
--- /dev/null
+++ b/data/sessions/textedit-new-saveas/metadata.json
@@ -0,0 +1,191 @@
+{
+  "memory_name": "textedit-new-saveas",
+  "memory_description": "",
+  "session_id": "4b774e17-b868-4d94-97de-e5579c4ea435",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "MACOS",
+    "os_version": "macOS 15 Sequoia",
+    "os_architecture": "x86_64",
+    "os_environment_id": "macos-env-01"
+  },
+  "capture_server_id": "the-eyes-macos",
+  "actuation_server_id": "control-center-macos",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "created_at": "2026-07-16T13:48:55.114849136Z",
+  "completed_at": "2026-07-16T13:58:15.723287212Z",
+  "total_steps": 12,
+  "annotated_steps": 12,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-16T13:50:14.239Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260716_135014_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260716_135014_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260716_135014_after.webp",
+      "raw_command": "Left-clicked at X=1724, Y=14",
+      "converted_command": "Left-click at (1724, 14)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-16T13:50:19.285Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260716_135019_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260716_135019_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260716_135019_after.webp",
+      "raw_command": "Typed: textedit",
+      "converted_command": "Type: textedit"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-16T13:50:23.032Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260716_135023_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260716_135023_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260716_135023_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-16T13:50:33.422Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260716_135033_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260716_135033_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260716_135033_after.webp",
+      "raw_command": "Typed: Title",
+      "converted_command": "Type: Title"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-16T13:50:36.751Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260716_135036_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260716_135036_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260716_135036_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-16T13:50:41.571Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0006_20260716_135041_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0006_20260716_135041_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260716_135041_after.webp",
+      "raw_command": "Typed: Date",
+      "converted_command": "Type: Date"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-16T13:50:45.269Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260716_135045_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260716_135045_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260716_135045_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-16T13:51:07.326Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0008_20260716_135107_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0008_20260716_135107_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260716_135107_after.webp",
+      "raw_command": "Typed: status: open",
+      "converted_command": "Type: status: open"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-16T13:52:37.777Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0009_20260716_135237_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0009_20260716_135237_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260716_135237_after.webp",
+      "raw_command": "Pressed: Cmd+S",
+      "converted_command": "Press: Cmd+S"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-16T13:52:47.245Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0010_20260716_135247_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260716_135247_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260716_135247_after.webp",
+      "raw_command": "Typed: readme",
+      "converted_command": "Type: readme"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-16T13:52:57.845Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0011_20260716_135257_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0011_20260716_135257_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260716_135257_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-16T13:53:28.051Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0012_20260716_135328_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260716_135328_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260716_135328_after.webp",
+      "raw_command": "Left-clicked at X=225, Y=92",
+      "converted_command": "Left-click at (225, 92)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/textedit-new-saveas/reasoning/reasoning.jsonl b/data/sessions/textedit-new-saveas/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..435bed0f76e7bcfd6055c3d0d5feb0d717a35fbc
--- /dev/null
+++ b/data/sessions/textedit-new-saveas/reasoning/reasoning.jsonl
@@ -0,0 +1,12 @@
+{"step_id": 1, "timestamp_action": "2026-07-16T13:50:14.239Z", "timestamp_annotated": "2026-08-19T11:30:05.852127+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1724, Y=14", "converted_command": "Left-click at (1724, 14)", "image_path": "vision/frames/step_0001_20260716_135014_at.webp", "reasoning": "The task is to create a new text document, type three known lines into it, and save it under a given name, so the first move is to launch the editor. Move the cursor and Left-click the Spotlight magnifying-glass icon at the right end of the menu bar. TextEdit is not in the Dock on this machine, so the application has to be found by name rather than clicked directly, and Spotlight is the search field macOS provides. Clicking the icon opens the search field in the middle of the screen; the desktop is otherwise untouched, with Finder still the active application.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-16T13:50:19.285Z", "timestamp_annotated": "2026-08-19T11:30:05.852498+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: textedit", "converted_command": "Type: textedit", "image_path": "vision/frames/step_0002_20260716_135019_at.webp", "reasoning": "Type `textedit` into the Spotlight field. Spotlight matches as each character arrives and promotes the best match to the top, so by the end of the word the application is already selected and offered with an `Open` action beside it — no result needs to be clicked.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-16T13:50:23.032Z", "timestamp_annotated": "2026-08-19T11:30:05.852888+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260716_135023_at.webp", "reasoning": "Press Return to open the top Spotlight hit, launching TextEdit. The window that appears is a blank `Untitled` document with the caret already in it, rather than an open-file dialog, because TextEdit is configured here to start with a new document — that is what makes typing the next action instead of first creating a file.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-16T13:50:33.422Z", "timestamp_annotated": "2026-08-19T11:30:05.853272+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Title", "converted_command": "Type: Title", "image_path": "vision/frames/step_0004_20260716_135033_at.webp", "reasoning": "Type `Title` as the first line of the document. The capital T is deliberate and has to be preserved: the terminal twin writes the same three lines, and the two artifacts are compared byte for byte, so a lowercase `title` here would break the pairing.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-16T13:50:36.751Z", "timestamp_annotated": "2026-08-19T11:30:05.853679+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260716_135036_at.webp", "reasoning": "Press Return to end the first line and move the caret to a second one. In a plain-text document Return inserts a line break, which is what turns the typing into a three-line file rather than one run-on line.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-16T13:50:41.571Z", "timestamp_annotated": "2026-08-19T11:30:05.854084+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Date", "converted_command": "Type: Date", "image_path": "vision/frames/step_0006_20260716_135041_at.webp", "reasoning": "Type `Date` as the second line, again with a deliberate capital D.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-16T13:50:45.269Z", "timestamp_annotated": "2026-08-19T11:30:05.854502+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0007_20260716_135045_at.webp", "reasoning": "Press Return to end the second line and start the third.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-16T13:51:07.326Z", "timestamp_annotated": "2026-08-19T11:30:05.855045+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: status: open", "converted_command": "Type: status: open", "image_path": "vision/frames/step_0008_20260716_135107_at.webp", "reasoning": "Type `status: open` as the third and final line. This one is lower case where the first two are capitalised — the mix is intentional and is copied exactly by the terminal twin. No Return follows it, so the file ends without a trailing newline; that absence is part of the artifact.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-16T13:52:37.777Z", "timestamp_annotated": "2026-08-19T11:30:05.855453+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Cmd+S", "converted_command": "Press: Cmd+S", "image_path": "vision/frames/step_0009_20260716_135237_at.webp", "reasoning": "Press ⌘S (Cmd+S) to save. The document has never been saved, so instead of writing silently this opens the save sheet, which arrives with the name field holding `Untitled` and already selected, the location preset to Documents, plain-text UTF-8 encoding, and the option to append `.txt` when no extension is typed switched on. ⌘S is used rather than ⇧⌘S because on current macOS the shifted form is Duplicate, not Save As — for a document that has no file yet, plain ⌘S is the Save As path.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-16T13:52:47.245Z", "timestamp_annotated": "2026-08-19T11:30:05.855887+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: readme", "converted_command": "Type: readme", "image_path": "vision/frames/step_0010_20260716_135247_at.webp", "reasoning": "Type `readme` as the filename. It replaces `Untitled` rather than appending to it because that text was selected when the sheet opened. No extension is typed: the sheet's ticked \"If no extension is provided, use '.txt'\" option supplies it, so the file lands as `readme.txt`. The location is left at the sheet's default of Documents rather than being navigated to the seed folder — navigating the sheet proved unreliable, so the artifact path for this task is `~/Documents/readme.txt`, and the terminal twin writes to the same place.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-16T13:52:57.845Z", "timestamp_annotated": "2026-08-19T11:30:05.856402+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0011_20260716_135257_at.webp", "reasoning": "Press Return to accept the sheet and write the file, Return being equivalent to clicking the highlighted Save button. The confirmation is in the title bar: it changes from `Untitled — Edited` to a document icon beside `readme`, and the `Edited` marker disappears — which is the signal that the buffer and the file on disk now agree.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-16T13:53:28.051Z", "timestamp_annotated": "2026-08-19T11:30:05.856983+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=225, Y=92", "converted_command": "Left-click at (225, 92)", "image_path": "vision/frames/step_0012_20260716_135328_at.webp", "reasoning": "Left-click the red close button at the left of the TextEdit window's title bar to close the document window. The file is already written, so this only clears the screen; closing the window rather than quitting the application leaves no dialog, because there are no unsaved changes to prompt about.", "skipped": false}
diff --git a/data/sessions/textedit-new-saveas/sync_log.json b/data/sessions/textedit-new-saveas/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf227ed21dc9e324b8572296deb7ba165352421c
--- /dev/null
+++ b/data/sessions/textedit-new-saveas/sync_log.json
@@ -0,0 +1,292 @@
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+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-new-saveas/commands/converted_input.md",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-new-saveas/commands/actuation_commands.json",
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/textedit-new-saveas/commands/cc_commands.json",
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diff --git a/data/sessions/windows-calculator-memory/commands/actuation_commands.json b/data/sessions/windows-calculator-memory/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb04411e0ea4c6b9369ec8cda8214ecca6625a98
--- /dev/null
+++ b/data/sessions/windows-calculator-memory/commands/actuation_commands.json
@@ -0,0 +1,306 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 25,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 24,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=24, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:17:23.228Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Calculator",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:17:28.448Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:17:33.700Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 36,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 90,
+    "mouse_y": 482,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=90, Y=482",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:17:45.024Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 85,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 168,
+    "mouse_y": 482,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=168, Y=482",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:17:48.258Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 86,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 325,
+    "mouse_y": 376,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=325, Y=376",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:17:51.524Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 94,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 90,
+    "mouse_y": 429,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=90, Y=429",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:17:54.822Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 95,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 325,
+    "mouse_y": 535,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=325, Y=535",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:17:58.024Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 36,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 180,
+    "mouse_y": 227,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=180, Y=227",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:18:02.274Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 88,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 247,
+    "mouse_y": 270,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=247, Y=270",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:18:05.649Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 85,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 247,
+    "mouse_y": 376,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=247, Y=376",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:18:09.024Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 34,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 325,
+    "mouse_y": 376,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=325, Y=376",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:18:12.165Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 91,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 247,
+    "mouse_y": 482,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=247, Y=482",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:18:15.462Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 90,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 325,
+    "mouse_y": 535,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=325, Y=535",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:18:18.758Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 90,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 180,
+    "mouse_y": 227,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=180, Y=227",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:18:22.993Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 102,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 128,
+    "mouse_y": 227,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=128, Y=227",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T12:18:26.274Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-calculator-memory/commands/cc_commands.json b/data/sessions/windows-calculator-memory/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..891a97a7573dd315e4ad2184b3dced582fd1de8c
--- /dev/null
+++ b/data/sessions/windows-calculator-memory/commands/cc_commands.json
@@ -0,0 +1,82 @@
+[
+  {
+    "command": "24 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Calculator",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "90 482 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "168 482 left",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "325 376 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "90 429 left",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "325 535 left",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "180 227 left",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "247 270 left",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "247 376 left",
+    "os": "WINDOWS",
+    "step_id": 11
+  },
+  {
+    "command": "325 376 left",
+    "os": "WINDOWS",
+    "step_id": 12
+  },
+  {
+    "command": "247 482 left",
+    "os": "WINDOWS",
+    "step_id": 13
+  },
+  {
+    "command": "325 535 left",
+    "os": "WINDOWS",
+    "step_id": 14
+  },
+  {
+    "command": "180 227 left",
+    "os": "WINDOWS",
+    "step_id": 15
+  },
+  {
+    "command": "128 227 left",
+    "os": "WINDOWS",
+    "step_id": 16
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-calculator-memory/commands/converted_input.md b/data/sessions/windows-calculator-memory/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..cc4a82c3d1f9ed1688f4070def8574e6c9c10398
--- /dev/null
+++ b/data/sessions/windows-calculator-memory/commands/converted_input.md
@@ -0,0 +1,22 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 12:17:23 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T12:17:23.228Z | Left-click at (24, 1060) |
+|    2 | 2026-07-31T12:17:28.448Z | Type: Calculator |
+|    3 | 2026-07-31T12:17:33.700Z | Press: Enter |
+|    4 | 2026-07-31T12:17:45.024Z | Left-click at (90, 482) |
+|    5 | 2026-07-31T12:17:48.258Z | Left-click at (168, 482) |
+|    6 | 2026-07-31T12:17:51.524Z | Left-click at (325, 376) |
+|    7 | 2026-07-31T12:17:54.822Z | Left-click at (90, 429) |
+|    8 | 2026-07-31T12:17:58.024Z | Left-click at (325, 535) |
+|    9 | 2026-07-31T12:18:02.274Z | Left-click at (180, 227) |
+|   10 | 2026-07-31T12:18:05.649Z | Left-click at (247, 270) |
+|   11 | 2026-07-31T12:18:09.024Z | Left-click at (247, 376) |
+|   12 | 2026-07-31T12:18:12.165Z | Left-click at (325, 376) |
+|   13 | 2026-07-31T12:18:15.462Z | Left-click at (247, 482) |
+|   14 | 2026-07-31T12:18:18.758Z | Left-click at (325, 535) |
+|   15 | 2026-07-31T12:18:22.993Z | Left-click at (180, 227) |
+|   16 | 2026-07-31T12:18:26.274Z | Left-click at (128, 227) |
diff --git a/data/sessions/windows-calculator-memory/commands/raw_input.md b/data/sessions/windows-calculator-memory/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..7c2a13444930863e9f58cf2ad27dffa20bdcc8b1
--- /dev/null
+++ b/data/sessions/windows-calculator-memory/commands/raw_input.md
@@ -0,0 +1,22 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 12:17:23 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T12:17:23.228Z | Left-clicked at X=24, Y=1060 |
+|    2 | 2026-07-31T12:17:28.448Z | Typed: Calculator |
+|    3 | 2026-07-31T12:17:33.700Z | Pressed: Return |
+|    4 | 2026-07-31T12:17:45.024Z | Left-clicked at X=90, Y=482 |
+|    5 | 2026-07-31T12:17:48.258Z | Left-clicked at X=168, Y=482 |
+|    6 | 2026-07-31T12:17:51.524Z | Left-clicked at X=325, Y=376 |
+|    7 | 2026-07-31T12:17:54.822Z | Left-clicked at X=90, Y=429 |
+|    8 | 2026-07-31T12:17:58.024Z | Left-clicked at X=325, Y=535 |
+|    9 | 2026-07-31T12:18:02.274Z | Left-clicked at X=180, Y=227 |
+|   10 | 2026-07-31T12:18:05.649Z | Left-clicked at X=247, Y=270 |
+|   11 | 2026-07-31T12:18:09.024Z | Left-clicked at X=247, Y=376 |
+|   12 | 2026-07-31T12:18:12.165Z | Left-clicked at X=325, Y=376 |
+|   13 | 2026-07-31T12:18:15.462Z | Left-clicked at X=247, Y=482 |
+|   14 | 2026-07-31T12:18:18.758Z | Left-clicked at X=325, Y=535 |
+|   15 | 2026-07-31T12:18:22.993Z | Left-clicked at X=180, Y=227 |
+|   16 | 2026-07-31T12:18:26.274Z | Left-clicked at X=128, Y=227 |
diff --git a/data/sessions/windows-calculator-memory/memory.md b/data/sessions/windows-calculator-memory/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..a0e598a872e5430f415317b634d47f945d877c74
--- /dev/null
+++ b/data/sessions/windows-calculator-memory/memory.md
@@ -0,0 +1,131 @@
+# Memory: windows-calculator-memory
+
+## Overview
+
+Compute two products and accumulate them in the calculator's memory, then recall the total.
