diff --git a/.gitattributes b/.gitattributes
index 1fe5a5f46eda93edcfc4a018f006e396707569d3..aab5ee5a8dc7224b07c8bd7312d04494465725e9 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -67,3 +67,12 @@ runs/codelewm-scaled-20260520-9699b53/pack/hdf5/train.hdf5 filter=lfs diff=lfs m
 runs/codelewm-scaled-20260520-9699b53/pack/hdf5/val.hdf5 filter=lfs diff=lfs merge=lfs -text
 runs/codelewm-scaled-20260520-9699b53/retrieval/reports/hard_negative_sampler_report.json filter=lfs diff=lfs merge=lfs -text
 runs/codelewm-scaled-20260520-9699b53/retrieval/reports/retrieval_report.json filter=lfs diff=lfs merge=lfs -text
+runs/codelewm-action-use-20260520-6650183/build/reports/filter_report.json filter=lfs diff=lfs merge=lfs -text
+runs/codelewm-action-use-20260520-6650183/build/reports/split_dedup_report.json filter=lfs diff=lfs merge=lfs -text
+runs/codelewm-action-use-20260520-6650183/build/transitions.jsonl filter=lfs diff=lfs merge=lfs -text
+runs/codelewm-action-use-20260520-6650183/index/entries.jsonl filter=lfs diff=lfs merge=lfs -text
+runs/codelewm-action-use-20260520-6650183/pack/hdf5/test.hdf5 filter=lfs diff=lfs merge=lfs -text
+runs/codelewm-action-use-20260520-6650183/pack/hdf5/train.hdf5 filter=lfs diff=lfs merge=lfs -text
+runs/codelewm-action-use-20260520-6650183/pack/hdf5/val.hdf5 filter=lfs diff=lfs merge=lfs -text
+runs/codelewm-action-use-20260520-6650183/retrieval/reports/hard_negative_sampler_report.json filter=lfs diff=lfs merge=lfs -text
+runs/codelewm-action-use-20260520-6650183/retrieval/reports/retrieval_report.json filter=lfs diff=lfs merge=lfs -text
diff --git a/runs/codelewm-action-use-20260520-6650183/ablation/manifest.json b/runs/codelewm-action-use-20260520-6650183/ablation/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..59a40897f33c32f1ba9b5c80f720a933e577a161
--- /dev/null
+++ b/runs/codelewm-action-use-20260520-6650183/ablation/manifest.json
@@ -0,0 +1,102 @@
+{
+  "artifact_id": "eval_report-30df13f5d61cfc81",
+  "artifact_kind": "eval_report",
+  "command": [
+    "codelewm",
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+    "ablation",
+    "--retrieval-artifact",
+    "/CodeLeWM/.artifacts/hf/codelewm-action-use-20260520-6650183/retrieval/manifest.json",
+    "--training-artifact",
+    "/CodeLeWM/.artifacts/hf/codelewm-action-use-20260520-6650183/train/manifest.json",
+    "--out",
+    "/CodeLeWM/.artifacts/hf/codelewm-action-use-20260520-6650183/ablation",
+    "--overwrite",
+    "--json",
+    "--log-jsonl",
+    "/CodeLeWM/.artifacts/hf/codelewm-action-use-20260520-6650183/logs/ablation.jsonl"
+  ],
+  "config_sha256": "9d47057a711c77827414e5db59c78165e814fa2f51aa7de96f2c0d92f866b682",
+  "created_at": "2026-05-20T10:19:47Z",
+  "files": [
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+      "path": "reports/action_view_ablation_report.json",
+      "sha256": "605ed2f1875aa62cc14ca4cc5b138f93a82b4eaa548d15471fa5f941c884d8a5"
+    }
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+          "recall_at_5_delta": 0.45899999999999996,
+          "schema_version": "codelewm.eval.action_use_baseline_delta.v1",
+          "text_action_beats_baseline": true
+        },
+        "no_action": {
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+          "recall_at_1_delta": -0.10599999999999998,
+          "recall_at_5_delta": -0.051000000000000045,
+          "schema_version": "codelewm.eval.action_use_baseline_delta.v1",
+          "text_action_beats_baseline": false
+        },
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+          "schema_version": "codelewm.eval.action_use_baseline_delta.v1",
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+          "recall_at_5_delta": 0.585,
+          "schema_version": "codelewm.eval.action_use_baseline_delta.v1",
+          "text_action_beats_baseline": true
+        }
+      },
+      "checked_baselines": [
+        "random",
+        "lexical",
+        "no_action",
+        "shuffled_action"
+      ],
+      "claim_allowed": false,
+      "failure_reasons": [
+        "no_action_dominance:text_action_recall_at_1_or_mrr_not_strictly_above_no_action",
+        "blocked_action_view_row:abstract_action",
+        "blocked_action_view_row:patch_action_diagnostic"
+      ],
+      "required_metrics": [
+        "recall_at_1",
+        "mrr"
+      ],
+      "schema_version": "codelewm.eval.action_use_claim_gate.v1"
+    },
+    "completed": 7,
+    "failed": 0,
+    "row_count": 12,
+    "schema_version": "codelewm.eval.action_ablation_report.v1"
+  },
+  "parent_artifacts": [
+    "eval_report-3c6e7bc3ec557ae7",
+    "training_run-ce98fe8768af2143"
+  ],
+  "schema_version": "codelewm.artifact_manifest.v1",
+  "source_git_sha": "6650183eda75ecced9f826d5f2875548808c39f0"
+}
diff --git a/runs/codelewm-action-use-20260520-6650183/ablation/reports/action_view_ablation_report.json b/runs/codelewm-action-use-20260520-6650183/ablation/reports/action_view_ablation_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c1b6a66d75171526675a7fbd5605e932f8669c4
--- /dev/null
+++ b/runs/codelewm-action-use-20260520-6650183/ablation/reports/action_view_ablation_report.json
@@ -0,0 +1,295 @@
+{
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+        "recall_at_1_delta": 0.318,
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+        "schema_version": "codelewm.eval.action_use_baseline_delta.v1",
