diff --git a/registry/index.json b/registry/index.json
index 901d90b6..d0daaa88 100644
--- a/registry/index.json
+++ b/registry/index.json
@@ -16,7 +16,7 @@
         "vscode"
       ],
       "package_metadata": "registry/packages/yao-meta-skill.json",
-      "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+      "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
     }
   ]
 }
diff --git a/registry/packages/yao-meta-skill.json b/registry/packages/yao-meta-skill.json
index 77307494..8c4a3fd7 100644
--- a/registry/packages/yao-meta-skill.json
+++ b/registry/packages/yao-meta-skill.json
@@ -16,8 +16,8 @@
   "trust_level": "local",
   "license": "MIT",
   "checksums": {
-    "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e",
-    "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+    "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49",
+    "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
   },
   "compatibility": {
     "openai": "pass",
@@ -48,7 +48,7 @@
   },
   "distribution": {
     "archive_verified": true,
-    "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
+    "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
     "package_verification": "reports/package_verification.json",
     "install_simulated": true,
     "install_simulation": "reports/install_simulation.json"
diff --git a/reports/adoption_drift_report.json b/reports/adoption_drift_report.json
index 3f7b48b4..e0256cba 100644
--- a/reports/adoption_drift_report.json
+++ b/reports/adoption_drift_report.json
@@ -1,7 +1,7 @@
 {
   "ok": true,
   "schema_version": "2.0",
-  "generated_at": "2026-06-13T18:04:28Z",
+  "generated_at": "2026-06-13T18:17:38Z",
   "skill_dir": ".",
   "privacy_contract": {
     "storage": "local-first",
diff --git a/reports/architecture_maintainability.json b/reports/architecture_maintainability.json
index 43beae57..7bfc5bfd 100644
--- a/reports/architecture_maintainability.json
+++ b/reports/architecture_maintainability.json
@@ -4,27 +4,20 @@
   "generated_at": "2026-06-14",
   "skill_dir": ".",
   "summary": {
-    "python_file_count": 141,
-    "script_file_count": 85,
+    "python_file_count": 143,
+    "script_file_count": 87,
     "test_file_count": 56,
-    "internal_module_count": 14,
+    "internal_module_count": 16,
     "cli_script_count": 72,
     "command_handler_count": 35,
     "warn_line_threshold": 900,
     "block_line_threshold": 1500,
-    "largest_file_lines": 1196,
-    "hotspot_count": 3,
+    "largest_file_lines": 1159,
+    "hotspot_count": 2,
     "blocker_count": 0,
     "decision": "watch-maintainability-hotspots"
   },
   "largest_files": [
-    {
-      "path": "scripts/render_review_studio.py",
-      "lines": 1196,
-      "kind": "cli-script",
-      "severity": "warn",
-      "recommendation": "Move data loading and large section renderers into focused review_studio_* modules."
-    },
     {
       "path": "scripts/yao.py",
       "lines": 1159,
@@ -39,6 +32,13 @@
       "severity": "warn",
       "recommendation": "Split viewer data assembly from HTML section rendering."
     },
+    {
+      "path": "scripts/render_review_studio.py",
+      "lines": 887,
+      "kind": "cli-script",
+      "severity": "pass",
+      "recommendation": "Move data loading and large section renderers into focused review_studio_* modules."
+    },
     {
       "path": "tests/verify_yao_cli.py",
       "lines": 838,
@@ -104,13 +104,6 @@
     }
   ],
   "hotspots": [
-    {
-      "path": "scripts/render_review_studio.py",
-      "lines": 1196,
-      "kind": "cli-script",
-      "severity": "warn",
-      "recommendation": "Move data loading and large section renderers into focused review_studio_* modules."
-    },
     {
       "path": "scripts/yao.py",
       "lines": 1159,
@@ -127,11 +120,6 @@
     }
   ],
   "actions": [
-    {
-      "path": "scripts/render_review_studio.py",
-      "severity": "warn",
-      "action": "Move data loading and large section renderers into focused review_studio_* modules."
-    },
     {
       "path": "scripts/yao.py",
       "severity": "warn",
diff --git a/reports/architecture_maintainability.md b/reports/architecture_maintainability.md
index 32511bdd..c717e094 100644
--- a/reports/architecture_maintainability.md
+++ b/reports/architecture_maintainability.md
@@ -5,14 +5,14 @@ Generated at: `2026-06-14`
 ## Summary
 
