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+b4093fe67ca0bc15f4d00363876eb5834925594b8ea8a74ac1902d6f39140b33 8709 verification/secret_scan_after_index.json +3ff4c4db5631c0740ed3252532f067f17f2802046db329436ea68755162ebcc5 8364 verification/secret_scan_final.json +23a338968b88555e0bde81bc66f908bfaa08d3f5c09a4a91fc2b0893d3d95d41 415 verification/train_manifest_verify.json diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/README.md b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/README.md new file mode 100644 index 0000000000000000000000000000000000000000..fa3cc027b3371e82c38baa6bba520bd61f09e676 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/README.md @@ -0,0 +1,36 @@ +# CodeLeWM Visual Observability Artifact Set + +Run id: codelewm-visual-observability-20260521-6a8ac81 +Source SHA: 6a8ac81e27eaa3aa7bfc9b60eefe58496edec99b +Remote path: visual-observability/codelewm-visual-observability-20260521-6a8ac81 +Date: 2026-05-21 + +This artifact set is diagnostic workflow evidence only. It demonstrates the +v1.4 visual observability harness surfaces; it does not support a claim that +CodeLeWM improves generated code, has useful semantic latent axes, or beats +no-action/LLM-order baselines. + +## Contents + +- build/ and pack/: deterministic fixture dataset build and pack artifacts. +- train/: 4-step torch training run with TensorBoard-compatible export. +- checkpoint_inspection/: checkpoint tensor/layer inspection report. +- latent_matrix/: latent matrix diagnostic report. +- demo_fixture/: deterministic dry-run LLM demo with linked diagnostics. +- demo_live/: live OpenRouter/BYOK demo with linked diagnostics. +- demo_fixture_terminal.txt and demo_live_terminal.txt: terminal visual captures. +- demo_fixture_tui_snapshot.json and demo_live_tui_snapshot.json: deterministic TUI snapshots. +- verification/: manifest verification and secret-scan reports. +- CHECKSUMS.sha256: checksum index for every file in this bundle except itself. + +## Key Results + +- Checkpoint inspection: 29275392 parameters; tensors finite. +- Latent matrix: 3 rows inspected; semantic-axis claim gate closed. +- TensorBoard export: 1 event file(s) plus JSON metadata. +- Fixture demo: best candidate candidate_004.patch score 121.55994415283203; no-action 121.22270202636719; claim gate closed. +- Live demo: best candidate candidate_001.patch score 120.6988525390625; no-action 121.22270202636719; claim gate closed. +- Final secret scan before index generation: ok=true. + +Lower score is better. Demo reports are workflow evidence only; the scaled +downstream benchmark gate is still required for coding-usefulness claims. diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/build/config.json b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/build/config.json new file mode 100644 index 0000000000000000000000000000000000000000..411abd47a41636c0f88962e278ff8b9643c94ecb --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/build/config.json @@ -0,0 +1,80 @@ +{ + "action": { + "include_patch": false, + "max_abstract_ops": 32, + "max_text_chars": 256 + }, + "codestate": { + "max_small_file_lines": 40, + "region_context_lines": 8 + }, + "dedup": { + "near_duplicate_hamming_threshold": 0 + }, + "filter": { + "generated_filename_suffixes": [ + "_pb2.py", + "_pb2_grpc.py", + ".generated.py", + ".gen.py" + ], + "generated_path_markers": [ + "generated", + "vendor", + "third_party", + "node_modules", + "__pycache__" + ], + "max_changed_lines": 150, + "max_edit_ratio": 0.6, + "max_message_chars": 512, + "min_changed_lines": 1, + "min_edit_ratio": 0.02, + "min_message_chars": 8 + }, + "license": { + "allowed_licenses": [ + "apache-2.0", + "bsd-2-clause", + "bsd-3-clause", + "cc0-1.0", + "isc", + "mit", + "unlicense" + ], + "artifact_policy": "full_text", + "redistribution_allowed": true, + "require_license_field": true + }, + "name": "first-results-fixture-build", + "normalize": { + "changed_context_lines": 2, + "include_docstrings": false, + "large_number_digits": 12, + "large_string_chars": 96, + "token_budget": 1024 + }, + "schema_version": "codelewm.dataset_build_config.v1", + "seed": 7, + "sources": [ + { + "name": "first-results-fixture", + "options": { + "record_source": "local_repo" + }, + "path": "../../tests/fixtures/dataset_build/records.jsonl", + "source": "fixture" + } + ], + "split": { + "seed": "codelewm.dataset_build.7", + "split_overrides": { + "example/train": "train", + "example/train2": "train", + "example/val": "val" + }, + "test_ratio": 0.1, + "train_ratio": 0.8, + "val_ratio": 0.1 + } +} diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/build/dataset_manifest.json b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/build/dataset_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..13ec0b0548476a1dcfb0c64498b994c214faa35b --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/build/dataset_manifest.json @@ -0,0 +1,387 @@ +{ + "artifacts": [ + { + "bytes": 14193, + "kind": "transitions_jsonl", + "path": "transitions.jsonl", + "rows": 3, + "sha256": "fe2e6a756456f300b6aa7fd5ad9a28e0ca1ed841903d2ec652a5e4f0aa4f43c9" + }, + { + "bytes": 1180, + "kind": "filter_report", + "path": "reports/filter_report.json", + "rows": 4, + "sha256": "1a4c523079e618ad5c297c9ad2564d9a1ec7d37a487f1913c546da46b9f0c1a3" + }, + { + "bytes": 435, + 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0000000000000000000000000000000000000000..4d069bb30e5c720d7093941c2da4a56c65adf597 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidate_pack.json @@ -0,0 +1,141 @@ +{ + "artifact_manifest": "manifest.json", + "candidates": [ + { + "after_state_sha256": "25efaeba540680f33c0fabf04a96033a633f18913a5e7116a89ec7a5e5b88548", + "applied_before_path": "app.py", + "candidate_id": "candidate_001", + "content_sha256": "5e44a2d43031d2c60f6c9fcd4f1ddb1e9f82e56e8114ccda84002271d7986cd3", + "dry_run_patch_status": "applied", + "errors": [], + "generation_error": null, + "normalized_patch_sha256": "49f32a2f4db4dcda3040905f27eb0ace8449d6013b4ada751b22a91fd71c672b", + "parser_status": "parseable_python_after_state", + "patch_bytes": 295, + "patch_path": "candidates/candidate_001.patch", + "patch_text": "### Candidate candidate_001\n--- a/app.py\n+++ b/app.py\n@@ -1,2 +1,5 @@\n def normalize_label(value: str) -> str:\n- return value.strip().lower().replace(\" \", \"-\")\n+ normalized = \"-\".join(value.strip().lower().split())\n+ if not normalized:\n+ return \"untitled\"\n+ return normalized\n", + "provider_finish_reason": "dry_run_fixture", + "rankability": { + "fallback_order": "normal", + "rankable": true + }, + "redaction": { + "secret_findings_count": 0, + "secret_scan_ok": true + }, + "token_count": null + }, + { + "after_state_sha256": "f59eaef508480e4d2e5b7901dedd83bdf8ce0e99d0bf2304ecd25a3f7a1c0587", + "applied_before_path": "app.py", + "candidate_id": "candidate_002", + "content_sha256": "571513d5e8e5adf21988bc3c1583f75daacff575fa3b75ac9ecd6733a4147308", + "dry_run_patch_status": "applied", + "errors": [], + "generation_error": null, + "normalized_patch_sha256": "5cb30c3dfa155dfbac2d8bb1b8d1b75322fdc0329c9f4a4db66c05530ae56277", + "parser_status": "parseable_python_after_state", + "patch_bytes": 280, + "patch_path": "candidates/candidate_002.patch", + "patch_text": "### Candidate candidate_002\n--- a/app.py\n+++ b/app.py\n@@ -1,2 +1,5 @@\n def normalize_label(value: str) -> str:\n- return value.strip().lower().replace(\" \", \"-\")\n+ parts = value.strip().lower().split()\n+ if not parts:\n+ return \"untitled\"\n+ return \"-\".join(parts)\n", + "provider_finish_reason": "dry_run_fixture", + "rankability": { + "fallback_order": "normal", + "rankable": true + }, + "redaction": { + "secret_findings_count": 0, + "secret_scan_ok": true + }, + "token_count": null + }, + { + "after_state_sha256": "952c54bcd1989bb713c9a1f969c4bfa452121dc9253d803c770fc82d0eb77fc4", + "applied_before_path": "app.py", + "candidate_id": "candidate_003", + "content_sha256": "3010dacc60eecd6fc34ec2156a08c61e3c78665798e9ae1cf0294e874c5f11e1", + "dry_run_patch_status": "applied", + "errors": [], + "generation_error": null, + "normalized_patch_sha256": "0ca82f8a5f5f8c7b74dc5f062747f6ee4b4930951918032ae1288ba35fa34042", + "parser_status": "parseable_python_after_state", + "patch_bytes": 246, + "patch_path": "candidates/candidate_003.patch", + "patch_text": "### Candidate candidate_003\n--- a/app.py\n+++ b/app.py\n@@ -1,2 +1,3 @@\n def normalize_label(value: str) -> str:\n- return value.strip().lower().replace(\" \", \"-\")\n+ text = \"-\".join(value.strip().lower().split())\n+ return text or \"untitled\"\n", + "provider_finish_reason": "dry_run_fixture", + "rankability": { + "fallback_order": "normal", + "rankable": true + }, + "redaction": { + "secret_findings_count": 0, + "secret_scan_ok": true + }, + "token_count": null + }, + { + "after_state_sha256": "4c296472db49aece0a4e0d92ce5debea8e966d262b3ab6132a27d47d02a1a708", + "applied_before_path": "app.py", + "candidate_id": "candidate_004", + "content_sha256": "24a2f2bfe60751b46430cb30eb3fefafb74071c764ce48c27ee67863bb1e206b", + "dry_run_patch_status": "applied", + "errors": [], + "generation_error": null, + "normalized_patch_sha256": "f118ae6fdb65a8b3038b3eb1de94d1488ac16be8e9fbf9b2c5038685106073ea", + "parser_status": "parseable_python_after_state", + "patch_bytes": 259, + "patch_path": "candidates/candidate_004.patch", + "patch_text": "### Candidate candidate_004\n--- a/app.py\n+++ b/app.py\n@@ -1,2 +1,3 @@\n def normalize_label(value: str) -> str:\n- return value.strip().lower().replace(\" \", \"-\")\n+ words = value.strip().lower().split()\n+ return \"-\".join(words) if words else \"untitled\"\n", + "provider_finish_reason": "dry_run_fixture", + "rankability": { + "fallback_order": "normal", + "rankable": true + }, + "redaction": { + "secret_findings_count": 0, + "secret_scan_ok": true + }, + "token_count": null + } + ], + "context_hash": "55abab0b37dea398152e9ea98c379ab4f5dfc91fb090034160c638956621d194", + "created_at": "1970-01-01T00:00:00Z", + "errors": [], + "generation_config": { + "dry_run": true, + "max_candidates": 4, + "output_policy": "unified_diff", + "retry_limit": 2, + "temperature": 0.2, + "timeout_seconds": 120 + }, + "generator": { + "adapter_version": "codelewm.openrouter_adapter.v0.1", + "model": "anthropic/claude-4.5-sonnet", + "provider": "openrouter", + "sdk": "openrouter", + "sdk_version": null + }, + "prompt": { + "prompt_preview": "You are generating candidate unified diffs for CodeLeWM.\nTask id: visual-observability-fixture\nInstruction: Normalize blank or whitespace-only labels to 'untitled' while preserving meaningful labels.\nReturn exactly 4 candidates when possible.\nEach candidate must start with '### Candidate ' and contain only a unified diff.\nDo not include prose outside candidate blocks.