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+        "recall_at_1_delta": -0.10599999999999998,
+        "recall_at_5_delta": -0.051000000000000045,
+        "schema_version": "codelewm.eval.action_use_baseline_delta.v1",
+        "text_action_beats_baseline": false
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+        "schema_version": "codelewm.eval.action_use_baseline_delta.v1",
+        "text_action_beats_baseline": true
+      },
+      "shuffled_action": {
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+        "schema_version": "codelewm.eval.action_use_baseline_delta.v1",
+        "text_action_beats_baseline": true
+      }
+    },
+    "checked_baselines": [
+      "random",
+      "lexical",
+      "no_action",
+      "shuffled_action"
+    ],
+    "claim_allowed": false,
+    "failure_reasons": [
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+      "blocked_action_view_row:abstract_action",
+      "blocked_action_view_row:patch_action_diagnostic"
+    ],
+    "required_metrics": [
+      "recall_at_1",
+      "mrr"
+    ],
+    "schema_version": "codelewm.eval.action_use_claim_gate.v1"
+  },
+  "notes": [
+    "Rows marked blocked are explicit missing-run records, not dropped rows.",
+    "Patch-action rows are diagnostic upper bounds only."
+  ],
+  "required_baselines": [
+    "random",
+    "lexical",
+    "no_action",
+    "shuffled_action"
+  ],
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+        "report_scope": "headline",
+        "schema_version": "codelewm.eval.action_view_policy.v1",
+        "warnings": []
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+      "family": "action_view",
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+      },
+      "name": "text_action",
+      "source_report": "reports/retrieval_report.json",
+      "status": "completed"
+    },
+    {
+      "action_view_policy": {
+        "action_view": "abstract",
+        "diagnostic_upper_bound": false,
+        "report_scope": "ablation",
+        "schema_version": "codelewm.eval.action_view_policy.v1",
+        "warnings": []
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+      "block_reason": "no abstract-action checkpoint and retrieval report were supplied",
+      "family": "action_view",
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+      "metrics": null,
+      "name": "abstract_action",
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+      "status": "blocked"
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+        "diagnostic_upper_bound": true,
+        "report_scope": "diagnostic",
+        "schema_version": "codelewm.eval.action_view_policy.v1",
+        "warnings": [
+          "patch action is leaky and may only be reported as a diagnostic upper bound"
+        ]
+      },
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+      "block_reason": "patch-action diagnostic upper-bound report was not supplied",
+      "family": "action_view",
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+      "metrics": null,
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+      "status": "completed"
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+      "source_report": "reports/retrieval_report.json",
+      "status": "completed"
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+      "status": "completed"
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+      "family": "retrieval_loss",
+      "metadata": {
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+      "name": "retrieval_loss_disabled",
+      "source_report": "reports/retrieval_report.json",
+      "status": "completed"
+    },
+    {
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+      "block_reason": "paired retrieval-loss variant report was not supplied",
+      "family": "retrieval_loss",
+      "metadata": {},
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+      "name": "retrieval_loss_enabled",
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+      "block_reason": null,
+      "family": "collapse",
+      "metadata": {
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+      "metrics": {
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+      "status": "completed"
+    },
+    {
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+      "artifact_manifest_id": null,
+      "block_reason": "paired SIGReg/collapse setting report was not supplied",
+      "family": "collapse",
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+      "name": "collapse_sigreg_0.05",
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+      "block_reason": "paired SIGReg/collapse setting report was not supplied",
+      "family": "collapse",
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+      },
+      "metrics": null,
+      "name": "collapse_sigreg_0.15",
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+      "status": "blocked"
+    }
+  ],
+  "schema_version": "codelewm.eval.action_ablation_report.v1",
+  "source_artifacts": {
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+    "training": "training_run-ce98fe8768af2143"
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+  }
+}
diff --git a/runs/codelewm-action-use-20260520-6650183/build/config.json b/runs/codelewm-action-use-20260520-6650183/build/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e700282679f4447fc204ba6001b90a39f022ebb
--- /dev/null
+++ b/runs/codelewm-action-use-20260520-6650183/build/config.json
@@ -0,0 +1,76 @@
+{
+  "action": {