 - decision: `watch-maintainability-hotspots`
-- python files: `141`
-- scripts: `85`
+- python files: `143`
+- scripts: `87`
 - tests: `56`
-- internal modules: `14`
+- internal modules: `16`
 - CLI scripts: `72`
 - Yao CLI command handlers: `35`
-- largest file lines: `1196`
-- hotspots: `3`
+- largest file lines: `1159`
+- hotspots: `2`
 - blockers: `0`
 
 This report keeps maintainability risk visible before the Meta Skill grows more gates, renderers, and CLI commands.
@@ -21,7 +21,6 @@ This report keeps maintainability risk visible before the Meta Skill grows more
 
 | File | Lines | Kind | Severity | Recommended action |
 | --- | ---: | --- | --- | --- |
-| `scripts/render_review_studio.py` | `1196` | `cli-script` | `warn` | Move data loading and large section renderers into focused review_studio_* modules. |
 | `scripts/yao.py` | `1159` | `cli-script` | `warn` | Split command handlers by domain while keeping scripts/yao.py as the thin CLI orchestrator. |
 | `scripts/render_review_viewer.py` | `983` | `cli-script` | `warn` | Split viewer data assembly from HTML section rendering. |
 
@@ -29,9 +28,9 @@ This report keeps maintainability risk visible before the Meta Skill grows more
 