\n\n### File: app.py\n```python\ndef normalize_label(value: str) -> str:\n return value.strip().lower().replace(\" \", \"-\")\n```\n", + "redacted_prompt_path": null, + "rendered_sha256": "74d7d1034f7de32fd09b2ebdf1ced332c0d496b00cdcac54ddeea851d773a413", + "secret_scan": { + "findings_count": 0, + "ok": true + }, + "template_id": "codelewm.openrouter.patch_candidates.v1" + }, + "provider_routing": { + "byok": { + "enabled": false + }, + "requested_model": "anthropic/claude-4.5-sonnet", + "requested_provider_options": {}, + "response_metadata": { + "mode": "dry_run_fixture" + } + }, + "schema_version": "codelewm.llm_candidate_pack.v1", + "task_id": "visual-observability-fixture" +} diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_001.patch b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_001.patch new file mode 100644 index 0000000000000000000000000000000000000000..953dc77295a68261ffab8b63de19c036187cef58 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_001.patch @@ -0,0 +1,9 @@ +--- a/app.py ++++ b/app.py +@@ -1,2 +1,5 @@ + def normalize_label(value: str) -> str: +- return value.strip().lower().replace(" ", "-") ++ normalized = "-".join(value.strip().lower().split()) ++ if not normalized: ++ return "untitled" ++ return normalized diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_002.patch b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_002.patch new file mode 100644 index 0000000000000000000000000000000000000000..85567f807de8117a14efef822cc03dcbe34dfbaf --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_002.patch @@ -0,0 +1,9 @@ +--- a/app.py ++++ b/app.py +@@ -1,2 +1,5 @@ + def normalize_label(value: str) -> str: +- return value.strip().lower().replace(" ", "-") ++ parts = value.strip().lower().split() ++ if not parts: ++ return "untitled" ++ return "-".join(parts) diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_003.patch b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_003.patch new file mode 100644 index 0000000000000000000000000000000000000000..c099ee1a0649287cb7b5967ebaed9f1ded846808 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_003.patch @@ -0,0 +1,7 @@ +--- a/app.py ++++ b/app.py +@@ -1,2 +1,3 @@ + def normalize_label(value: str) -> str: +- return value.strip().lower().replace(" ", "-") ++ text = "-".join(value.strip().lower().split()) ++ return text or "untitled" diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_004.patch b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_004.patch new file mode 100644 index 0000000000000000000000000000000000000000..892663ab9c33adc67ef07c978671d01f5019f755 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/candidates/candidate_004.patch @@ -0,0 +1,7 @@ +--- a/app.py ++++ b/app.py +@@ -1,2 +1,3 @@ + def normalize_label(value: str) -> str: +- return value.strip().lower().replace(" ", "-") ++ words = value.strip().lower().split() ++ return "-".join(words) if words else "untitled" diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/manifest.json b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4204ac4efc87b9a20974680e2d595b60b1bdbcdd --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/manifest.json @@ -0,0 +1,59 @@ +{ + "artifact_id": "candidate_pack-3c8398d83df3ed8d", + "artifact_kind": "candidate_pack", + "command": [ + "codelewm", + "llm-demo", + "--before", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/input/bugfix_edge_case_app.py", + "--checkpoint", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/train/checkpoints/checkpoint.pt", + "--out", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/demo_fixture", + "candidate-pack" + ], + "config_sha256": "7253eaa0f11500ab2f763c224e32418dc0dbb942d5520e641fec5e7291471cea", + "created_at": "2026-05-21T20:18:17Z", + "files": [ + { + "bytes": 6487, + "path": "candidate_pack.json", + "sha256": "a8f99448b44a0fa972463311900250785f89b1d8dc2fd438b10edae5fbe5b914" + }, + { + "bytes": 499, + "path": "prompt/redacted_prompt.txt", + "sha256": "9e9acbddc303448d78a60308d4f97a0a3ec2af91e0a91075587cae65ffa6aff3" + }, + { + "bytes": 267, + "path": "candidates/candidate_001.patch", + "sha256": "49f32a2f4db4dcda3040905f27eb0ace8449d6013b4ada751b22a91fd71c672b" + }, + { + "bytes": 252, + "path": "candidates/candidate_002.patch", + "sha256": "5cb30c3dfa155dfbac2d8bb1b8d1b75322fdc0329c9f4a4db66c05530ae56277" + }, + { + "bytes": 218, + "path": "candidates/candidate_003.patch", + "sha256": "0ca82f8a5f5f8c7b74dc5f062747f6ee4b4930951918032ae1288ba35fa34042" + }, + { + "bytes": 231, + "path": "candidates/candidate_004.patch", + "sha256": "f118ae6fdb65a8b3038b3eb1de94d1488ac16be8e9fbf9b2c5038685106073ea" + } + ], + "metadata": { + "candidate_count": 4, + "error_candidate_count": 0, + "schema_version": "codelewm.llm_candidate_pack.v1", + "secret_findings_count": 0, + "valid_candidate_count": 4 + }, + "parent_artifacts": [], + "schema_version": "codelewm.artifact_manifest.v1", + "source_git_sha": "6a8ac81e27eaa3aa7bfc9b60eefe58496edec99b" +} diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/prompt/redacted_prompt.txt b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/prompt/redacted_prompt.txt new file mode 100644 index 0000000000000000000000000000000000000000..9677235b770bfeccd397ad1406cc3c0c11dc3f47 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/candidate_pack/prompt/redacted_prompt.txt @@ -0,0 +1,13 @@ +You are generating candidate unified diffs for CodeLeWM. +Task id: visual-observability-fixture +Instruction: Normalize blank or whitespace-only labels to 'untitled' while preserving meaningful labels. +Return exactly 4 candidates when possible. +Each candidate must start with '### Candidate ' and contain only a unified diff. +Do not include prose outside candidate blocks. + +### File: app.py +```python +def normalize_label(value: str) -> str: + return value.strip().lower().replace(" ", "-") +``` + diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/demo.html b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/demo.html new file mode 100644 index 0000000000000000000000000000000000000000..2d410e2122949982de865e731bede905e90fd79e --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/demo.html @@ -0,0 +1,209 @@ + + + + + +CodeLeWM LLM World-Model Demo + + + +
+
+
+
CodeLeWM / LLM candidate rerank
+