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+    "max_abstract_ops": 32,
+    "max_text_chars": 256
+  },
+  "codestate": {
+    "max_small_file_lines": 40,
+    "region_context_lines": 8
+  },
+  "dedup": {
+    "near_duplicate_hamming_threshold": 3
+  },
+  "filter": {
+    "generated_filename_suffixes": [
+      "_pb2.py",
+      "_pb2_grpc.py",
+      ".generated.py",
+      ".gen.py"
+    ],
+    "generated_path_markers": [
+      "generated",
+      "vendor",
+      "third_party",
+      "node_modules",
+      "__pycache__"
+    ],
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+    "max_edit_ratio": 0.6,
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+    "min_message_chars": 8
+  },
+  "license": {
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+      "apache-2.0",
+      "bsd-2-clause",
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+      "cc0-1.0",
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+      "mit",
+      "unlicense"
+    ],
+    "artifact_policy": "full_text",
+    "redistribution_allowed": true,
+    "require_license_field": true
+  },
+  "name": "codelewm-public-shard-commitpackft-python-v0-3",
+  "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": 240119,
+  "sources": [
+    {
+      "name": "bigcode-commitpackft-python",
+      "options": {
+        "language": "Python"
+      },
+      "path": "../../.artifacts/hf-sources/commitpackft/data/python/data.jsonl",
+      "source": "commitpackft"
+    }
+  ],
+  "split": {
+    "seed": "codelewm.public_shard.commitpackft_python.v0.3",
+    "split_overrides": {},
+    "test_ratio": 0.1,
+    "train_ratio": 0.8,
+    "val_ratio": 0.1
+  }
+}
diff --git a/runs/codelewm-action-use-20260520-6650183/build/dataset_manifest.json b/runs/codelewm-action-use-20260520-6650183/build/dataset_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..6aa4e20067c0c772df90bc3c51c324729ecc32cb
--- /dev/null
+++ b/runs/codelewm-action-use-20260520-6650183/build/dataset_manifest.json
@@ -0,0 +1,591 @@
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+}
diff --git a/runs/codelewm-action-use-20260520-6650183/build/manifest.json b/runs/codelewm-action-use-20260520-6650183/build/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..7453764440ba27a2246d3af4286b1d339aab6465
--- /dev/null
+++ b/runs/codelewm-action-use-20260520-6650183/build/manifest.json
@@ -0,0 +1,279 @@
+{
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+    "--json"
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+    "schema_version": "codelewm.harness.scorer_quality_report.v1",
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+    "training_run-ce98fe8768af2143",
+    "index-79cfc212a0f6a0fd"
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+  "schema_version": "codelewm.artifact_manifest.v1",
+  "source_git_sha": "6650183eda75ecced9f826d5f2875548808c39f0"
+}
diff --git a/runs/codelewm-action-use-20260520-6650183/scorer_quality/reports/scorer_quality_report.json b/runs/codelewm-action-use-20260520-6650183/scorer_quality/reports/scorer_quality_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..c3381dfc388284ef76d443b8bd4ea3ecb1f6c917
--- /dev/null
+++ b/runs/codelewm-action-use-20260520-6650183/scorer_quality/reports/scorer_quality_report.json
@@ -0,0 +1,171 @@
+{
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+    "Lower final_score is better.",
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+    "retrieval_prior_weight": 1.0,
+    "risk_penalty": "reserved; current scorer reports null and treats failures as error rows",
+    "score_direction": "lower_is_better"
+  },
+  "source": {
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+    "checkpoint_sha256": "1e361498c722893c9754abcc9c2efa4499a615590572b77c7f0de939e789ac66",
+    "config": "config/first_results/scorer_quality.json",
+    "index": "/CodeLeWM/.artifacts/hf/codelewm-action-use-20260520-6650183/index",
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diff --git a/runs/codelewm-action-use-20260520-6650183/surprise/config.json b/runs/codelewm-action-use-20260520-6650183/surprise/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..10c8d1e0a51a539d9abb6cc6d6f74808aebc616d
--- /dev/null
+++ b/runs/codelewm-action-use-20260520-6650183/surprise/config.json
@@ -0,0 +1,15 @@
+{
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+  "action_view": "text",
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+  "data": ".artifacts/hf/codelewm-action-use-20260520-6650183/pack",
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+  "score_direction": "lower_is_better",
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diff --git a/runs/codelewm-action-use-20260520-6650183/surprise/manifest.json b/runs/codelewm-action-use-20260520-6650183/surprise/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ed2f02fdaf51a7327a5b1d718322ade1cc1786b
--- /dev/null
+++ b/runs/codelewm-action-use-20260520-6650183/surprise/manifest.json
@@ -0,0 +1,118 @@
+{
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diff --git a/runs/codelewm-action-use-20260520-6650183/surprise/reports/surprise_report.json b/runs/codelewm-action-use-20260520-6650183/surprise/reports/surprise_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..56bc4d902fcdc97f4674eb6c0471510014cb61dd
--- /dev/null
+++ b/runs/codelewm-action-use-20260520-6650183/surprise/reports/surprise_report.json
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