 | File | Lines | Kind | Severity |
 | --- | ---: | --- | --- |
-| `scripts/render_review_studio.py` | `1196` | `cli-script` | `warn` |
 | `scripts/yao.py` | `1159` | `cli-script` | `warn` |
 | `scripts/render_review_viewer.py` | `983` | `cli-script` | `warn` |
+| `scripts/render_review_studio.py` | `887` | `cli-script` | `pass` |
 | `tests/verify_yao_cli.py` | `838` | `test` | `pass` |
 | `scripts/skill_report_model.py` | `782` | `internal-module` | `pass` |
 | `scripts/compile_skill.py` | `734` | `cli-script` | `pass` |
diff --git a/reports/benchmark_reproducibility.json b/reports/benchmark_reproducibility.json
index ee81d390..1e011edf 100644
--- a/reports/benchmark_reproducibility.json
+++ b/reports/benchmark_reproducibility.json
@@ -3,24 +3,24 @@
   "ok": true,
   "generated_at": "2026-06-14",
   "skill_dir": ".",
-  "commit": "7afde5ebafd5b8cb0b00aaaac4943c037fc9dce4",
+  "commit": "d7018dac5583d8973d8544d5f02906e94e8b1f9b",
   "git_status": {
     "available": true,
     "dirty": true,
-    "changed_file_count": 36,
+    "changed_file_count": 39,
     "sample": [
-      " M registry/index.json",
-      " M registry/packages/yao-meta-skill.json",
-      " M reports/adoption_drift_report.json",
-      " M reports/architecture_maintainability.json",
-      " M reports/architecture_maintainability.md",
-      " M reports/benchmark_reproducibility.json",
-      " M reports/benchmark_reproducibility.md",
-      " M reports/compiled_targets.json",
-      " M reports/context_budget.json",
-      " M reports/install_simulation.json",
-      " M reports/output_execution_runs.json",
-      " M reports/output_execution_runs.md"
+      "MM registry/index.json",
+      "MM registry/packages/yao-meta-skill.json",
+      "MM reports/adoption_drift_report.json",
+      "M  reports/architecture_maintainability.json",
+      "M  reports/architecture_maintainability.md",
+      "MM reports/benchmark_reproducibility.json",
+      "MM reports/benchmark_reproducibility.md",
+      "M  reports/compiled_targets.json",
+      "MM reports/context_budget.json",
+      "M  reports/install_simulation.json",
+      "MM reports/output_execution_runs.json",
+      "MM reports/output_execution_runs.md"
     ]
   },
   "summary": {
@@ -42,7 +42,7 @@
     "world_class_task_count": 4,
     "world_class_ledger_pending_count": 4,
     "working_tree_dirty": true,
-    "changed_file_count": 36
+    "changed_file_count": 39
   },
   "methodology": {
     "path": "reports/benchmark_methodology.md",
@@ -116,7 +116,7 @@
       "path": "reports/output_execution_runs.json",
       "exists": true,
       "bytes": 7966,
-      "sha256": "ef773cdb0b4b3e6263b58aa52c8473ee5b5613297bae721ea34da2418f4f6c9b"
+      "sha256": "e1497671aeac5efe481d21880306d1cd156520f3c6981335a23bea04c4d11e5e"
     },
     {
       "label": "blind_review",
@@ -150,43 +150,43 @@
       "label": "trust_report",
       "path": "reports/security_trust_report.json",
       "exists": true,
-      "bytes": 89598,
-      "sha256": "043f8314a8c2c8ef992d486384cd22dba5a0284af491fd830ddc91fec54f666a"
+      "bytes": 90767,
+      "sha256": "6a3b7738607ffef7d039e1ff913593ec9d5cd0242fc74d430c53bb62dc33df8a"
     },
     {
       "label": "python_compatibility",
       "path": "reports/python_compatibility.json",
       "exists": true,
-      "bytes": 18801,
-      "sha256": "3f071172d13c70acd0b16fe84ae011fee39030da61dd5801009fadead64f2a60"
+      "bytes": 19050,
+      "sha256": "648f17271e22805669eebc88486f47e891faa9b1fa9f2bf8cf21b14d00f9e1aa"
     },
     {
       "label": "registry_audit",
       "path": "reports/registry_audit.json",
       "exists": true,
       "bytes": 3183,
-      "sha256": "a55d0fb1c7d6730d1b8009904b59a18eb61a776368a211385b4a5d21b915edf1"
+      "sha256": "e350e7b2d3d6a971b506c9d2d159059b19e692e0957498a502fe797057ebdb85"
     },
     {
       "label": "package_verification",
       "path": "reports/package_verification.json",
       "exists": true,
       "bytes": 19325,
-      "sha256": "ff899ad76a6ad8e39a5f15e483135b4a93602ff59984a61f0c807ad627749dad"
+      "sha256": "144cd592106a66b50e8464b96494f6ed0ad41dba11941a3d7de11765b818a800"
     },
     {
       "label": "install_simulation",
       "path": "reports/install_simulation.json",
       "exists": true,
       "bytes": 8557,
-      "sha256": "20d6fa71cc492c837a98d383686677c7c2e9cc5885514ab56d5b23819060b746"
+      "sha256": "097060e129d0d699a2e19c5802b03b14b28134983a87f7d78cc1d525e7e5c683"
     },
     {
       "label": "skill_os2_audit",
       "path": "reports/skill_os2_audit.json",
       "exists": true,
       "bytes": 13946,
-      "sha256": "48f2206d4eb7598009740e9d4ab9e1f08b9d039cf661bb39ffbc24b2beb2c099"
+      "sha256": "52aff10d9877c50343b2caca9f2e3f6a721045662b6862551e22f5fe0555d878"
     },
     {
       "label": "world_class_evidence_plan",
diff --git a/reports/benchmark_reproducibility.md b/reports/benchmark_reproducibility.md
index fd222619..5dcdf280 100644
--- a/reports/benchmark_reproducibility.md
+++ b/reports/benchmark_reproducibility.md
@@ -1,7 +1,7 @@
 # Benchmark Reproducibility
 
 Generated at: `2026-06-14`
-Commit: `7afde5ebafd5b8cb0b00aaaac4943c037fc9dce4`
+Commit: `d7018dac5583d8973d8544d5f02906e94e8b1f9b`
 Working tree dirty at generation: `true`
 
 ## Summary
@@ -16,7 +16,7 @@ Working tree dirty at generation: `true`
 - provider evidence complete: `false`
 - human review complete: `false`
 - world-class ready: `false`
-- changed files at generation: `36`
+- changed files at generation: `39`
 
 This report proves local benchmark reproducibility only. It keeps external provider and human-review gaps visible instead of counting them as complete.
 