+Use this when several results have to be summed without writing them down and without a
+running expression. The route launches the calculator, computes the first product and adds
+it to memory, clears the display, computes the second and adds that too, then recalls
+memory to read the sum. The recorded trace does 12×4 and 9×3, recalling 75.
+
+## Prerequisites
+
+- A desktop environment with a calculator that has a memory register.
+- The calculation decided in advance, including which intermediate results go into memory.
+- An understanding of what the memory keys do: add-to-memory accumulates rather than
+  replaces, so two adds leave the sum of both, and clearing the display does not clear
+  memory.
+- The calculator in its standard mode. Scientific and programmer modes lay the keys out
+  differently and change what the same screen position means.
+- Confirmation read from the memory recall rather than from the running display — the
+  display shows the last operation, which is not what the task is about.
+
+## Steps
+
+### Step 1 — Left-click at (24, 1060)
+
+The task is to use Calculator's memory keys to accumulate two products and recall the total, so Calculator has to be running first. Move the cursor and Left-click the Start button at the far left of the taskbar.
+
+![Step 1](vision/frames/step_0001_20260731_121723_at.webp)
+
+### Step 2 — Type: Calculator
+
+Type `Calculator` into the Start menu to search for the application. The Start menu filters as the characters arrive and promotes its best match.
+
+![Step 2](vision/frames/step_0002_20260731_121728_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `Calculator` Press Enter to launch the highlighted result. This route needs the menu to have settled before Enter is sent — pressed too early it silently does nothing, so confirm the application actually appeared rather than trusting the keystroke.
+
+![Step 3](vision/frames/step_0003_20260731_121733_at.webp)
+
+### Step 4 — Left-click at (90, 482)
+
+Calculator opens in Standard mode with `0` on the display. Move the cursor and Left-click **`1`**, the first digit of `12`.
+
+![Step 4](vision/frames/step_0004_20260731_121745_at.webp)
+
+### Step 5 — Left-click at (168, 482)
+
+Move the cursor and Left-click **`2`**, completing the first operand as `12`. Digits accumulate on the display rather than replacing each other, which is what makes two clicks one number.
+
+![Step 5](vision/frames/step_0005_20260731_121748_at.webp)
+
+### Step 6 — Left-click at (325, 376)
+
+Move the cursor and Left-click **`×`** to set the operation. Take care with the column: `÷` sits directly above and `−` directly below in the same right-hand strip.
+
+![Step 6](vision/frames/step_0006_20260731_121751_at.webp)
+
+### Step 7 — Left-click at (90, 429)
+
+Move the cursor and Left-click **`4`**, the second operand.
+
+![Step 7](vision/frames/step_0007_20260731_121754_at.webp)
+
+### Step 8 — Left-click at (325, 535)
+
+Move the cursor and Left-click **`=`** to evaluate. The display shows `48`. The result has to exist on the display before it can be sent to memory, which is why the equals is not optional here.
+
+![Step 8](vision/frames/step_0008_20260731_121758_at.webp)
+
+### Step 9 — Left-click at (180, 227)
+
+Move the cursor and Left-click **`M+`** to add the displayed `48` to memory. Memory was empty — `MC` and `MR` were greyed out until now — so this stores 48 rather than adding to anything. `MR` becoming available is the signal that memory now holds a value; the display itself does not change, so there is nothing else to look at.
+
+![Step 9](vision/frames/step_0009_20260731_121802_at.webp)
+
+### Step 10 — Left-click at (247, 270)
+
+Move the cursor and Left-click **`C`** to clear the display before the second calculation. `C` clears the current entry and result but **leaves memory untouched** — that separation is the whole mechanism this task relies on. `MC` two columns to the left would have wiped the stored 48 and made the final recall wrong.
+
+![Step 10](vision/frames/step_0010_20260731_121805_at.webp)
+
+### Step 11 — Left-click at (247, 376)
+
+Move the cursor and Left-click **`9`**, the first operand of the second calculation.
+
+![Step 11](vision/frames/step_0011_20260731_121809_at.webp)
+
+### Step 12 — Left-click at (325, 376)
+
+Move the cursor and Left-click **`×`** to set the operation again.
+
+![Step 12](vision/frames/step_0012_20260731_121812_at.webp)
+
+### Step 13 — Left-click at (247, 482)
+
+Move the cursor and Left-click **`3`**, the second operand.
+
+![Step 13](vision/frames/step_0013_20260731_121815_at.webp)
+
+### Step 14 — Left-click at (325, 535)
+
+Move the cursor and Left-click **`=`** to evaluate. The display shows `27`.
+
+![Step 14](vision/frames/step_0014_20260731_121818_at.webp)
+
+### Step 15 — Left-click at (180, 227)
+
+Move the cursor and Left-click **`M+`** again. This time memory already holds `48`, so `M+` **adds** rather than stores, leaving `75`. Nothing on screen reports the new total — `M+` gives no visible feedback — which is why the recall in the next step is needed to see it at all.
+
+![Step 15](vision/frames/step_0015_20260731_121822_at.webp)
+
+### Step 16 — Left-click at (128, 227)
+
+Move the cursor and Left-click **`MR`** to recall the memory total to the display, which is what the task asks for. `MR` is only enabled because memory is non-empty. Note that this step's after-frame still shows `27`: the display had not yet caught up when the frame was taken, and the recalled `75` is confirmed by reading Calculator's display element rather than from the frame. The trace ends here with no close step, because the recalled value on the display *is* the artifact.
+
+![Step 16](vision/frames/step_0016_20260731_121826_at.webp)
+
+## Notes & Edge Cases
+
+1. Add-to-memory accumulates; it does not replace. A second add leaves the sum of both values, which is the mechanism this task depends on, and also the trap in any task that assumes memory holds only the last thing put there.
+2. Clearing the display and clearing memory are different keys sitting in different rows. The display key leaves memory untouched — that separation is what allows a second calculation between the two adds — while the memory-clear key wipes the stored value and makes the final recall silently wrong.
+3. Adding to memory produces no visible feedback at all. The display does not change, so the only signal that memory now holds something is the recall and clear keys becoming enabled; the value itself cannot be seen until it is recalled.
+4. The result has to be on the display before it can be sent to memory, so evaluating is not optional. Sending an unevaluated expression to memory stores whatever the display currently shows, which is the last operand rather than the answer.
+5. Memory does not survive a relaunch, so a freshly launched calculator starts empty and needs no clearing step. An application that was already open is the opposite case — it may hold a value from earlier work, and adding to it produces a total that is wrong in a way nothing on screen reveals. Clear memory first when the starting state is not known.
+6. Digits accumulate on the display rather than replacing each other, which is what makes two key presses one number. It also means a stray digit is appended rather than substituted, so a mistyped operand is longer than intended rather than merely different.
+7. The keypad layout changes with the calculator's mode. In another mode the same screen position is a different key entirely, so the mode has to be confirmed before any coordinate is trusted.
+8. The display lags the click. In the recorded trace the frame captured after the recall still showed the previous value, and the recalled total had to be read from the application itself. When the result *is* the artifact, read it from the application rather than from an image taken immediately afterwards.
+9. Launching from the Start menu by typing needs the menu to settle before the confirming key is sent. Sent too early it does nothing at all — no error, no window — so confirm the application actually appeared rather than trusting that the keystroke was delivered.