Visual demo report

+

This page shows what the demo actually did: how candidates were produced, how CodeLeWM ranked them, and why the claim gate stays closed.

+
+ fixture dry-run + success: true + claim: false +
+
+ +
+
+ +
+
+
+
01status
+

Did it work?

+

Yes, the artifact path worked. In this run the LLM side used deterministic fixture candidates because dry-run mode was enabled.

+
+
Generationfixture dry-run

CODELEWM_LLM_DRY_RUN controls whether the adapter calls OpenRouter.

+
Rerankingcompleted

Candidates were scored and ordered by the CodeLeWM harness.

+
Publication gatefalse

demo_report_is_not_downstream_benchmark_evidence

+
+
+
+ +
+
+
02ranking
+

Candidate scores, lower is better.

+

The bars show transition energy from the current scorer backend. Candidate-minus-no-action deltas are better when negative and worse when positive.

+ + + + + + +
rankcandidatescorevs no-opstatusbar
3candidate_001122.393753+1.171051parseable_python_after_state/applied
4candidate_002123.444458+2.221756parseable_python_after_state/applied
2candidate_003121.574860+0.352158parseable_python_after_state/applied
1candidate_004121.559944+0.337242parseable_python_after_state/applied
+
+
+ +
+
+
03baselines
+

Orders side by side.

+

This is the tangible harness use case: compare the LLM's original order with CodeLeWM and cheap baselines.

+

LLM order

  1. candidate_001
  2. candidate_002
  3. candidate_003
  4. candidate_004
+

CodeLeWM order

  1. candidate_004
  2. candidate_003
  3. candidate_001
  4. candidate_002
+

Lexical

  1. candidate_003
  2. candidate_001
  3. candidate_002
  4. candidate_004
+

Random

  1. candidate_004
  2. candidate_001
  3. candidate_002
  4. candidate_003
+
+
+ +
+
+
04patches
+

Compact candidate diffs.

+

Candidate code is treated as untrusted text. The shared view model shows bounded diff summaries; full patches stay in local artifacts and are not executed.

+
candidate_001parseable_python_after_state/applied
1 files, 1 hunks, +4/-1
--- a/app.py
++++ b/app.py
+@@ -1,2 +1,5 @@
+-    return value.strip().lower().replace(" ", "-")
++    normalized = "-".join(value.strip().lower().split())
++    if not normalized:
++        return "untitled"
++    return normalized
+
candidate_002parseable_python_after_state/applied
1 files, 1 hunks, +4/-1
--- a/app.py
++++ b/app.py
+@@ -1,2 +1,5 @@
+-    return value.strip().lower().replace(" ", "-")
++    parts = value.strip().lower().split()
++    if not parts:
++        return "untitled"
++    return "-".join(parts)
+
candidate_003parseable_python_after_state/applied
1 files, 1 hunks, +2/-1
--- a/app.py
++++ b/app.py
+@@ -1,2 +1,3 @@
+-    return value.strip().lower().replace(" ", "-")
++    text = "-".join(value.strip().lower().split())
++    return text or "untitled"
+
candidate_004parseable_python_after_state/applied
1 files, 1 hunks, +2/-1
--- a/app.py
++++ b/app.py
+@@ -1,2 +1,3 @@
+-    return value.strip().lower().replace(" ", "-")
++    words = value.strip().lower().split()
++    return "-".join(words) if words else "untitled"
+
+
+ +
+
+
05diagnostics
+

Model and latent links.