@@ -40,17 +40,17 @@ This report proves local benchmark reproducibility only. It keeps external provi
 | output_cases | `evals/output/cases.jsonl` | present | `a6ae96857116` |
 | output_schema | `evals/output/schema.json` | present | `8ee340c95064` |
 | output_scorecard | `reports/output_quality_scorecard.json` | present | `0806258a8e08` |
-| output_execution | `reports/output_execution_runs.json` | present | `ef773cdb0b4b` |
+| output_execution | `reports/output_execution_runs.json` | present | `e1497671aeac` |
 | blind_review | `reports/output_blind_review_pack.json` | present | `bbe2db8ec277` |
 | review_adjudication | `reports/output_review_adjudication.json` | present | `ddd9af90d42e` |
 | trigger_scorecard | `reports/route_scorecard.json` | present | `c164e83e36d0` |
 | runtime_conformance | `reports/conformance_matrix.json` | present | `8251329e663d` |
-| trust_report | `reports/security_trust_report.json` | present | `043f8314a8c2` |
-| python_compatibility | `reports/python_compatibility.json` | present | `3f071172d13c` |
-| registry_audit | `reports/registry_audit.json` | present | `a55d0fb1c7d6` |
-| package_verification | `reports/package_verification.json` | present | `ff899ad76a6a` |
-| install_simulation | `reports/install_simulation.json` | present | `20d6fa71cc49` |
-| skill_os2_audit | `reports/skill_os2_audit.json` | present | `48f2206d4eb7` |
+| trust_report | `reports/security_trust_report.json` | present | `6a3b7738607f` |
+| python_compatibility | `reports/python_compatibility.json` | present | `648f17271e22` |
+| registry_audit | `reports/registry_audit.json` | present | `e350e7b2d3d6` |
+| package_verification | `reports/package_verification.json` | present | `144cd592106a` |
+| install_simulation | `reports/install_simulation.json` | present | `097060e129d0` |
+| skill_os2_audit | `reports/skill_os2_audit.json` | present | `52aff10d9877` |
 | world_class_evidence_plan | `reports/world_class_evidence_plan.json` | present | `ed1274b7c18c` |
 | world_class_evidence_ledger | `reports/world_class_evidence_ledger.json` | present | `5ed043491c3d` |
 | world_class_evidence_intake | `reports/world_class_evidence_intake.json` | present | `124b9239d7f3` |
diff --git a/reports/compiled_targets.json b/reports/compiled_targets.json
index 5364a2f9..8f241bdb 100644
--- a/reports/compiled_targets.json
+++ b/reports/compiled_targets.json
@@ -204,9 +204,11 @@
             "scripts/render_world_class_evidence_ledger.py",
             "scripts/render_world_class_evidence_plan.py",
             "scripts/resource_boundary_check.py",
+            "scripts/review_studio_data.py",
             "scripts/review_studio_formatting.py",
             "scripts/review_studio_gates.py",
             "scripts/review_studio_layout.py",
+            "scripts/review_studio_world_class.py",
             "scripts/run_conformance_suite.py",
             "scripts/run_description_optimization_suite.py",
             "scripts/run_eval_suite.py",
@@ -222,9 +224,7 @@
             "scripts/trigger_eval.py",
             "scripts/trust_check.py",
             "scripts/upgrade_check.py",
-            "scripts/validate_skill.py",
-            "scripts/verify_package.py",
-            "scripts/yao.py"
+            "scripts/validate_skill.py"
           ],
           "assets": [
             "templates/basic_skill.md.j2",
@@ -1045,9 +1045,11 @@
             "scripts/render_world_class_evidence_ledger.py",
             "scripts/render_world_class_evidence_plan.py",
             "scripts/resource_boundary_check.py",
+            "scripts/review_studio_data.py",
             "scripts/review_studio_formatting.py",
             "scripts/review_studio_gates.py",
             "scripts/review_studio_layout.py",
+            "scripts/review_studio_world_class.py",
             "scripts/run_conformance_suite.py",
             "scripts/run_description_optimization_suite.py",