diff --git a/data/sessions/windows-calculator-memory/metadata.json b/data/sessions/windows-calculator-memory/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..59f05789ef2156add8d76303047a47326da1fc4f
--- /dev/null
+++ b/data/sessions/windows-calculator-memory/metadata.json
@@ -0,0 +1,246 @@
+{
+  "memory_name": "windows-calculator-memory",
+  "memory_description": "",
+  "session_id": "f9beddb3-b64c-4d38-a77f-0e092a820996",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T12:17:14.107183270Z",
+  "completed_at": "2026-07-31T12:18:32.238720995Z",
+  "total_steps": 16,
+  "annotated_steps": 16,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T12:17:23.228Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_121723_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_121723_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_121723_after.webp",
+      "raw_command": "Left-clicked at X=24, Y=1060",
+      "converted_command": "Left-click at (24, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T12:17:28.448Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_121728_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_121728_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_121728_after.webp",
+      "raw_command": "Typed: Calculator",
+      "converted_command": "Type: Calculator"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T12:17:33.700Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_121733_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_121733_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_121733_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T12:17:45.024Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_121745_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_121745_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_121745_after.webp",
+      "raw_command": "Left-clicked at X=90, Y=482",
+      "converted_command": "Left-click at (90, 482)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T12:17:48.258Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260731_121748_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260731_121748_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_121748_after.webp",
+      "raw_command": "Left-clicked at X=168, Y=482",
+      "converted_command": "Left-click at (168, 482)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-07-31T12:17:51.524Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260731_121751_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260731_121751_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260731_121751_after.webp",
+      "raw_command": "Left-clicked at X=325, Y=376",
+      "converted_command": "Left-click at (325, 376)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-07-31T12:17:54.822Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260731_121754_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260731_121754_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260731_121754_after.webp",
+      "raw_command": "Left-clicked at X=90, Y=429",
+      "converted_command": "Left-click at (90, 429)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-07-31T12:17:58.024Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260731_121758_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260731_121758_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260731_121758_after.webp",
+      "raw_command": "Left-clicked at X=325, Y=535",
+      "converted_command": "Left-click at (325, 535)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-07-31T12:18:02.274Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0009_20260731_121802_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260731_121802_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260731_121802_after.webp",
+      "raw_command": "Left-clicked at X=180, Y=227",
+      "converted_command": "Left-click at (180, 227)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-07-31T12:18:05.649Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0010_20260731_121805_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0010_20260731_121805_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260731_121805_after.webp",
+      "raw_command": "Left-clicked at X=247, Y=270",
+      "converted_command": "Left-click at (247, 270)"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-07-31T12:18:09.024Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0011_20260731_121809_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260731_121809_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260731_121809_after.webp",
+      "raw_command": "Left-clicked at X=247, Y=376",
+      "converted_command": "Left-click at (247, 376)"
+    },
+    {
+      "step_id": 12,
+      "timestamp": "2026-07-31T12:18:12.165Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0012_20260731_121812_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0012_20260731_121812_before.webp",
+      "after_image_path": "vision/frames/step_0012_20260731_121812_after.webp",
+      "raw_command": "Left-clicked at X=325, Y=376",
+      "converted_command": "Left-click at (325, 376)"
+    },
+    {
+      "step_id": 13,
+      "timestamp": "2026-07-31T12:18:15.462Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0013_20260731_121815_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0013_20260731_121815_before.webp",
+      "after_image_path": "vision/frames/step_0013_20260731_121815_after.webp",
+      "raw_command": "Left-clicked at X=247, Y=482",
+      "converted_command": "Left-click at (247, 482)"
+    },
+    {
+      "step_id": 14,
+      "timestamp": "2026-07-31T12:18:18.758Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0014_20260731_121818_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0014_20260731_121818_before.webp",
+      "after_image_path": "vision/frames/step_0014_20260731_121818_after.webp",
+      "raw_command": "Left-clicked at X=325, Y=535",
+      "converted_command": "Left-click at (325, 535)"
+    },
+    {
+      "step_id": 15,
+      "timestamp": "2026-07-31T12:18:22.993Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0015_20260731_121822_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0015_20260731_121822_before.webp",
+      "after_image_path": "vision/frames/step_0015_20260731_121822_after.webp",
+      "raw_command": "Left-clicked at X=180, Y=227",
+      "converted_command": "Left-click at (180, 227)"
+    },
+    {
+      "step_id": 16,
+      "timestamp": "2026-07-31T12:18:26.274Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0016_20260731_121826_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0016_20260731_121826_before.webp",
+      "after_image_path": "vision/frames/step_0016_20260731_121826_after.webp",
+      "raw_command": "Left-clicked at X=128, Y=227",
+      "converted_command": "Left-click at (128, 227)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/windows-calculator-memory/reasoning/reasoning.jsonl b/data/sessions/windows-calculator-memory/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..863bed8b1cfac338f332657fc412edbb1b575520
--- /dev/null
+++ b/data/sessions/windows-calculator-memory/reasoning/reasoning.jsonl
@@ -0,0 +1,16 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T12:17:23.228Z", "timestamp_annotated": "2026-08-19T14:18:25.900645+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=24, Y=1060", "converted_command": "Left-click at (24, 1060)", "image_path": "vision/frames/step_0001_20260731_121723_at.webp", "reasoning": "The task is to use Calculator's memory keys to accumulate two products and recall the total, so Calculator has to be running first. Move the cursor and Left-click the Start button at the far left of the taskbar.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T12:17:28.448Z", "timestamp_annotated": "2026-08-19T14:18:25.901033+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Calculator", "converted_command": "Type: Calculator", "image_path": "vision/frames/step_0002_20260731_121728_at.webp", "reasoning": "Type `Calculator` into the Start menu to search for the application. The Start menu filters as the characters arrive and promotes its best match.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T12:17:33.700Z", "timestamp_annotated": "2026-08-19T14:18:25.901502+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_121733_at.webp", "reasoning": "After typing `Calculator` Press Enter to launch the highlighted result. This route needs the menu to have settled before Enter is sent — pressed too early it silently does nothing, so confirm the application actually appeared rather than trusting the keystroke.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T12:17:45.024Z", "timestamp_annotated": "2026-08-19T14:18:25.902102+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=90, Y=482", "converted_command": "Left-click at (90, 482)", "image_path": "vision/frames/step_0004_20260731_121745_at.webp", "reasoning": "Calculator opens in Standard mode with `0` on the display. Move the cursor and Left-click **`1`**, the first digit of `12`.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T12:17:48.258Z", "timestamp_annotated": "2026-08-19T14:18:25.902552+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=168, Y=482", "converted_command": "Left-click at (168, 482)", "image_path": "vision/frames/step_0005_20260731_121748_at.webp", "reasoning": "Move the cursor and Left-click **`2`**, completing the first operand as `12`. Digits accumulate on the display rather than replacing each other, which is what makes two clicks one number.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-07-31T12:17:51.524Z", "timestamp_annotated": "2026-08-19T14:18:25.903012+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=325, Y=376", "converted_command": "Left-click at (325, 376)", "image_path": "vision/frames/step_0006_20260731_121751_at.webp", "reasoning": "Move the cursor and Left-click **`×`** to set the operation. Take care with the column: `÷` sits directly above and `−` directly below in the same right-hand strip.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-07-31T12:17:54.822Z", "timestamp_annotated": "2026-08-19T14:18:25.903448+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=90, Y=429", "converted_command": "Left-click at (90, 429)", "image_path": "vision/frames/step_0007_20260731_121754_at.webp", "reasoning": "Move the cursor and Left-click **`4`**, the second operand.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-07-31T12:17:58.024Z", "timestamp_annotated": "2026-08-19T14:18:25.903968+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=325, Y=535", "converted_command": "Left-click at (325, 535)", "image_path": "vision/frames/step_0008_20260731_121758_at.webp", "reasoning": "Move the cursor and Left-click **`=`** to evaluate. The display shows `48`. The result has to exist on the display before it can be sent to memory, which is why the equals is not optional here.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-07-31T12:18:02.274Z", "timestamp_annotated": "2026-08-19T14:18:25.904571+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=180, Y=227", "converted_command": "Left-click at (180, 227)", "image_path": "vision/frames/step_0009_20260731_121802_at.webp", "reasoning": "Move the cursor and Left-click **`M+`** to add the displayed `48` to memory. Memory was empty — `MC` and `MR` were greyed out until now — so this stores 48 rather than adding to anything. `MR` becoming available is the signal that memory now holds a value; the display itself does not change, so there is nothing else to look at.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-07-31T12:18:05.649Z", "timestamp_annotated": "2026-08-19T14:18:25.905126+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=247, Y=270", "converted_command": "Left-click at (247, 270)", "image_path": "vision/frames/step_0010_20260731_121805_at.webp", "reasoning": "Move the cursor and Left-click **`C`** to clear the display before the second calculation. `C` clears the current entry and result but **leaves memory untouched** — that separation is the whole mechanism this task relies on. `MC` two columns to the left would have wiped the stored 48 and made the final recall wrong.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-07-31T12:18:09.024Z", "timestamp_annotated": "2026-08-19T14:18:25.905713+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=247, Y=376", "converted_command": "Left-click at (247, 376)", "image_path": "vision/frames/step_0011_20260731_121809_at.webp", "reasoning": "Move the cursor and Left-click **`9`**, the first operand of the second calculation.", "skipped": false}
+{"step_id": 12, "timestamp_action": "2026-07-31T12:18:12.165Z", "timestamp_annotated": "2026-08-19T14:18:25.906241+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=325, Y=376", "converted_command": "Left-click at (325, 376)", "image_path": "vision/frames/step_0012_20260731_121812_at.webp", "reasoning": "Move the cursor and Left-click **`×`** to set the operation again.", "skipped": false}
+{"step_id": 13, "timestamp_action": "2026-07-31T12:18:15.462Z", "timestamp_annotated": "2026-08-19T14:18:25.906811+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=247, Y=482", "converted_command": "Left-click at (247, 482)", "image_path": "vision/frames/step_0013_20260731_121815_at.webp", "reasoning": "Move the cursor and Left-click **`3`**, the second operand.", "skipped": false}
+{"step_id": 14, "timestamp_action": "2026-07-31T12:18:18.758Z", "timestamp_annotated": "2026-08-19T14:18:25.907334+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=325, Y=535", "converted_command": "Left-click at (325, 535)", "image_path": "vision/frames/step_0014_20260731_121818_at.webp", "reasoning": "Move the cursor and Left-click **`=`** to evaluate. The display shows `27`.", "skipped": false}
+{"step_id": 15, "timestamp_action": "2026-07-31T12:18:22.993Z", "timestamp_annotated": "2026-08-19T14:18:25.907988+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=180, Y=227", "converted_command": "Left-click at (180, 227)", "image_path": "vision/frames/step_0015_20260731_121822_at.webp", "reasoning": "Move the cursor and Left-click **`M+`** again. This time memory already holds `48`, so `M+` **adds** rather than stores, leaving `75`. Nothing on screen reports the new total — `M+` gives no visible feedback — which is why the recall in the next step is needed to see it at all.", "skipped": false}
+{"step_id": 16, "timestamp_action": "2026-07-31T12:18:26.274Z", "timestamp_annotated": "2026-08-19T14:18:25.908551+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=128, Y=227", "converted_command": "Left-click at (128, 227)", "image_path": "vision/frames/step_0016_20260731_121826_at.webp", "reasoning": "Move the cursor and Left-click **`MR`** to recall the memory total to the display, which is what the task asks for. `MR` is only enabled because memory is non-empty. Note that this step's after-frame still shows `27`: the display had not yet caught up when the frame was taken, and the recalled `75` is confirmed by reading Calculator's display element rather than from the frame. The trace ends here with no close step, because the recalled value on the display *is* the artifact.", "skipped": false}
diff --git a/data/sessions/windows-calculator-memory/sync_log.json b/data/sessions/windows-calculator-memory/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..511b3079c8c842af4d653821cb47beeb7bcc6b13
--- /dev/null
+++ b/data/sessions/windows-calculator-memory/sync_log.json
@@ -0,0 +1,376 @@
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+    "agent_alive": true,
+    "agent_id": "agent-98624f9f-2de0-4a8a-a746-54030229beaf",
+    "agent_version": "1.3.0",
+    "error_message": "",
+    "execution_time_ms": 90,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1901,
+    "mouse_y": 17,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1901, Y=17",
+    "session_id": "conn-2ea38a91-8a73-4f06-b025-c752f7da6fe3",
+    "success": true,
+    "timestamp": "2026-08-13T07:03:21.984Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-settings-defaultapp/commands/cc_commands.json b/data/sessions/windows-settings-defaultapp/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..1df81398705f2cc08af02cfcf31ed406557b5609
--- /dev/null
+++ b/data/sessions/windows-settings-defaultapp/commands/cc_commands.json
@@ -0,0 +1,42 @@
+[
+  {
+    "command": "press {LWin}",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type default apps",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "504 948 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "504 948 scroll_down 263",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "401 480 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "895 203 left",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "1901 17 left",
+    "os": "WINDOWS",
+    "step_id": 8
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-settings-defaultapp/commands/converted_input.md b/data/sessions/windows-settings-defaultapp/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..45cf3ebb0c12bd015e077ce9c464fcfcfd862b23
--- /dev/null
+++ b/data/sessions/windows-settings-defaultapp/commands/converted_input.md
@@ -0,0 +1,14 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-08-13 07:00:08 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-08-13T07:00:08.389Z | Press: Win |
+|    2 | 2026-08-13T07:00:15.724Z | Type: default apps |
+|    3 | 2026-08-13T07:00:22.846Z | Press: Enter |
+|    4 | 2026-08-13T07:01:12.731Z | Left-click at (504, 948) |
+|    5 | 2026-08-13T07:01:52.512Z | Scroll-down 263 notches at (504, 948) |
+|    6 | 2026-08-13T07:02:29.777Z | Left-click at (401, 480) |
+|    7 | 2026-08-13T07:02:59.006Z | Left-click at (895, 203) |
+|    8 | 2026-08-13T07:03:21.984Z | Left-click at (1901, 17) |
diff --git a/data/sessions/windows-settings-defaultapp/commands/raw_input.md b/data/sessions/windows-settings-defaultapp/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..b8d18324c23dd03fa0f41584d7c7dbb1e19a765f
--- /dev/null
+++ b/data/sessions/windows-settings-defaultapp/commands/raw_input.md
@@ -0,0 +1,14 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-08-13 07:00:08 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-08-13T07:00:08.389Z | Pressed: LWin |
+|    2 | 2026-08-13T07:00:15.724Z | Typed: default apps |
+|    3 | 2026-08-13T07:00:22.846Z | Pressed: Return |
+|    4 | 2026-08-13T07:01:12.731Z | Left-clicked at X=504, Y=948 |
+|    5 | 2026-08-13T07:01:52.512Z | Scrolled down 263 notches at X=504, Y=948 |
+|    6 | 2026-08-13T07:02:29.777Z | Left-clicked at X=401, Y=480 |
+|    7 | 2026-08-13T07:02:59.006Z | Left-clicked at X=895, Y=203 |
+|    8 | 2026-08-13T07:03:21.984Z | Left-clicked at X=1901, Y=17 |
diff --git a/data/sessions/windows-settings-defaultapp/memory.md b/data/sessions/windows-settings-defaultapp/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..3b105a821a665be2371146455ed87ec3f6410b46
--- /dev/null
+++ b/data/sessions/windows-settings-defaultapp/memory.md
@@ -0,0 +1,82 @@
+# Memory: windows-settings-defaultapp
+
+## Overview
+
+Change which application opens a given file type, through the system settings. Use this
+when double-clicking a file type should open something other than the current handler. The
+route opens the default-apps settings by name from the Start menu, finds the file type in
+the by-file-type list, opens its chooser and selects the application. The recorded trace
+makes Notepad the handler for `.txt`.
+
+## Prerequisites
+
+- A desktop environment with a settings interface for file-type associations.
+- The file type and the application to associate with it, both decided in advance, and the
+  application already installed — an association cannot be made to something absent.
+- An understanding that this changes behaviour system-wide for that type, not for one
+  file. Everything that opens by double-click changes with it.
+- An expectation that the setting is stored per user, so it does not affect other
+  accounts, and that some applications reclaim the association on their next launch.
+- Confirmation read from the association itself afterwards, rather than from the settings
+  pane closing.
+
+## Steps
+
+### Step 1 — Press: Win
+
+The task is to register Notepad as the default application for `.txt` files. The screen is the bare desktop with no window open, so the Settings app has to be launched first: press the Windows key to open the Start menu, which puts keyboard focus in its search box. The next frame shows the menu open with its app list rendered, which is the proof the keystroke was handled. This route is focus-fragile — an earlier attempt that left only two seconds between these three keystrokes never opened Settings and recorded three no-op steps — so the recorded gap here is about seven seconds.