+

The same normalized view model feeds JSON, terminal, HTML, and the future Textual TUI. Missing diagnostics stay explicit.

+
Checkpoint inspectionavailable

.artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/checkpoint_inspection/reports/model_checkpoint_inspection.json

+
Latent matrixavailable

.artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/latent_matrix/reports/latent_matrix_report.json

+
Run timelineavailable

reports/run_timeline.json

+
+
+ +
+
+
06next run
+

Make the next run live.

+

Set the dry-run flags to zero when you want provider output instead of fixture candidates.

+ 
CODELEWM_LLM_DRY_RUN=0
+CODELEWM_OPENROUTER_BYOK=1
+CODELEWM_OPENROUTER_BYOK_REGISTER=0
+uv run scripts/llm-world-model-demo
+

Keep token values only in .env. Set OPENROUTER_MANAGEMENT_KEY and CODELEWM_OPENROUTER_BYOK_REGISTER=1 only when CodeLeWM should create the BYOK credential.

+
+
+
+ + diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/manifest.json b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d2cbde092b1fbb000d735892ef9103477c22ca31 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_fixture/manifest.json @@ -0,0 +1,102 @@ +{ + "artifact_id": "demo_report-3c621d1cce1999a1", + "artifact_kind": "demo_report", + "command": [ + "codelewm", + "llm-demo", + "--before", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/input/bugfix_edge_case_app.py", + "--checkpoint", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/train/checkpoints/checkpoint.pt", + "--out", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/demo_fixture" + ], + "config_sha256": 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words else \"untitled\"" + ], + "rank": "1", + "score": "121.559944", + "status": "parseable_python_after_state/applied" + }, + { + "candidate_id": "candidate_003", + "candidate_minus_no_action": "+0.352158", + "changed_files": "app.py", + "diff_summary": "+2/-1 hunks=1", + "is_valid": true, + "no_action_delta_interpretation": "worse_than_no_action", + "patch_short_sha": "0ca82f8a5f5f", + "preview_lines": [ + "--- a/app.py", + "+++ b/app.py", + "@@ -1,2 +1,3 @@", + "- return value.strip().lower().replace(\" \", \"-\")", + "+ text = \"-\".join(value.strip().lower().split())", + "+ return text or \"untitled\"" + ], + "rank": "2", + "score": "121.574860", + "status": "parseable_python_after_state/applied" + }, + { + "candidate_id": "candidate_001", + "candidate_minus_no_action": "+1.171051", + "changed_files": "app.py", + "diff_summary": "+4/-1 hunks=1", + "is_valid": true, + "no_action_delta_interpretation": "worse_than_no_action", + "patch_short_sha": "49f32a2f4db4", + "preview_lines": 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"codelewm.torch_transition_scorer.v1", + "success": true, + "task_id": "visual-observability-fixture", + "valid_candidate_count": "4" + }, + "warnings": [ + "learned torch transition model runtime loaded from checkpoint", + "checkpoint_step=4", + "action_view=text" + ] +} diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidate_pack.json b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidate_pack.json new file mode 100644 index 0000000000000000000000000000000000000000..84c0921de5f587348180600cd11ce28dc55ca3d9 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidate_pack.json @@ -0,0 +1,164 @@ +{ + "artifact_manifest": "manifest.json", + "candidates": [ + { + "after_state_sha256": "3b57599420bd170728e674f46d1901c9966f079fba361178c402747e3c78ff0b", + "applied_before_path": "app.py", + "candidate_id": "candidate_001", + "content_sha256": "5f4e12048df4310ae5f1ade3d6f53f190eab251f6c944c2cc2d8492a92fa49fb", + "dry_run_patch_status": "applied", + "errors": [], + "generation_error": null, + "normalized_patch_sha256": "dd8a09eb14368eca59a0fd7dc7c90d2f992a3f63d03511d2a9f74c20f0f78ac3", + "parser_status": "parseable_python_after_state", + "patch_bytes": 288, + "patch_path": "candidates/candidate_001.patch", + "patch_text": "### Candidate 0\n```diff\n--- a/app.py\n+++ b/app.py\n@@ -1,2 +1,4 @@\n def normalize_label(value: str) -> str:\n- return value.strip().lower().replace(\" \", \"-\")\n+ stripped = value.strip()\n+ if not stripped:\n+ return \"untitled\"\n+ return stripped.lower().replace(\" \", \"-\")\n```", + "provider_finish_reason": null, + "rankability": { + "fallback_order": "normal", + "rankable": true + }, + "redaction": { + "secret_findings_count": 0, + "secret_scan_ok": true + }, + "token_count": null + }, + { + "after_state_sha256": "db8e9364e378e4aee42eea79b62b865ae62e2b39f015ca94d9256fe9a8cf0c0e", + "applied_before_path": "app.py", + "candidate_id": "candidate_002", + "content_sha256": "ec8cef6b5241650b13077cbe2539790ae2d2e787883234fdf5f86cae321b1bc8", + "dry_run_patch_status": "applied", + "errors": [], + "generation_error": null, + "normalized_patch_sha256": "56c4a40df398b711ee01c76ef29b630909abf5c454b3208d79e925c858039037", + "parser_status": "parseable_python_after_state", + "patch_bytes": 251, + "patch_path": "candidates/candidate_002.patch", + "patch_text": "### Candidate 1\n```diff\n--- a/app.py\n+++ b/app.py\n@@ -1,2 +1,2 @@\n def