+
+![Step 1](vision/frames/step_0001_20260813_070008_at.webp)
+
+### Step 2 — Type: default apps
+
+Type `default apps` into the Start search box. The typed text appears in the search field along the bottom of the panel and the results resolve with `Default apps / System settings` as the highlighted Best match — the signal the characters reached the Start menu rather than falling through to the desktop.
+
+![Step 2](vision/frames/step_0002_20260813_070015_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `default apps` Press Enter to open the highlighted Best match. Settings opens maximized on `Apps ▸ Default apps`, listing the per-category defaults and, below them, the link `Choose default apps by file type`. Waiting for that window before continuing is what makes the next click meaningful; a keystroke recorded against an unopened window would look identical.
+
+![Step 3](vision/frames/step_0003_20260813_070022_at.webp)
+
+### Step 4 — Left-click at (504, 948)
+
+Move the cursor and Left-click `Choose default apps by file type` near the bottom of the Default apps pane. The per-category controls above it set defaults for whole classes such as `Music player` or `Web browser` and cannot express a file extension, so the extension list behind this link is the only surface where `.txt` can be set.
+
+![Step 4](vision/frames/step_0004_20260813_070112_at.webp)
+
+### Step 5 — Scroll-down 263 notches at (504, 948)
+
+Scroll down 263 notches from where the previous click left the pointer. The extension list opens at `.386` and runs alphabetically through every registered extension, and a wheel notch moves about six rows, so the count is exactly what carries `.txt` into view. Every other route is worse here: the list never takes keyboard focus so `{End}` does nothing, a synthetic drag does not move the scrollbar thumb, and clicking the scrollbar track pages roughly thirty-four times.
+
+![Step 5](vision/frames/step_0005_20260813_070152_at.webp)
+
+### Step 6 — Left-click at (401, 480)
+
+Move the cursor and Left-click the default-app tile on the `.txt / Text Document` row, which already reads `Notepad`. The tile is a picker rather than a state display — the pristine image already resolves `.txt` to `txtfile`, so the visible ProgId can show no movement, and re-asserting the choice through this control is what makes Windows write a fresh `UserChoice` entry.
+
+![Step 6](vision/frames/step_0006_20260813_070229_at.webp)
+
+### Step 7 — Left-click at (895, 203)
+
+Move the cursor and Left-click `Notepad`, the first entry of the `Choose an app` flyout that opened beside the row, above `Visual Studio Code`, `WordPad` and `Look for an app in the Microsoft Store`. The flyout closes and the `.txt` row still reads `Notepad`, so nothing visible changes; the movement is in the registry, where the recorded `UserChoice` hash goes from `ZvmUEoMQrgs=` to `IlyBtF/HgRQ=`.
+
+![Step 7](vision/frames/step_0007_20260813_070259_at.webp)
+
+### Step 8 — Left-click at (1901, 17)
+
+Left-click the close button at the top right corner of the Settings window. The association is already committed by the previous step, so this only clears the screen and leaves the closing frame on the bare desktop.
+
+![Step 8](vision/frames/step_0008_20260813_070321_at.webp)
+
+## Notes & Edge Cases
+
+1. Never set a default app without user consent because user's have their own preference and some set default apps based on their work.
+2. Scrolling a long list is the last resort, not the first move. This list opens alphabetically at the beginning and the wanted entry was hundreds of rows down; before scrolling, look for a search box, a jump-to-letter, or a keyboard route. Here there was none that worked — the list never takes keyboard focus so the End key does nothing, a synthetic drag does not move the scrollbar thumb, and clicking the track pages dozens of times — which is why the trace scrolls. Establish that before spending the steps, not after.
+3. A scroll's repeat count is part of the action. "Scroll down" without a count is not a description of anything repeatable, so a trace that records the notches can be replayed and one that does not cannot.
+4. A control already showing the wanted value is not proof the setting is set. The tile here is a picker, not a status display: the system already resolved the type to a similarly named handler, so re-asserting the choice through the control is what writes a fresh association. Nothing visible changes when it works.
+5. Because nothing visible changes, confirm from behaviour rather than from the pane. Open a file of that type, or read the association back — the settings window closing proves only that the window closed.
+6. The change is system-wide for that file type, not for the file that prompted it. Everything of that type opens differently afterwards, which is why the consent in note 1 is about a larger change than the task appears to be making.
+7. The association is stored per user, so it does not affect other accounts on the machine — and some applications reclaim the association for themselves the next time they run, which makes a change that later reverts a plausible outcome rather than evidence of a mistake.
+8. The same account-wide change is offered as a checkbox in the *"how do you want to open this file"* dialog, where it reads as a convenience rather than as a settings change. Ticking it silently does what note 1 forbids, so leave it alone unless the user asked for exactly that.
diff --git a/data/sessions/windows-settings-defaultapp/metadata.json b/data/sessions/windows-settings-defaultapp/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4d6862982abb0b2196cc07535754cd83f9a89768
--- /dev/null
+++ b/data/sessions/windows-settings-defaultapp/metadata.json
@@ -0,0 +1,142 @@
+{
+  "memory_name": "windows-settings-defaultapp",
+  "memory_description": "",
+  "session_id": "ec0bb3fc-0a51-434f-a64f-61332031ee6f",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.3.0",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.3.0",
+  "created_at": "2026-08-13T06:59:40.334093701Z",
+  "completed_at": "2026-08-13T07:03:45.247660490Z",
+  "total_steps": 8,
+  "annotated_steps": 8,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-08-13T07:00:08.389Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260813_070008_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260813_070008_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260813_070008_after.webp",
+      "raw_command": "Pressed: LWin",
+      "converted_command": "Press: Win"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-08-13T07:00:15.724Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260813_070015_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260813_070015_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260813_070015_after.webp",
+      "raw_command": "Typed: default apps",
+      "converted_command": "Type: default apps"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-08-13T07:00:22.846Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260813_070022_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260813_070022_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260813_070022_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-08-13T07:01:12.731Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260813_070112_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260813_070112_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260813_070112_after.webp",
+      "raw_command": "Left-clicked at X=504, Y=948",
+      "converted_command": "Left-click at (504, 948)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-08-13T07:01:52.512Z",
+      "action_type": "mouse",
+      "action_subtype": "scroll_down",
+      "image_path": "vision/frames/step_0005_20260813_070152_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260813_070152_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260813_070152_after.webp",
+      "raw_command": "Scrolled down 263 notches at X=504, Y=948",
+      "converted_command": "Scroll-down 263 notches at (504, 948)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-08-13T07:02:29.777Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260813_070229_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260813_070229_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260813_070229_after.webp",
+      "raw_command": "Left-clicked at X=401, Y=480",
+      "converted_command": "Left-click at (401, 480)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-08-13T07:02:59.006Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0007_20260813_070259_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0007_20260813_070259_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260813_070259_after.webp",
+      "raw_command": "Left-clicked at X=895, Y=203",
+      "converted_command": "Left-click at (895, 203)"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-08-13T07:03:21.984Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260813_070321_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260813_070321_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260813_070321_after.webp",
+      "raw_command": "Left-clicked at X=1901, Y=17",
+      "converted_command": "Left-click at (1901, 17)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/windows-settings-defaultapp/reasoning/reasoning.jsonl b/data/sessions/windows-settings-defaultapp/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..05c68437ef6cb346a2730957a3a7f1e6b302f8b7
--- /dev/null
+++ b/data/sessions/windows-settings-defaultapp/reasoning/reasoning.jsonl
@@ -0,0 +1,8 @@
+{"step_id": 1, "timestamp_action": "2026-08-13T07:00:08.389Z", "timestamp_annotated": "2026-08-19T14:18:26.127631+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: LWin", "converted_command": "Press: Win", "image_path": "vision/frames/step_0001_20260813_070008_at.webp", "reasoning": "The task is to register Notepad as the default application for `.txt` files. The screen is the bare desktop with no window open, so the Settings app has to be launched first: press the Windows key to open the Start menu, which puts keyboard focus in its search box. The next frame shows the menu open with its app list rendered, which is the proof the keystroke was handled. This route is focus-fragile — an earlier attempt that left only two seconds between these three keystrokes never opened Settings and recorded three no-op steps — so the recorded gap here is about seven seconds.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-08-13T07:00:15.724Z", "timestamp_annotated": "2026-08-19T14:18:26.128224+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: default apps", "converted_command": "Type: default apps", "image_path": "vision/frames/step_0002_20260813_070015_at.webp", "reasoning": "Type `default apps` into the Start search box. The typed text appears in the search field along the bottom of the panel and the results resolve with `Default apps / System settings` as the highlighted Best match — the signal the characters reached the Start menu rather than falling through to the desktop.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-08-13T07:00:22.846Z", "timestamp_annotated": "2026-08-19T14:18:26.128646+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260813_070022_at.webp", "reasoning": "After typing `default apps` Press Enter to open the highlighted Best match. Settings opens maximized on `Apps ▸ Default apps`, listing the per-category defaults and, below them, the link `Choose default apps by file type`. Waiting for that window before continuing is what makes the next click meaningful; a keystroke recorded against an unopened window would look identical.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-08-13T07:01:12.731Z", "timestamp_annotated": "2026-08-19T14:18:26.129077+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=504, Y=948", "converted_command": "Left-click at (504, 948)", "image_path": "vision/frames/step_0004_20260813_070112_at.webp", "reasoning": "Move the cursor and Left-click `Choose default apps by file type` near the bottom of the Default apps pane. The per-category controls above it set defaults for whole classes such as `Music player` or `Web browser` and cannot express a file extension, so the extension list behind this link is the only surface where `.txt` can be set.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-08-13T07:01:52.512Z", "timestamp_annotated": "2026-08-19T14:18:26.129627+00:00", "action_type": "mouse", "action_subtype": "scroll_down", "raw_command": "Scrolled down 263 notches at X=504, Y=948", "converted_command": "Scroll-down 263 notches at (504, 948)", "image_path": "vision/frames/step_0005_20260813_070152_at.webp", "reasoning": "Scroll down 263 notches from where the previous click left the pointer. The extension list opens at `.386` and runs alphabetically through every registered extension, and a wheel notch moves about six rows, so the count is exactly what carries `.txt` into view. Every other route is worse here: the list never takes keyboard focus so `{End}` does nothing, a synthetic drag does not move the scrollbar thumb, and clicking the scrollbar track pages roughly thirty-four times.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-08-13T07:02:29.777Z", "timestamp_annotated": "2026-08-19T14:18:26.130083+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=401, Y=480", "converted_command": "Left-click at (401, 480)", "image_path": "vision/frames/step_0006_20260813_070229_at.webp", "reasoning": "Move the cursor and Left-click the default-app tile on the `.txt / Text Document` row, which already reads `Notepad`. The tile is a picker rather than a state display — the pristine image already resolves `.txt` to `txtfile`, so the visible ProgId can show no movement, and re-asserting the choice through this control is what makes Windows write a fresh `UserChoice` entry.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-08-13T07:02:59.006Z", "timestamp_annotated": "2026-08-19T14:18:26.130652+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=895, Y=203", "converted_command": "Left-click at (895, 203)", "image_path": "vision/frames/step_0007_20260813_070259_at.webp", "reasoning": "Move the cursor and Left-click `Notepad`, the first entry of the `Choose an app` flyout that opened beside the row, above `Visual Studio Code`, `WordPad` and `Look for an app in the Microsoft Store`. The flyout closes and the `.txt` row still reads `Notepad`, so nothing visible changes; the movement is in the registry, where the recorded `UserChoice` hash goes from `ZvmUEoMQrgs=` to `IlyBtF/HgRQ=`.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-08-13T07:03:21.984Z", "timestamp_annotated": "2026-08-19T14:18:26.131144+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1901, Y=17", "converted_command": "Left-click at (1901, 17)", "image_path": "vision/frames/step_0008_20260813_070321_at.webp", "reasoning": "Left-click the close button at the top right corner of the Settings window. The association is already committed by the previous step, so this only clears the screen and leaves the closing frame on the bare desktop.", "skipped": false}