normalize_label(value: str) -> str:\n- return value.strip().lower().replace(\" \", \"-\")\n+ return \"untitled\" if not value.strip() else value.strip().lower().replace(\" \", \"-\")\n```", + "provider_finish_reason": null, + "rankability": { + "fallback_order": "normal", + "rankable": true + }, + "redaction": { + "secret_findings_count": 0, + "secret_scan_ok": true + }, + "token_count": null + }, + { + "after_state_sha256": "1a27a420bb8e8fbb87498fd8c2e7709d0bf3bc0e5c27fec1d77e071bb5129d0e", + "applied_before_path": "app.py", + "candidate_id": "candidate_003", + "content_sha256": "c1eee5e54ddaa34877a004c9928ebb5029c4823cdc22173b8073bd8ef430767c", + "dry_run_patch_status": "applied", + "errors": [], + "generation_error": null, + "normalized_patch_sha256": "88f64e59235d3b6c825169a463a0cb5d9c4772017ca5c983a72a177b91ac5b77", + "parser_status": "parseable_python_after_state", + "patch_bytes": 302, + "patch_path": "candidates/candidate_003.patch", + "patch_text": "### Candidate 2\n```diff\n--- a/app.py\n+++ b/app.py\n@@ -1,2 +1,5 @@\n def normalize_label(value: str) -> str:\n- return value.strip().lower().replace(\" \", \"-\")\n+ normalized = value.strip()\n+ if normalized == \"\":\n+ normalized = \"untitled\"\n+ return normalized.lower().replace(\" \", \"-\")\n```", + "provider_finish_reason": null, + "rankability": { + "fallback_order": "normal", + "rankable": true + }, + "redaction": { + "secret_findings_count": 0, + "secret_scan_ok": true + }, + "token_count": null + }, + { + "after_state_sha256": "dc58b67b5688bcb0f621ab67afdafac7f76be39416269afe0b2add85338de430", + "applied_before_path": "app.py", + "candidate_id": "candidate_004", + "content_sha256": "f96a7a9bef91e3885749957de9dc6bdaabf0869b37f2a746123ae53ff8f84852", + "dry_run_patch_status": "applied", + "errors": [], + "generation_error": null, + "normalized_patch_sha256": "bab2b89eaaf1d284de65f7d947c2975f5b5f5f882da5d3c8ce945d7fee594b40", + "parser_status": "parseable_python_after_state", + "patch_bytes": 214, + "patch_path": "candidates/candidate_004.patch", + "patch_text": "### Candidate 3\n```diff\n--- a/app.py\n+++ b/app.py\n@@ -1,2 +1,3 @@\n def normalize_label(value: str) -> str:\n+ value = value if value.strip() else \"untitled\"\n return value.strip().lower().replace(\" \", \"-\")\n```", + "provider_finish_reason": null, + "rankability": { + "fallback_order": "normal", + "rankable": true + }, + "redaction": { + "secret_findings_count": 0, + "secret_scan_ok": true + }, + "token_count": null + } + ], + "context_hash": "55abab0b37dea398152e9ea98c379ab4f5dfc91fb090034160c638956621d194", + "created_at": "2026-05-21T20:19:01Z", + "errors": [], + "generation_config": { + "dry_run": false, + "max_candidates": 4, + "output_policy": "unified_diff", + "retry_limit": 2, + "temperature": 0.2, + "timeout_seconds": 120 + }, + "generator": { + "adapter_version": "codelewm.openrouter_adapter.v0.1", + "model": "anthropic/claude-4.5-sonnet", + "provider": "openrouter", + "sdk": "openrouter", + "sdk_version": "0.9.1" + }, + "prompt": { + "prompt_preview": "You are generating candidate unified diffs for CodeLeWM.\nTask id: visual-observability-live\nInstruction: Normalize blank or whitespace-only labels to 'untitled' while preserving meaningful labels.\nReturn exactly 4 candidates when possible.\nEach candidate must start with '### Candidate ' and contain only a unified diff.\nDo not include prose outside candidate blocks.\n\n### File: app.py\n```python\ndef normalize_label(value: str) -> str:\n return value.strip().lower().replace(\" \", \"-\")\n```\n", + "redacted_prompt_path": null, + "rendered_sha256": "42dfe59eee70bc60d17b0aa84b6b940cb4d59adfad988d42d512edca891afe66", + "secret_scan": { + "findings_count": 0, + "ok": true + }, + "template_id": "codelewm.openrouter.patch_candidates.v1" + }, + "provider_routing": { + "byok": { + "allowed_models": [ + "anthropic/claude-4.5-sonnet" + ], + "credential_name": "CodeLeWM Anthropic BYOK", + "enabled": true, + "is_fallback": false, + "key_env": "ANTHROPIC_API_KEY", + "management_key_env": "OPENROUTER_MANAGEMENT_KEY", + "provider": "anthropic", + "register": false, + "registration_dry_run": true, + "require": true, + "workspace_id_set": false + }, + "requested_model": "anthropic/claude-4.5-sonnet", + "requested_provider_options": { + "allow_fallbacks": false, + "only": [ + "anthropic" + ], + "order": [ + "anthropic" + ], + "sort": "price" + }, + "response_metadata": { + "created": 1779394736, + "id": "gen-1779394736-l6CY9cZmJIKY7X3Nab9U", + "model": "anthropic/claude-4.5-sonnet-20250929" + } + }, + "schema_version": "codelewm.llm_candidate_pack.v1", + "task_id": "visual-observability-live" +} diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_001.patch b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_001.patch new file mode 100644 index 0000000000000000000000000000000000000000..1390f7058aee6a34cfa780648df783c82e81dc91 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_001.patch @@ -0,0 +1,9 @@ +--- a/app.py ++++ b/app.py +@@ -1,2 +1,4 @@ + def normalize_label(value: str) -> str: +- return value.strip().lower().replace(" ", "-") ++ stripped = value.strip() ++ if not stripped: ++ return "untitled" ++ return stripped.lower().replace(" ", "-") diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_002.patch b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_002.patch new file mode 100644 index 0000000000000000000000000000000000000000..7d381f5ff6318d9a3d7a6a0fc41e83d55f050136 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_002.patch @@ -0,0 +1,6 @@ +--- a/app.py ++++ b/app.py +@@ -1,2 +1,2 @@ + def normalize_label(value: str) -> str: +- return value.strip().lower().replace(" ", "-") ++ return "untitled" if not value.strip() else value.strip().lower().replace(" ", "-") diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_003.patch b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_003.patch new file mode 100644 index 0000000000000000000000000000000000000000..d7a51e794d61fef2665fc428b2e86ddefddb09fe --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_003.patch @@ -0,0 +1,9 @@ +--- a/app.py ++++ b/app.py +@@ -1,2 +1,5 @@ + def normalize_label(value: str) -> str: +- return value.strip().lower().replace(" ", "-") ++ normalized = value.strip() ++ if normalized == "": ++ normalized = "untitled" ++ return normalized.lower().replace(" ", "-") diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_004.patch b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_004.patch new file mode 100644 index 0000000000000000000000000000000000000000..c72445a7f0ae49583dfb5172a64f488fa8cee9ca --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/candidates/candidate_004.patch @@ -0,0 +1,6 @@ +--- a/app.py ++++ b/app.py +@@ -1,2 +1,3 @@ + def normalize_label(value: str) -> str: ++ value = value if value.strip() else "untitled" + return value.strip().lower().replace(" ", "-") diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/manifest.json b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c6d51578bc4cc4e6efca667e852a4589f6c90ca0 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/manifest.json @@ -0,0 +1,59 @@ +{ + "artifact_id": "candidate_pack-f7e69eb7a449b021", + "artifact_kind": "candidate_pack", + "command": [ + "codelewm", + "llm-demo", + "--before", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/input/bugfix_edge_case_app.py", + "--checkpoint", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/train/checkpoints/checkpoint.pt", + "--out", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/demo_live", + "candidate-pack" + ], + "config_sha256": "9fab9f93e465f0e25364a94b045f60bf465b6abf0dbe667126ca317916e76412", + "created_at": "2026-05-21T20:19:01Z", + "files": [ + { + "bytes": 7063, + "path": "candidate_pack.json", + "sha256": "b09ae11a7091be9861581e4a330637d9b1507500baf6a2b03c2421924b97525e" + }, + { + "bytes": 496, + "path": "prompt/redacted_prompt.txt", + "sha256": "3cb921dd87d2c6b495287b57ced209771e562f100399b7e46ce0ceeae07ad8ba" + }, + { + "bytes": 261, + "path": "candidates/candidate_001.patch", + "sha256": "dd8a09eb14368eca59a0fd7dc7c90d2f992a3f63d03511d2a9f74c20f0f78ac3" + }, + { + "bytes": 224, + "path": "candidates/candidate_002.patch", + "sha256": "56c4a40df398b711ee01c76ef29b630909abf5c454b3208d79e925c858039037" + }, + { + "bytes": 275, + "path": "candidates/candidate_003.patch", + "sha256": "88f64e59235d3b6c825169a463a0cb5d9c4772017ca5c983a72a177b91ac5b77" + }, + { + "bytes": 187, + "path": "candidates/candidate_004.patch", + "sha256": "bab2b89eaaf1d284de65f7d947c2975f5b5f5f882da5d3c8ce945d7fee594b40" + } + ], + "metadata": { + "candidate_count": 4, + "error_candidate_count": 0, + "schema_version": "codelewm.llm_candidate_pack.v1", + "secret_findings_count": 0, + "valid_candidate_count": 4 + }, + "parent_artifacts": [], + "schema_version": "codelewm.artifact_manifest.v1", + "source_git_sha": "6a8ac81e27eaa3aa7bfc9b60eefe58496edec99b" +} diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/prompt/redacted_prompt.txt b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/prompt/redacted_prompt.txt new file mode 100644 index 0000000000000000000000000000000000000000..64e2c9bbe69164d9f6fad8cc00f94ddcc2908990 --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/candidate_pack/prompt/redacted_prompt.txt @@ -0,0 +1,13 @@ +You are generating candidate unified diffs for CodeLeWM. +Task id: visual-observability-live +Instruction: Normalize blank or whitespace-only labels to 'untitled' while preserving meaningful labels. +Return exactly 4 candidates when possible. +Each candidate must start with '### Candidate ' and contain only a unified diff. +Do not include prose outside candidate blocks. + +### File: app.py +```python +def normalize_label(value: str) -> str: + return value.strip().lower().replace(" ", "-") +``` + diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/demo.html b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/demo.html new file mode 100644 index 0000000000000000000000000000000000000000..4fd6d464e7d16cd6079abba75600c35bb5e51adf --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/demo.html @@ -0,0 +1,206 @@ + + + + + +CodeLeWM LLM World-Model Demo + + + +
+
+
+
CodeLeWM / LLM candidate rerank
+