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new file mode 100644
index 0000000000000000000000000000000000000000..725b0097807603f0e2a9a2e943209e7674ac5c61
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+}
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diff --git a/data/sessions/windows-settings-nightlight/commands/actuation_commands.json b/data/sessions/windows-settings-nightlight/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..6bb2c3f4f27266e0ed7753b9a4cdea74ef45bc06
--- /dev/null
+++ b/data/sessions/windows-settings-nightlight/commands/actuation_commands.json
@@ -0,0 +1,211 @@
+[
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 4,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: LWin",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:42:44.248Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 7,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: night light",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:42:50.128Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 4,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:42:54.334Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 99,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 54,
+    "mouse_y": 425,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=54, Y=425",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:43:05.506Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 93,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 78,
+    "mouse_y": 686,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=78, Y=686",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:43:18.899Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 99,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 64,
+    "mouse_y": 645,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=64, Y=645",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:43:44.356Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 4,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:43:47.131Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 42,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 62,
+    "mouse_y": 770,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=62, Y=770",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:43:53.264Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 98,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 63,
+    "mouse_y": 728,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=63, Y=728",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:44:03.013Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 5,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:44:06.559Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-21f0b7d2-97e3-4443-89c3-fdfdf8418c70",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 97,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 1904,
+    "mouse_y": 21,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=1904, Y=21",
+    "session_id": "conn-2dca2ab6-f3f9-4b55-8b0b-c52647c5cdc6",
+    "success": true,
+    "timestamp": "2026-08-01T05:44:27.674Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-settings-nightlight/commands/cc_commands.json b/data/sessions/windows-settings-nightlight/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..ef1e1d1bb895f89ca6606194083dbe735a0f38cb
--- /dev/null
+++ b/data/sessions/windows-settings-nightlight/commands/cc_commands.json
@@ -0,0 +1,57 @@
+[
+  {
+    "command": "press {LWin}",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type night light",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "54 425 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "78 686 left",
+    "os": "WINDOWS",
+    "step_id": 5
+  },
+  {
+    "command": "64 645 left",
+    "os": "WINDOWS",
+    "step_id": 6
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 7
+  },
+  {
+    "command": "62 770 left",
+    "os": "WINDOWS",
+    "step_id": 8
+  },
+  {
+    "command": "63 728 left",
+    "os": "WINDOWS",
+    "step_id": 9
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 10
+  },
+  {
+    "command": "1904 21 left",
+    "os": "WINDOWS",
+    "step_id": 11
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-settings-nightlight/commands/converted_input.md b/data/sessions/windows-settings-nightlight/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..7de4380419ffce100720698d8d15d021840c59b0
--- /dev/null
+++ b/data/sessions/windows-settings-nightlight/commands/converted_input.md
@@ -0,0 +1,17 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-08-01 05:42:44 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-08-01T05:42:44.248Z | Press: Win |
+|    2 | 2026-08-01T05:42:50.128Z | Type: night light |
+|    3 | 2026-08-01T05:42:54.334Z | Press: Enter |
+|    4 | 2026-08-01T05:43:05.506Z | Left-click at (54, 425) |
+|    5 | 2026-08-01T05:43:18.899Z | Left-click at (78, 686) |
+|    6 | 2026-08-01T05:43:44.356Z | Left-click at (64, 645) |
+|    7 | 2026-08-01T05:43:47.131Z | Press: Enter |
+|    8 | 2026-08-01T05:43:53.264Z | Left-click at (62, 770) |
+|    9 | 2026-08-01T05:44:03.013Z | Left-click at (63, 728) |
+|   10 | 2026-08-01T05:44:06.559Z | Press: Enter |
+|   11 | 2026-08-01T05:44:27.674Z | Left-click at (1904, 21) |
diff --git a/data/sessions/windows-settings-nightlight/commands/raw_input.md b/data/sessions/windows-settings-nightlight/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..33a4bc00dac8d583f639fefc40710a4aa84e564b
--- /dev/null
+++ b/data/sessions/windows-settings-nightlight/commands/raw_input.md
@@ -0,0 +1,17 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-08-01 05:42:44 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-08-01T05:42:44.248Z | Pressed: LWin |
+|    2 | 2026-08-01T05:42:50.128Z | Typed: night light |
+|    3 | 2026-08-01T05:42:54.334Z | Pressed: Return |
+|    4 | 2026-08-01T05:43:05.506Z | Left-clicked at X=54, Y=425 |
+|    5 | 2026-08-01T05:43:18.899Z | Left-clicked at X=78, Y=686 |
+|    6 | 2026-08-01T05:43:44.356Z | Left-clicked at X=64, Y=645 |
+|    7 | 2026-08-01T05:43:47.131Z | Pressed: Return |
+|    8 | 2026-08-01T05:43:53.264Z | Left-clicked at X=62, Y=770 |
+|    9 | 2026-08-01T05:44:03.013Z | Left-clicked at X=63, Y=728 |
+|   10 | 2026-08-01T05:44:06.559Z | Pressed: Return |
+|   11 | 2026-08-01T05:44:27.674Z | Left-clicked at X=1904, Y=21 |
diff --git a/data/sessions/windows-settings-nightlight/memory.md b/data/sessions/windows-settings-nightlight/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..a3a727223d1742ef6f7135364b74b85ee59bfd20
--- /dev/null
+++ b/data/sessions/windows-settings-nightlight/memory.md
@@ -0,0 +1,103 @@
+# Memory: windows-settings-nightlight
+
+## Overview
+
+Set a scheduled start and end time for the display's night-light colour shift, through the
+system settings. Use this when the warm-colour mode should turn itself on and off at fixed
+hours rather than being toggled by hand. The route opens the night-light settings by name
+from the Start menu, switches the schedule on, and sets the two times. The recorded trace
+schedules it from 20:00 to 06:00.
+
+## Prerequisites
+
+- A desktop environment with a display-settings interface that supports a scheduled colour
+  shift.
+- The start and end times decided in advance, and clarity that the schedule crosses
+  midnight if the end time is earlier than the start.
+- An understanding that setting a schedule is not the same as turning the feature on now.
+  Outside the scheduled window nothing visible changes, so the screen looking unchanged is
+  the expected result rather than a failure.
+- Time fields entered in the format the interface expects, including its handling of a
+  12- or 24-hour clock.
+- Confirmation read from the schedule's own summary text rather than from the screen's
+  colour.
+
+## Steps
+
+### Step 1 — Press: Win
+
+The task is to put Windows night light on a schedule running from 20:00 to 06:00. The screen is the bare desktop with no window open, so press the Windows key to open the Start menu and put keyboard focus in its search box. The next frame shows the menu open, which is the proof the keystroke was handled rather than lost. This route is focus-fragile under capture — the same three keystrokes driven programmatically let the typing fall through to the desktop — so each is given several seconds to settle.
+
+![Step 1](vision/frames/step_0001_20260801_054244_at.webp)
+
+### Step 2 — Type: night light
+
+Type `night light`. The search field at the bottom of the panel shows the text and the results resolve with `Night light / System settings` as the highlighted Best match, which is the signal the characters reached the Start menu and not the desktop behind it.
+
+![Step 2](vision/frames/step_0002_20260801_054250_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing `night light` Press Enter to open the highlighted Best match. Settings opens directly on the `Night light settings` pane, so the search route skips System ▸ Display entirely and needs no navigation clicks. The pane shows `Turn on now`, a `Strength` slider, and a `Schedule night light` toggle currently reading `Off`.
+
+![Step 3](vision/frames/step_0003_20260801_054254_at.webp)
+
+### Step 4 — Left-click at (54, 425)
+
+Move the cursor and Left-click the `Schedule night light` toggle under the `Schedule` heading. It flips to `On` and the scheduling controls unfold below it: a disabled `Sunset to sunrise` radio, since location services are off, `Set hours` already selected, and `Turn on` / `Turn off` fields reading `9 00 PM` and `7 00 AM`. Because `Set hours` comes up selected, no extra click on that radio is needed.
+
+![Step 4](vision/frames/step_0004_20260801_054305_at.webp)
+
+### Step 5 — Left-click at (78, 686)
+
+Move the cursor and Left-click the hour box of `Turn on`, the leftmost of its three fields, reading `9`. A scrolling hour / minute / AM-PM picker opens in place with `9 | 00 | PM` on the highlighted centre row, so the hour is now the value under edit.
+
+![Step 5](vision/frames/step_0005_20260801_054318_at.webp)
+
+### Step 6 — Left-click at (64, 645)
+
+Move the cursor and Left-click `8` in the picker's hour column, one row above the highlighted `9`. The column re-centres with `8 | 00 | PM` on the highlighted row, which is 20:00 — the minutes are already `00` and the marker is already `PM`, so neither needs touching.
+
+![Step 6](vision/frames/step_0006_20260801_054344_at.webp)
+
+### Step 7 — Press: Enter
+
+Press Enter to commit the picker. Enter does the work of the ✓ button below the columns, so that button needs no click; the picker closes and the next frame shows `Turn on` reading `8 00 PM`.
+
+![Step 7](vision/frames/step_0007_20260801_054347_at.webp)
+
+### Step 8 — Left-click at (62, 770)
+
+Move the cursor and Left-click the hour box of `Turn off`, the leftmost of its three fields, reading `7`. The same style of picker opens over the schedule block with `7 | 00 | AM` on the highlighted centre row, this time editing the end of the schedule.
+
+![Step 8](vision/frames/step_0008_20260801_054353_at.webp)
+
+### Step 9 — Left-click at (63, 728)
+
+Move the cursor and Left-click `6` in the hour column, one row above the highlighted `7`. The column re-centres on `6 | 00 | AM`, which is 06:00; as with the turn-on time the minutes and the AM marker are already correct.
+
+![Step 9](vision/frames/step_0009_20260801_054403_at.webp)
+
+### Step 10 — Press: Enter
+
+Press Enter to commit the second picker. It closes with `Turn on 8 00 PM` and `Turn off 6 00 AM` shown, and the summary line at the top of the pane changes from `On until sunrise (7:00 AM)` to `On until sunrise (6:00 AM)` — a self-reporting confirmation that the schedule was accepted, not just that keys were sent.
+
+![Step 10](vision/frames/step_0010_20260801_054406_at.webp)
+
+### Step 11 — Left-click at (1904, 21)
+
+Left-click the close button at the top right corner of the Settings window. The schedule is already committed, so this only clears the screen; because the closing frame is therefore the bare desktop, the evidence for the finished task sits in this step's before-frame rather than in the last frame of the take.
+
+![Step 11](vision/frames/step_0011_20260801_054427_at.webp)
+
+## Notes & Edge Cases
+
+1. Setting a schedule is not turning the feature on. Outside the scheduled window nothing about the display changes, so the screen looking exactly as it did is the expected result and not a sign the task failed.
+2. Confirm from the summary the pane writes about itself, not from the screen's colour. The recorded trace watched the header change from `On until sunrise (7:00 AM)` to `(6:00 AM)` — the setting reporting its own new state, which is available immediately, where the visible effect is hours away.
+3. An end time earlier than the start time means the schedule crosses midnight. That is normal for this feature and is not an input error to correct.
+4. The option that follows sunset and sunrise needs location services, and is disabled without them. Setting explicit hours is the route that works regardless, so a disabled option is a reason to take the other route rather than a problem to fix first.
+5. A time is edited through a spinning picker whose highlighted centre row is the value. Confirm the row before committing, and note that the confirm key does the work of the tick button, so no click on that button is needed.
+6. Only the field the task changes should be touched, but every field has to be *read*. The recorded trace changed only the hour because the minutes were already zero and the meridiem was already right — checking that is what made touching one field sufficient.
+7. A time given as 20:00 has to be converted before it can be picked from a twelve-hour control. The conversion is where an otherwise correct task goes wrong by twelve hours, and both the hour and the AM/PM marker have to agree for the result to be right.
+8. Searching for the pane by name from the Start menu opens it directly and skips the navigation entirely, which is fewer steps and fewer chances to click the wrong row than walking the settings tree. The route named in the task description is not necessarily the shortest one that reaches the same pane.
+9. That search route is fragile under automation: the menu needs time to settle before the confirming key is sent, or the keystrokes fall through to the desktop and nothing opens. Confirm the window appeared rather than trusting the keys were delivered.