Visual demo report

+

This page shows what the demo actually did: how candidates were produced, how CodeLeWM ranked them, and why the claim gate stays closed.

+
+ live OpenRouter + success: true + claim: false +
+
+ +
+
+ +
+
+
+
01status
+

Did it work?

+

Yes, the artifact path worked. In this run the LLM side called OpenRouter and captured provider output as untrusted patches.

+
+
Generationlive OpenRouter

CODELEWM_LLM_DRY_RUN controls whether the adapter calls OpenRouter.

+
Rerankingcompleted

Candidates were scored and ordered by the CodeLeWM harness.

+
Publication gatefalse

demo_report_is_not_downstream_benchmark_evidence

+
+
+
+ +
+
+
02ranking
+

Candidate scores, lower is better.

+

The bars show transition energy from the current scorer backend. Candidate-minus-no-action deltas are better when negative and worse when positive.

+ + + + + + +
rankcandidatescorevs no-opstatusbar
1candidate_001120.698853-0.523849parseable_python_after_state/applied
2candidate_002121.963959+0.741257parseable_python_after_state/applied
4candidate_003122.842369+1.619667parseable_python_after_state/applied
3candidate_004122.128296+0.905594parseable_python_after_state/applied
+
+
+ +
+
+
03baselines
+

Orders side by side.

+

This is the tangible harness use case: compare the LLM's original order with CodeLeWM and cheap baselines.

+

LLM order

  1. candidate_001
  2. candidate_002
  3. candidate_003
  4. candidate_004
+

CodeLeWM order

  1. candidate_001
  2. candidate_002
  3. candidate_004
  4. candidate_003
+

Lexical

  1. candidate_001
  2. candidate_002
  3. candidate_003
  4. candidate_004
+

Random

  1. candidate_004
  2. candidate_002
  3. candidate_003
  4. candidate_001
+
+
+ +
+
+
04patches
+

Compact candidate diffs.

+

Candidate code is treated as untrusted text. The shared view model shows bounded diff summaries; full patches stay in local artifacts and are not executed.

+
candidate_001parseable_python_after_state/applied
1 files, 1 hunks, +4/-1
--- a/app.py
++++ b/app.py
+@@ -1,2 +1,4 @@
+-    return value.strip().lower().replace(" ", "-")
++    stripped = value.strip()
++    if not stripped:
++        return "untitled"
++    return stripped.lower().replace(" ", "-")
+
candidate_002parseable_python_after_state/applied
1 files, 1 hunks, +1/-1
--- a/app.py
++++ b/app.py
+@@ -1,2 +1,2 @@
+-    return value.strip().lower().replace(" ", "-")
++    return "untitled" if not value.strip() else value.strip().lower().replace(" ", "-")
+
candidate_003parseable_python_after_state/applied
1 files, 1 hunks, +4/-1
--- a/app.py
++++ b/app.py
+@@ -1,2 +1,5 @@
+-    return value.strip().lower().replace(" ", "-")
++    normalized = value.strip()
++    if normalized == "":
++        normalized = "untitled"
++    return normalized.lower().replace(" ", "-")
+
candidate_004parseable_python_after_state/applied
1 files, 1 hunks, +1/-0
--- a/app.py
++++ b/app.py
+@@ -1,2 +1,3 @@
++    value = value if value.strip() else "untitled"
+
+
+ +
+
+
05diagnostics
+

Model and latent links.

+

The same normalized view model feeds JSON, terminal, HTML, and the future Textual TUI. Missing diagnostics stay explicit.

+
Checkpoint inspectionavailable

.artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/checkpoint_inspection/reports/model_checkpoint_inspection.json

+
Latent matrixavailable

.artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/latent_matrix/reports/latent_matrix_report.json

+
Run timelineavailable

reports/run_timeline.json

+
+
+ +
+
+
06next run
+

Make the next run live.

+

Set the dry-run flags to zero when you want provider output instead of fixture candidates.

+ 
CODELEWM_LLM_DRY_RUN=0
+CODELEWM_OPENROUTER_BYOK=1
+CODELEWM_OPENROUTER_BYOK_REGISTER=0
+uv run scripts/llm-world-model-demo
+

Keep token values only in .env. Set OPENROUTER_MANAGEMENT_KEY and CODELEWM_OPENROUTER_BYOK_REGISTER=1 only when CodeLeWM should create the BYOK credential.

+
+
+
+ + diff --git a/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/manifest.json b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e671971204ebcff3c2f245a6d609721a29fb9d9e --- /dev/null +++ b/visual-observability/codelewm-visual-observability-20260521-6a8ac81/demo_live/manifest.json @@ -0,0 +1,102 @@ +{ + "artifact_id": "demo_report-e2cdc9ddd69ed901", + "artifact_kind": "demo_report", + "command": [ + "codelewm", + "llm-demo", + "--before", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/input/bugfix_edge_case_app.py", + "--checkpoint", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/train/checkpoints/checkpoint.pt", + "--out", + ".artifacts/visual-observability-v1-4/codelewm-visual-observability-20260521-6a8ac81/demo_live" + ], + "config_sha256": 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