diff --git a/data/sessions/windows-settings-nightlight/metadata.json b/data/sessions/windows-settings-nightlight/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e6916ee76aaaea643f44996aedbe1c8c05728bac
--- /dev/null
+++ b/data/sessions/windows-settings-nightlight/metadata.json
@@ -0,0 +1,181 @@
+{
+  "memory_name": "windows-settings-nightlight",
+  "memory_description": "",
+  "session_id": "db201381-cda2-4c86-9591-87187f82748a",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-08-01T05:40:03.720186860Z",
+  "completed_at": "2026-08-01T05:45:16.042119289Z",
+  "total_steps": 11,
+  "annotated_steps": 11,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-08-01T05:42:44.248Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0001_20260801_054244_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0001_20260801_054244_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260801_054244_after.webp",
+      "raw_command": "Pressed: LWin",
+      "converted_command": "Press: Win"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-08-01T05:42:50.128Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260801_054250_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260801_054250_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260801_054250_after.webp",
+      "raw_command": "Typed: night light",
+      "converted_command": "Type: night light"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-08-01T05:42:54.334Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260801_054254_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260801_054254_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260801_054254_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-08-01T05:43:05.506Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260801_054305_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260801_054305_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260801_054305_after.webp",
+      "raw_command": "Left-clicked at X=54, Y=425",
+      "converted_command": "Left-click at (54, 425)"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-08-01T05:43:18.899Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0005_20260801_054318_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0005_20260801_054318_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260801_054318_after.webp",
+      "raw_command": "Left-clicked at X=78, Y=686",
+      "converted_command": "Left-click at (78, 686)"
+    },
+    {
+      "step_id": 6,
+      "timestamp": "2026-08-01T05:43:44.356Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0006_20260801_054344_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0006_20260801_054344_before.webp",
+      "after_image_path": "vision/frames/step_0006_20260801_054344_after.webp",
+      "raw_command": "Left-clicked at X=64, Y=645",
+      "converted_command": "Left-click at (64, 645)"
+    },
+    {
+      "step_id": 7,
+      "timestamp": "2026-08-01T05:43:47.131Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0007_20260801_054347_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0007_20260801_054347_before.webp",
+      "after_image_path": "vision/frames/step_0007_20260801_054347_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 8,
+      "timestamp": "2026-08-01T05:43:53.264Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0008_20260801_054353_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0008_20260801_054353_before.webp",
+      "after_image_path": "vision/frames/step_0008_20260801_054353_after.webp",
+      "raw_command": "Left-clicked at X=62, Y=770",
+      "converted_command": "Left-click at (62, 770)"
+    },
+    {
+      "step_id": 9,
+      "timestamp": "2026-08-01T05:44:03.013Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0009_20260801_054403_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0009_20260801_054403_before.webp",
+      "after_image_path": "vision/frames/step_0009_20260801_054403_after.webp",
+      "raw_command": "Left-clicked at X=63, Y=728",
+      "converted_command": "Left-click at (63, 728)"
+    },
+    {
+      "step_id": 10,
+      "timestamp": "2026-08-01T05:44:06.559Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0010_20260801_054406_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0010_20260801_054406_before.webp",
+      "after_image_path": "vision/frames/step_0010_20260801_054406_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 11,
+      "timestamp": "2026-08-01T05:44:27.674Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0011_20260801_054427_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0011_20260801_054427_before.webp",
+      "after_image_path": "vision/frames/step_0011_20260801_054427_after.webp",
+      "raw_command": "Left-clicked at X=1904, Y=21",
+      "converted_command": "Left-click at (1904, 21)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/windows-settings-nightlight/reasoning/reasoning.jsonl b/data/sessions/windows-settings-nightlight/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..85250eec51f2f6a85185453353080443f9615442
--- /dev/null
+++ b/data/sessions/windows-settings-nightlight/reasoning/reasoning.jsonl
@@ -0,0 +1,11 @@
+{"step_id": 1, "timestamp_action": "2026-08-01T05:42:44.248Z", "timestamp_annotated": "2026-08-19T14:18:26.135911+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: LWin", "converted_command": "Press: Win", "image_path": "vision/frames/step_0001_20260801_054244_at.webp", "reasoning": "The task is to put Windows night light on a schedule running from 20:00 to 06:00. The screen is the bare desktop with no window open, so press the Windows key to open the Start menu and put keyboard focus in its search box. The next frame shows the menu open, which is the proof the keystroke was handled rather than lost. This route is focus-fragile under capture — the same three keystrokes driven programmatically let the typing fall through to the desktop — so each is given several seconds to settle.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-08-01T05:42:50.128Z", "timestamp_annotated": "2026-08-19T14:18:26.136359+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: night light", "converted_command": "Type: night light", "image_path": "vision/frames/step_0002_20260801_054250_at.webp", "reasoning": "Type `night light`. The search field at the bottom of the panel shows the text and the results resolve with `Night light / System settings` as the highlighted Best match, which is the signal the characters reached the Start menu and not the desktop behind it.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-08-01T05:42:54.334Z", "timestamp_annotated": "2026-08-19T14:18:26.136878+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260801_054254_at.webp", "reasoning": "After typing `night light` Press Enter to open the highlighted Best match. Settings opens directly on the `Night light settings` pane, so the search route skips System ▸ Display entirely and needs no navigation clicks. The pane shows `Turn on now`, a `Strength` slider, and a `Schedule night light` toggle currently reading `Off`.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-08-01T05:43:05.506Z", "timestamp_annotated": "2026-08-19T14:18:26.137330+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=54, Y=425", "converted_command": "Left-click at (54, 425)", "image_path": "vision/frames/step_0004_20260801_054305_at.webp", "reasoning": "Move the cursor and Left-click the `Schedule night light` toggle under the `Schedule` heading. It flips to `On` and the scheduling controls unfold below it: a disabled `Sunset to sunrise` radio, since location services are off, `Set hours` already selected, and `Turn on` / `Turn off` fields reading `9 00 PM` and `7 00 AM`. Because `Set hours` comes up selected, no extra click on that radio is needed.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-08-01T05:43:18.899Z", "timestamp_annotated": "2026-08-19T14:18:26.137755+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=78, Y=686", "converted_command": "Left-click at (78, 686)", "image_path": "vision/frames/step_0005_20260801_054318_at.webp", "reasoning": "Move the cursor and Left-click the hour box of `Turn on`, the leftmost of its three fields, reading `9`. A scrolling hour / minute / AM-PM picker opens in place with `9 | 00 | PM` on the highlighted centre row, so the hour is now the value under edit.", "skipped": false}
+{"step_id": 6, "timestamp_action": "2026-08-01T05:43:44.356Z", "timestamp_annotated": "2026-08-19T14:18:26.138183+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=64, Y=645", "converted_command": "Left-click at (64, 645)", "image_path": "vision/frames/step_0006_20260801_054344_at.webp", "reasoning": "Move the cursor and Left-click `8` in the picker's hour column, one row above the highlighted `9`. The column re-centres with `8 | 00 | PM` on the highlighted row, which is 20:00 — the minutes are already `00` and the marker is already `PM`, so neither needs touching.", "skipped": false}
+{"step_id": 7, "timestamp_action": "2026-08-01T05:43:47.131Z", "timestamp_annotated": "2026-08-19T14:18:26.138744+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0007_20260801_054347_at.webp", "reasoning": "Press Enter to commit the picker. Enter does the work of the ✓ button below the columns, so that button needs no click; the picker closes and the next frame shows `Turn on` reading `8 00 PM`.", "skipped": false}
+{"step_id": 8, "timestamp_action": "2026-08-01T05:43:53.264Z", "timestamp_annotated": "2026-08-19T14:18:26.139213+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=62, Y=770", "converted_command": "Left-click at (62, 770)", "image_path": "vision/frames/step_0008_20260801_054353_at.webp", "reasoning": "Move the cursor and Left-click the hour box of `Turn off`, the leftmost of its three fields, reading `7`. The same style of picker opens over the schedule block with `7 | 00 | AM` on the highlighted centre row, this time editing the end of the schedule.", "skipped": false}
+{"step_id": 9, "timestamp_action": "2026-08-01T05:44:03.013Z", "timestamp_annotated": "2026-08-19T14:18:26.139716+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=63, Y=728", "converted_command": "Left-click at (63, 728)", "image_path": "vision/frames/step_0009_20260801_054403_at.webp", "reasoning": "Move the cursor and Left-click `6` in the hour column, one row above the highlighted `7`. The column re-centres on `6 | 00 | AM`, which is 06:00; as with the turn-on time the minutes and the AM marker are already correct.", "skipped": false}
+{"step_id": 10, "timestamp_action": "2026-08-01T05:44:06.559Z", "timestamp_annotated": "2026-08-19T14:18:26.140166+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0010_20260801_054406_at.webp", "reasoning": "Press Enter to commit the second picker. It closes with `Turn on 8 00 PM` and `Turn off 6 00 AM` shown, and the summary line at the top of the pane changes from `On until sunrise (7:00 AM)` to `On until sunrise (6:00 AM)` — a self-reporting confirmation that the schedule was accepted, not just that keys were sent.", "skipped": false}
+{"step_id": 11, "timestamp_action": "2026-08-01T05:44:27.674Z", "timestamp_annotated": "2026-08-19T14:18:26.140703+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=1904, Y=21", "converted_command": "Left-click at (1904, 21)", "image_path": "vision/frames/step_0011_20260801_054427_at.webp", "reasoning": "Left-click the close button at the top right corner of the Settings window. The schedule is already committed, so this only clears the screen; because the closing frame is therefore the bare desktop, the evidence for the finished task sits in this step's before-frame rather than in the last frame of the take.", "skipped": false}
diff --git a/data/sessions/windows-settings-nightlight/sync_log.json b/data/sessions/windows-settings-nightlight/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..0e35e96fde9accb9574c3bfb816f410c8688c756
--- /dev/null
+++ b/data/sessions/windows-settings-nightlight/sync_log.json
@@ -0,0 +1,271 @@
+{
+  "session_id": "db201381-cda2-4c86-9591-87187f82748a",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-nightlight/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-nightlight/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-nightlight/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-nightlight/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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diff --git a/data/sessions/windows-settings-wallpaper-2/commands/actuation_commands.json b/data/sessions/windows-settings-wallpaper-2/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..c22cf8d1f8e254e9a1aeca4cc7310508d44b773d
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper-2/commands/actuation_commands.json
@@ -0,0 +1,97 @@
+[
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 84,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 268,
+    "mouse_y": 1060,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=268, Y=1060",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:27:57.678Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: Set-ItemProperty 'HKCU:\\Control Panel\\Desktop' Wallpaper \"$env:USERPROFILE\\corpus-seed\\wall-A.jpg\"; rundll32.exe user32.dll,UpdatePerUserSystemParameters",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:28:07.837Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:28:12.065Z"
+  },
+  {
+    "action_subtype": "type",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Typed: exit",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:28:21.282Z"
+  },
+  {
+    "action_subtype": "press",
+    "action_type": "keyboard",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 1,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 0,
+    "mouse_y": 0,
+    "os_type": "WINDOWS",
+    "position_captured": false,
+    "raw_command": "Pressed: Return",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:28:24.525Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-settings-wallpaper-2/commands/cc_commands.json b/data/sessions/windows-settings-wallpaper-2/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..cf9159189cf240972fe26245c914e8a8f38d1dc0
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper-2/commands/cc_commands.json
@@ -0,0 +1,27 @@
+[
+  {
+    "command": "268 1060 left",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "type Set-ItemProperty 'HKCU:\\Control Panel\\Desktop' Wallpaper \"$env:USERPROFILE\\corpus-seed\\wall-A.jpg\"; rundll32.exe user32.dll,UpdatePerUserSystemParameters",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "type exit",
+    "os": "WINDOWS",
+    "step_id": 4
+  },
+  {
+    "command": "press {Enter}",
+    "os": "WINDOWS",
+    "step_id": 5
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-settings-wallpaper-2/commands/converted_input.md b/data/sessions/windows-settings-wallpaper-2/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..28a16eaa101cb147c8c3e4478ea3c58dbb317a34
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper-2/commands/converted_input.md
@@ -0,0 +1,11 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 15:27:57 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T15:27:57.678Z | Left-click at (268, 1060) |
+|    2 | 2026-07-31T15:28:07.837Z | Type: Set-ItemProperty 'HKCU:\Control Panel\Desktop' Wallpaper "$env:USERPROFILE\corpus-seed\wall-A.jpg"; rundll32.exe user32.dll,UpdatePerUserSystemParameters |
+|    3 | 2026-07-31T15:28:12.065Z | Press: Enter |
+|    4 | 2026-07-31T15:28:21.282Z | Type: exit |
+|    5 | 2026-07-31T15:28:24.525Z | Press: Enter |
diff --git a/data/sessions/windows-settings-wallpaper-2/commands/raw_input.md b/data/sessions/windows-settings-wallpaper-2/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..fb845dc3b7287744a33cb7f085e61420976a2d67
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper-2/commands/raw_input.md
@@ -0,0 +1,11 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 15:27:57 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T15:27:57.678Z | Left-clicked at X=268, Y=1060 |
+|    2 | 2026-07-31T15:28:07.837Z | Typed: Set-ItemProperty 'HKCU:\Control Panel\Desktop' Wallpaper "$env:USERPROFILE\corpus-seed\wall-A.jpg"; rundll32.exe user32.dll,UpdatePerUserSystemParameters |
+|    3 | 2026-07-31T15:28:12.065Z | Pressed: Return |
+|    4 | 2026-07-31T15:28:21.282Z | Typed: exit |
+|    5 | 2026-07-31T15:28:24.525Z | Pressed: Return |
diff --git a/data/sessions/windows-settings-wallpaper-2/memory.md b/data/sessions/windows-settings-wallpaper-2/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..3b8176b151db59e2fc43e4f5a9b2228e9f9e3a03
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper-2/memory.md
@@ -0,0 +1,70 @@
+# Memory: windows-settings-wallpaper-2
+
+## Overview
+
+Set the desktop wallpaper to a specific image file from a shell, by writing the setting
+directly and telling the system to reload it. Use this as the terminal route to the same
+end state as the file-manager command: the wallpaper is a per-user setting, so writing that
+value and refreshing is the whole task, with no window involved. The recorded trace opens a
+shell, sets the value to `wall-A.jpg` and triggers the refresh, then closes the shell with
+`exit`.
+
+## Prerequisites
+
+- A desktop environment whose wallpaper can be set, either through a settings interface
+  or programmatically.
+- An image file that exists, is readable, and is in a format the desktop accepts. Both
+  routes name the image; a missing or moved file fails the whole operation.
+- The image at a location that will still be valid afterwards. The desktop keeps a
+  reference to the file rather than a copy of it, so moving or deleting the image later
+  changes what is on screen.
+- Clarity about scope. A desktop can have several spaces and several displays, and
+  setting only the current one leaves the rest unchanged — which looks correct on the
+  screen being watched and wrong everywhere else.
+- For a programmatic route, authority to grant whatever permission the first run
+  requests, and an understanding that the answer is remembered either way.
+- An expectation that the change is not instant. The setting is written before the screen
+  redraws, so the confirmation is the desktop itself, not the command returning.
+
+## Steps
+
+### Step 1 — Left-click at (268, 1060)
+
+The task is to change the desktop wallpaper to a specific image. The wallpaper is a per-user setting stored in the registry, so it can be changed by writing that value directly rather than by opening the Settings application — move the cursor and left-click the PowerShell icon in the taskbar to open a shell.
+
+![Step 1](vision/frames/step_0001_20260731_152757_at.webp)
+
+### Step 2 — Type: Set-ItemProperty 'HKCU:\Control Panel\Desktop' Wallpaper "$env:USERPROFILE\corpus-seed\wall-A.jpg"; rundll32.exe user32.dll,UpdatePerUserSystemParameters
+
+Type two commands separated by a semicolon. The first writes the image's path into the `Wallpaper` value under the current user's Desktop key, which is where Windows records the choice. Writing the registry alone is not enough: the running desktop has already read that value and will not re-read it on its own, so the second command calls into the system library to reload the per-user parameters and make the change appear immediately. Without it the setting would be correct but the screen unchanged until the next sign-in — a state that looks like a failure while actually being a partial success. `$env:USERPROFILE` is used rather than a literal path so the command does not depend on the account name.
+
+![Step 2](vision/frames/step_0002_20260731_152807_at.webp)
+
+### Step 3 — Press: Enter
+
+After typing the command Press Enter to run both commands and apply the wallpaper.
+
+![Step 3](vision/frames/step_0003_20260731_152812_at.webp)
+
+### Step 4 — Type: exit
+
+Type `exit` to close the shell. The Windows takes end this way rather than with a quit shortcut, because the shell is a console window that closes when its session ends.
+
+![Step 4](vision/frames/step_0004_20260731_152821_at.webp)
+
+### Step 5 — Press: Enter
+
+After typing the `exit` Press Enter to run it and close the window.
+
+![Step 5](vision/frames/step_0005_20260731_152824_at.webp)
+
+## Notes & Edge Cases
+
+1. This route writes the setting directly rather than asking the interface to apply it, which is why a second command is needed to make the running session pick the change up. Writing the value alone changes what a later login would use and leaves the current desktop untouched — which looks like a failure and is not.
+2. Changing a setting by writing it where it is stored bypasses whatever validation the interface would have applied. That is what makes the route work on a system where the interface is disabled, and also what makes a wrong value take effect silently rather than being refused.
+3. The path is quoted because it contains a space. Unquoted, the shell splits it and the command either fails or writes to the wrong location.
+4. The wallpaper is a reference to the file where it sits, not a copy. Moving or deleting the image afterwards leaves the desktop without a picture, so the image belongs somewhere permanent before it is set.
+5. The refresh command applies to the current session only. Other logged-in sessions and other users are unaffected, and the change persists for this account rather than for the machine.
+6. The environment variable in the path is expanded by the shell, so the same string handed to something that is not a shell leaves the literal text unresolved.
+7. The prompt returning is not confirmation. The desktop itself, or the stored value read back, is what confirms the change.
+8. Consult before writing settings directly where the interface refuses. A route that works around a disabled control is a decision about the machine, not just about the task, and the user is the one who should make it.
diff --git a/data/sessions/windows-settings-wallpaper-2/metadata.json b/data/sessions/windows-settings-wallpaper-2/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc4aa4abcc53264f9852d41e1b5b65b82fac14fe
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper-2/metadata.json
@@ -0,0 +1,103 @@
+{
+  "memory_name": "windows-settings-wallpaper-2",
+  "memory_description": "",
+  "session_id": "f36b287b-a94f-48c6-bc84-f73c5deb8bd5",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T15:27:48.515260497Z",
+  "completed_at": "2026-07-31T15:28:29.558127792Z",
+  "total_steps": 5,
+  "annotated_steps": 5,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T15:27:57.678Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0001_20260731_152757_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_152757_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_152757_after.webp",
+      "raw_command": "Left-clicked at X=268, Y=1060",
+      "converted_command": "Left-click at (268, 1060)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T15:28:07.837Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0002_20260731_152807_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0002_20260731_152807_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_152807_after.webp",
+      "raw_command": "Typed: Set-ItemProperty 'HKCU:\\Control Panel\\Desktop' Wallpaper \"$env:USERPROFILE\\corpus-seed\\wall-A.jpg\"; rundll32.exe user32.dll,UpdatePerUserSystemParameters",
+      "converted_command": "Type: Set-ItemProperty 'HKCU:\\Control Panel\\Desktop' Wallpaper \"$env:USERPROFILE\\corpus-seed\\wall-A.jpg\"; rundll32.exe user32.dll,UpdatePerUserSystemParameters"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T15:28:12.065Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0003_20260731_152812_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0003_20260731_152812_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_152812_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T15:28:21.282Z",
+      "action_type": "keyboard",
+      "action_subtype": "type",
+      "image_path": "vision/frames/step_0004_20260731_152821_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0004_20260731_152821_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_152821_after.webp",
+      "raw_command": "Typed: exit",
+      "converted_command": "Type: exit"
+    },
+    {
+      "step_id": 5,
+      "timestamp": "2026-07-31T15:28:24.525Z",
+      "action_type": "keyboard",
+      "action_subtype": "press",
+      "image_path": "vision/frames/step_0005_20260731_152824_at.webp",
+      "image_fetched": true,
+      "marked": false,
+      "before_image_path": "vision/frames/step_0005_20260731_152824_before.webp",
+      "after_image_path": "vision/frames/step_0005_20260731_152824_after.webp",
+      "raw_command": "Pressed: Return",
+      "converted_command": "Press: Enter"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/windows-settings-wallpaper-2/reasoning/reasoning.jsonl b/data/sessions/windows-settings-wallpaper-2/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..98fcf94e2f97d5af78737f6d2c6f2251e0ad5f47
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper-2/reasoning/reasoning.jsonl
@@ -0,0 +1,5 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T15:27:57.678Z", "timestamp_annotated": "2026-08-19T14:18:10.517039+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=268, Y=1060", "converted_command": "Left-click at (268, 1060)", "image_path": "vision/frames/step_0001_20260731_152757_at.webp", "reasoning": "The task is to change the desktop wallpaper to a specific image. The wallpaper is a per-user setting stored in the registry, so it can be changed by writing that value directly rather than by opening the Settings application — move the cursor and left-click the PowerShell icon in the taskbar to open a shell.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T15:28:07.837Z", "timestamp_annotated": "2026-08-19T14:18:10.526085+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: Set-ItemProperty 'HKCU:\\Control Panel\\Desktop' Wallpaper \"$env:USERPROFILE\\corpus-seed\\wall-A.jpg\"; rundll32.exe user32.dll,UpdatePerUserSystemParameters", "converted_command": "Type: Set-ItemProperty 'HKCU:\\Control Panel\\Desktop' Wallpaper \"$env:USERPROFILE\\corpus-seed\\wall-A.jpg\"; rundll32.exe user32.dll,UpdatePerUserSystemParameters", "image_path": "vision/frames/step_0002_20260731_152807_at.webp", "reasoning": "Type two commands separated by a semicolon. The first writes the image's path into the `Wallpaper` value under the current user's Desktop key, which is where Windows records the choice. Writing the registry alone is not enough: the running desktop has already read that value and will not re-read it on its own, so the second command calls into the system library to reload the per-user parameters and make the change appear immediately. Without it the setting would be correct but the screen unchanged until the next sign-in — a state that looks like a failure while actually being a partial success. `$env:USERPROFILE` is used rather than a literal path so the command does not depend on the account name.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T15:28:12.065Z", "timestamp_annotated": "2026-08-19T14:18:10.526589+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0003_20260731_152812_at.webp", "reasoning": "After typing the command Press Enter to run both commands and apply the wallpaper.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T15:28:21.282Z", "timestamp_annotated": "2026-08-19T14:18:10.527021+00:00", "action_type": "keyboard", "action_subtype": "type", "raw_command": "Typed: exit", "converted_command": "Type: exit", "image_path": "vision/frames/step_0004_20260731_152821_at.webp", "reasoning": "Type `exit` to close the shell. The Windows takes end this way rather than with a quit shortcut, because the shell is a console window that closes when its session ends.", "skipped": false}
+{"step_id": 5, "timestamp_action": "2026-07-31T15:28:24.525Z", "timestamp_annotated": "2026-08-19T14:18:10.527419+00:00", "action_type": "keyboard", "action_subtype": "press", "raw_command": "Pressed: Return", "converted_command": "Press: Enter", "image_path": "vision/frames/step_0005_20260731_152824_at.webp", "reasoning": "After typing the `exit` Press Enter to run it and close the window.", "skipped": false}
diff --git a/data/sessions/windows-settings-wallpaper-2/sync_log.json b/data/sessions/windows-settings-wallpaper-2/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..1dbf8e3127c71a4262ad8d190ceee2401bdc9c96
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper-2/sync_log.json
@@ -0,0 +1,145 @@
+{
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+      "failed_permanent": false,
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper-2/vision/frames/step_0005_20260731_152824_before.webp",
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+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0005_20260731_152824_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper-2/vision/frames/step_0005_20260731_152824_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
diff --git a/data/sessions/windows-settings-wallpaper-2/vision/frames/closing_state.webp b/data/sessions/windows-settings-wallpaper-2/vision/frames/closing_state.webp
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+++ b/data/sessions/windows-settings-wallpaper-2/vision/frames/closing_state.webp
@@ -0,0 +1,3 @@
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/data/sessions/windows-settings-wallpaper/commands/actuation_commands.json b/data/sessions/windows-settings-wallpaper/commands/actuation_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..26ae0258df47eb58f8800855f3b3e5cb2a625bca
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper/commands/actuation_commands.json
@@ -0,0 +1,78 @@
+[
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 94,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 407,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=250, Y=407",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:26:50.224Z"
+  },
+  {
+    "action_subtype": "right",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 34,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 250,
+    "mouse_y": 407,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Right-clicked at X=250, Y=407",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:26:53.427Z"
+  },
+  {
+    "action_subtype": "move",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 100,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 355,
+    "mouse_y": 555,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Moved cursor to at X=355, Y=555",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:26:57.742Z"
+  },
+  {
+    "action_subtype": "left",
+    "action_type": "mouse",
+    "agent_alive": true,
+    "agent_id": "agent-46910b31-4e86-45ca-b69e-ae2220176a01",
+    "agent_version": "1.2.2",
+    "error_message": "",
+    "execution_time_ms": 27,
+    "is_heartbeat": false,
+    "is_here_command": false,
+    "mouse_x": 355,
+    "mouse_y": 555,
+    "os_type": "WINDOWS",
+    "position_captured": true,
+    "raw_command": "Left-clicked at X=355, Y=555",
+    "session_id": "conn-731eecc3-bb2f-428d-af4a-280e6830f214",
+    "success": true,
+    "timestamp": "2026-07-31T15:27:00.911Z"
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-settings-wallpaper/commands/cc_commands.json b/data/sessions/windows-settings-wallpaper/commands/cc_commands.json
new file mode 100644
index 0000000000000000000000000000000000000000..22b72b8f1488a4525e041fa9e4a793dc3b9570c7
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper/commands/cc_commands.json
@@ -0,0 +1,22 @@
+[
+  {
+    "command": "250 407 move",
+    "os": "WINDOWS",
+    "step_id": 1
+  },
+  {
+    "command": "250 407 right",
+    "os": "WINDOWS",
+    "step_id": 2
+  },
+  {
+    "command": "355 555 move",
+    "os": "WINDOWS",
+    "step_id": 3
+  },
+  {
+    "command": "355 555 left",
+    "os": "WINDOWS",
+    "step_id": 4
+  }
+]
\ No newline at end of file
diff --git a/data/sessions/windows-settings-wallpaper/commands/converted_input.md b/data/sessions/windows-settings-wallpaper/commands/converted_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..03fffaf2d7d7a91d83e97cef00473575a28ec7fd
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper/commands/converted_input.md
@@ -0,0 +1,10 @@
+# Converted Input
+
+_Generated by Memory Archive — 2026-07-31 15:26:50 UTC_
+
+| Step | Timestamp | Action |
+|------|-----------|--------|
+|    1 | 2026-07-31T15:26:50.224Z | Move-cursor at (250, 407) |
+|    2 | 2026-07-31T15:26:53.427Z | Right-click at (250, 407) |
+|    3 | 2026-07-31T15:26:57.742Z | Move-cursor at (355, 555) |
+|    4 | 2026-07-31T15:27:00.911Z | Left-click at (355, 555) |
diff --git a/data/sessions/windows-settings-wallpaper/commands/raw_input.md b/data/sessions/windows-settings-wallpaper/commands/raw_input.md
new file mode 100644
index 0000000000000000000000000000000000000000..2a7f33775a1c14e53c016f2e5d3cb0d441d26680
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper/commands/raw_input.md
@@ -0,0 +1,10 @@
+# Raw Input
+
+_Generated by Memory Archive — 2026-07-31 15:26:50 UTC_
+
+| Step | Timestamp | Command |
+|------|-----------|----------|
+|    1 | 2026-07-31T15:26:50.224Z | Moved cursor to at X=250, Y=407 |
+|    2 | 2026-07-31T15:26:53.427Z | Right-clicked at X=250, Y=407 |
+|    3 | 2026-07-31T15:26:57.742Z | Moved cursor to at X=355, Y=555 |
+|    4 | 2026-07-31T15:27:00.911Z | Left-clicked at X=355, Y=555 |
diff --git a/data/sessions/windows-settings-wallpaper/memory.md b/data/sessions/windows-settings-wallpaper/memory.md
new file mode 100644
index 0000000000000000000000000000000000000000..29485f8f9161cfe30b617fd02c861656561a5f9b
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper/memory.md
@@ -0,0 +1,61 @@
+# Memory: windows-settings-wallpaper
+
+## Overview
+
+Set the desktop wallpaper to a specific image file straight from the file manager. Use this
+when the image is already visible in a folder — the file's own context menu carries a
+set-as-background command, so the settings application never has to be opened. The recorded
+trace is four steps: right-click `wall-A.jpg` and choose the background command.
+
+## Prerequisites
+
+- A desktop environment whose wallpaper can be set, either through a settings interface
+  or programmatically.
+- An image file that exists, is readable, and is in a format the desktop accepts. Both
+  routes name the image; a missing or moved file fails the whole operation.
+- The image at a location that will still be valid afterwards. The desktop keeps a
+  reference to the file rather than a copy of it, so moving or deleting the image later
+  changes what is on screen.
+- Clarity about scope. A desktop can have several spaces and several displays, and
+  setting only the current one leaves the rest unchanged — which looks correct on the
+  screen being watched and wrong everywhere else.
+- For a programmatic route, authority to grant whatever permission the first run
+  requests, and an understanding that the answer is remembered either way.
+- An expectation that the change is not instant. The setting is written before the screen
+  redraws, so the confirmation is the desktop itself, not the command returning.
+
+## Steps
+
+### Step 1 — Move-cursor at (250, 407)
+
+The task is to set `wall-A.jpg` as the desktop wallpaper. A maximized File Explorer window is already open on `corpus-seed` in Details view and `wall-A.jpg` is the last row of the listing, so move the pointer onto its name label. The Settings route the task describes is unusable on this image — Windows is unactivated, so Personalization ▸ Background greys out the Browse control — while Explorer's shell verb is not activation-gated and reaches the same end state. Landing on the name label rather than a few pixels past it is what decides whether the next press hits the file or the folder background.
+
+![Step 1](vision/frames/step_0001_20260731_152650_at.webp)
+
+### Step 2 — Right-click at (250, 407)
+
+Move the cursor and Right-click `wall-A.jpg`. The press does two things at once: it selects the row — the status bar changes from `14 items` to `1 item selected  8.03 KB` and the ribbon grows a `Picture Tools` tab — and it opens the file's own context menu. That selection is the proof the press landed on the item and not on empty list background, which would have produced a different menu.
+
+![Step 2](vision/frames/step_0002_20260731_152653_at.webp)
+
+### Step 3 — Move-cursor at (355, 555)
+
+Move the pointer to `Set as desktop background`, the seventh row of the open menu, between `Edit with Paint 3D` and `Open`. Hovering the row and letting it highlight before pressing matters on these menus: a click issued in the same motion as the move can miss silently, leaving the file untouched and reporting no error.
+
+![Step 3](vision/frames/step_0003_20260731_152657_at.webp)
+
+### Step 4 — Left-click at (355, 555)
+
+Move the cursor and Left-click `Set as desktop background` to apply the image. The after-frame still shows the menu open with the row highlighted because the UI had not caught up, and the closing frame shows the menu gone with `wall-A.jpg` still selected. The wallpaper itself is visible in no frame — the maximized Explorer window covers the desktop throughout — so the effect is confirmed instead by the value the verb writes to `HKCU\Control Panel\Desktop\Wallpaper`.
+
+![Step 4](vision/frames/step_0004_20260731_152700_at.webp)
+
+## Notes & Edge Cases
+
+1. The settings route named in the task is not always available. On an unactivated system the personalisation pane greys out its controls, while the file manager's own shell verb is not gated the same way and reaches the same end state — when a documented route is disabled, look for a different surface onto the same setting rather than assuming the task cannot be done.
+2. The press has to land on the file's name label rather than a few pixels past it. Landing on the row's background opens the folder's menu instead, which does not carry the wanted entry at all.
+3. A right-click both selects the item and opens its menu. The status bar changing to report one item selected is the proof the press landed on the file rather than on empty list background.
+4. Let the menu row highlight before pressing. A click issued in the same motion as the move can miss silently here, leaving the file untouched and reporting no error.
+5. The wallpaper is a reference to the file where it sits, not a copy. Moving or deleting the image afterwards leaves the desktop without a picture, so the image belongs somewhere permanent before it is set.
+6. The effect may be visible in no frame at all. A maximised window covers the desktop throughout, so confirmation has to come from the setting the action writes rather than from looking at the screen.
+7. The menu's after-frame can still show the menu open because the interface had not caught up. A frame taken immediately after a click is not evidence about what the click did.
diff --git a/data/sessions/windows-settings-wallpaper/metadata.json b/data/sessions/windows-settings-wallpaper/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5d06bd9c69597d4968bb39fee23185b1afa958c
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper/metadata.json
@@ -0,0 +1,90 @@
+{
+  "memory_name": "windows-settings-wallpaper",
+  "memory_description": "",
+  "session_id": "9a06c52c-edc3-45e9-8136-305731edb4a7",
+  "mode": "manual",
+  "status": "complete",
+  "os": {
+    "os_type": "WINDOWS",
+    "os_version": "Windows 10 Pro 19045",
+    "os_architecture": "x86_64",
+    "os_environment_id": "windows-env-01"
+  },
+  "capture_server_id": "the-eyes-windows",
+  "actuation_server_id": "control-center-windows",
+  "reasoning_model_id": null,
+  "ma_core_addr": "",
+  "actuation_agent_version": "1.2.2",
+  "actuation_transport": "tls",
+  "actuation_server_version": "1.2.2",
+  "created_at": "2026-07-31T15:26:41.064724437Z",
+  "completed_at": "2026-07-31T15:27:09.120274242Z",
+  "total_steps": 4,
+  "annotated_steps": 4,
+  "skipped_steps": 0,
+  "steps": [
+    {
+      "step_id": 1,
+      "timestamp": "2026-07-31T15:26:50.224Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0001_20260731_152650_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0001_20260731_152650_before.webp",
+      "after_image_path": "vision/frames/step_0001_20260731_152650_after.webp",
+      "raw_command": "Moved cursor to at X=250, Y=407",
+      "converted_command": "Move-cursor at (250, 407)"
+    },
+    {
+      "step_id": 2,
+      "timestamp": "2026-07-31T15:26:53.427Z",
+      "action_type": "mouse",
+      "action_subtype": "right",
+      "image_path": "vision/frames/step_0002_20260731_152653_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0002_20260731_152653_before.webp",
+      "after_image_path": "vision/frames/step_0002_20260731_152653_after.webp",
+      "raw_command": "Right-clicked at X=250, Y=407",
+      "converted_command": "Right-click at (250, 407)"
+    },
+    {
+      "step_id": 3,
+      "timestamp": "2026-07-31T15:26:57.742Z",
+      "action_type": "mouse",
+      "action_subtype": "move",
+      "image_path": "vision/frames/step_0003_20260731_152657_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0003_20260731_152657_before.webp",
+      "after_image_path": "vision/frames/step_0003_20260731_152657_after.webp",
+      "raw_command": "Moved cursor to at X=355, Y=555",
+      "converted_command": "Move-cursor at (355, 555)"
+    },
+    {
+      "step_id": 4,
+      "timestamp": "2026-07-31T15:27:00.911Z",
+      "action_type": "mouse",
+      "action_subtype": "left",
+      "image_path": "vision/frames/step_0004_20260731_152700_at.webp",
+      "image_fetched": true,
+      "marked": true,
+      "before_image_path": "vision/frames/step_0004_20260731_152700_before.webp",
+      "after_image_path": "vision/frames/step_0004_20260731_152700_after.webp",
+      "raw_command": "Left-clicked at X=355, Y=555",
+      "converted_command": "Left-click at (355, 555)"
+    }
+  ],
+  "skipped_image_fetches": [],
+  "closing_image_path": "vision/frames/closing_state.webp",
+  "tenant_id": "",
+  "total_input_tokens": 0,
+  "total_output_tokens": 0,
+  "token_costs_by_provider": {},
+  "model_provider": "",
+  "fallback_model_provider": "",
+  "fallback_model_endpoint": "",
+  "capture_server_addr": "",
+  "the_eyes_addr": ""
+}
diff --git a/data/sessions/windows-settings-wallpaper/reasoning/reasoning.jsonl b/data/sessions/windows-settings-wallpaper/reasoning/reasoning.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..69e259b1313df57202fc07715150d91089f0773b
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper/reasoning/reasoning.jsonl
@@ -0,0 +1,4 @@
+{"step_id": 1, "timestamp_action": "2026-07-31T15:26:50.224Z", "timestamp_annotated": "2026-08-19T14:18:26.121466+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=250, Y=407", "converted_command": "Move-cursor at (250, 407)", "image_path": "vision/frames/step_0001_20260731_152650_at.webp", "reasoning": "The task is to set `wall-A.jpg` as the desktop wallpaper. A maximized File Explorer window is already open on `corpus-seed` in Details view and `wall-A.jpg` is the last row of the listing, so move the pointer onto its name label. The Settings route the task describes is unusable on this image — Windows is unactivated, so Personalization ▸ Background greys out the Browse control — while Explorer's shell verb is not activation-gated and reaches the same end state. Landing on the name label rather than a few pixels past it is what decides whether the next press hits the file or the folder background.", "skipped": false}
+{"step_id": 2, "timestamp_action": "2026-07-31T15:26:53.427Z", "timestamp_annotated": "2026-08-19T14:18:26.121922+00:00", "action_type": "mouse", "action_subtype": "right", "raw_command": "Right-clicked at X=250, Y=407", "converted_command": "Right-click at (250, 407)", "image_path": "vision/frames/step_0002_20260731_152653_at.webp", "reasoning": "Move the cursor and Right-click `wall-A.jpg`. The press does two things at once: it selects the row — the status bar changes from `14 items` to `1 item selected  8.03 KB` and the ribbon grows a `Picture Tools` tab — and it opens the file's own context menu. That selection is the proof the press landed on the item and not on empty list background, which would have produced a different menu.", "skipped": false}
+{"step_id": 3, "timestamp_action": "2026-07-31T15:26:57.742Z", "timestamp_annotated": "2026-08-19T14:18:26.122457+00:00", "action_type": "mouse", "action_subtype": "move", "raw_command": "Moved cursor to at X=355, Y=555", "converted_command": "Move-cursor at (355, 555)", "image_path": "vision/frames/step_0003_20260731_152657_at.webp", "reasoning": "Move the pointer to `Set as desktop background`, the seventh row of the open menu, between `Edit with Paint 3D` and `Open`. Hovering the row and letting it highlight before pressing matters on these menus: a click issued in the same motion as the move can miss silently, leaving the file untouched and reporting no error.", "skipped": false}
+{"step_id": 4, "timestamp_action": "2026-07-31T15:27:00.911Z", "timestamp_annotated": "2026-08-19T14:18:26.123192+00:00", "action_type": "mouse", "action_subtype": "left", "raw_command": "Left-clicked at X=355, Y=555", "converted_command": "Left-click at (355, 555)", "image_path": "vision/frames/step_0004_20260731_152700_at.webp", "reasoning": "Move the cursor and Left-click `Set as desktop background` to apply the image. The after-frame still shows the menu open with the row highlighted because the UI had not caught up, and the closing frame shows the menu gone with `wall-A.jpg` still selected. The wallpaper itself is visible in no frame — the maximized Explorer window covers the desktop throughout — so the effect is confirmed instead by the value the verb writes to `HKCU\\Control Panel\\Desktop\\Wallpaper`.", "skipped": false}
diff --git a/data/sessions/windows-settings-wallpaper/sync_log.json b/data/sessions/windows-settings-wallpaper/sync_log.json
new file mode 100644
index 0000000000000000000000000000000000000000..a32d54d98f3a14229a4e081dc66868459daad7d7
--- /dev/null
+++ b/data/sessions/windows-settings-wallpaper/sync_log.json
@@ -0,0 +1,124 @@
+{
+  "session_id": "9a06c52c-edc3-45e9-8136-305731edb4a7",
+  "files": {
+    "commands/raw_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/commands/raw_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/converted_input.md": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/commands/converted_input.md",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/actuation_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/commands/actuation_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "commands/cc_commands.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/commands/cc_commands.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260731_152650_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0001_20260731_152650_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0001_20260731_152650_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0001_20260731_152650_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
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+    },
+    "vision/frames/step_0001_20260731_152650_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0001_20260731_152650_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "metadata.json": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/metadata.json",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260731_152653_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0002_20260731_152653_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260731_152653_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0002_20260731_152653_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0002_20260731_152653_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0002_20260731_152653_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260731_152657_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0003_20260731_152657_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260731_152657_before.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0003_20260731_152657_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0003_20260731_152657_after.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0003_20260731_152657_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0004_20260731_152700_at.webp": {
+      "synced": true,
+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0004_20260731_152700_at.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0004_20260731_152700_before.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    },
+    "vision/frames/step_0004_20260731_152700_after.webp": {
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+      "cloud_path": "/run/media/kartik/backup_storage/Project-Dockyard/Memory/training-paradigm/sft-ablation/sessions/windows-settings-wallpaper/vision/frames/step_0004_20260731_152700_after.webp",
+      "retry_count": 0,
+      "failed_permanent": false,
+      "last_error": null
+    }
+  }
+}
\ No newline at end of file
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