             "scripts/run_eval_suite.py",
@@ -1063,9 +1065,7 @@
             "scripts/trigger_eval.py",
             "scripts/trust_check.py",
             "scripts/upgrade_check.py",
-            "scripts/validate_skill.py",
-            "scripts/verify_package.py",
-            "scripts/yao.py"
+            "scripts/validate_skill.py"
           ],
           "assets": [
             "templates/basic_skill.md.j2",
@@ -1886,9 +1886,11 @@
             "scripts/render_world_class_evidence_ledger.py",
             "scripts/render_world_class_evidence_plan.py",
             "scripts/resource_boundary_check.py",
+            "scripts/review_studio_data.py",
             "scripts/review_studio_formatting.py",
             "scripts/review_studio_gates.py",
             "scripts/review_studio_layout.py",
+            "scripts/review_studio_world_class.py",
             "scripts/run_conformance_suite.py",
             "scripts/run_description_optimization_suite.py",
             "scripts/run_eval_suite.py",
@@ -1904,9 +1906,7 @@
             "scripts/trigger_eval.py",
             "scripts/trust_check.py",
             "scripts/upgrade_check.py",
-            "scripts/validate_skill.py",
-            "scripts/verify_package.py",
-            "scripts/yao.py"
+            "scripts/validate_skill.py"
           ],
           "assets": [
             "templates/basic_skill.md.j2",
@@ -2711,9 +2711,11 @@
             "scripts/render_world_class_evidence_ledger.py",
             "scripts/render_world_class_evidence_plan.py",
             "scripts/resource_boundary_check.py",
+            "scripts/review_studio_data.py",
             "scripts/review_studio_formatting.py",
             "scripts/review_studio_gates.py",
             "scripts/review_studio_layout.py",
+            "scripts/review_studio_world_class.py",
             "scripts/run_conformance_suite.py",
             "scripts/run_description_optimization_suite.py",
             "scripts/run_eval_suite.py",
@@ -2729,9 +2731,7 @@
             "scripts/trigger_eval.py",
             "scripts/trust_check.py",
             "scripts/upgrade_check.py",
-            "scripts/validate_skill.py",
-            "scripts/verify_package.py",
-            "scripts/yao.py"
+            "scripts/validate_skill.py"
           ],
           "assets": [
             "templates/basic_skill.md.j2",
@@ -3536,9 +3536,11 @@
             "scripts/render_world_class_evidence_ledger.py",
             "scripts/render_world_class_evidence_plan.py",
             "scripts/resource_boundary_check.py",
+            "scripts/review_studio_data.py",
             "scripts/review_studio_formatting.py",
             "scripts/review_studio_gates.py",
             "scripts/review_studio_layout.py",
+            "scripts/review_studio_world_class.py",
             "scripts/run_conformance_suite.py",
             "scripts/run_description_optimization_suite.py",
             "scripts/run_eval_suite.py",
@@ -3554,9 +3556,7 @@
             "scripts/trigger_eval.py",
             "scripts/trust_check.py",
             "scripts/upgrade_check.py",
-            "scripts/validate_skill.py",
-            "scripts/verify_package.py",
-            "scripts/yao.py"
+            "scripts/validate_skill.py"
           ],
           "assets": [
             "templates/basic_skill.md.j2",
diff --git a/reports/context_budget.json b/reports/context_budget.json
index 69f5eecf..261b9516 100644
--- a/reports/context_budget.json
+++ b/reports/context_budget.json
@@ -6,10 +6,10 @@
     "context_budget_tier": "production",
     "context_budget_limit": 1000,
     "skill_body_tokens": 751,
-    "other_text_tokens": 1083497,
+    "other_text_tokens": 1084439,
     "estimated_initial_load_tokens": 944,
-    "estimated_total_text_tokens": 1084248,
-    "relevant_file_count": 469,
+    "estimated_total_text_tokens": 1085190,
+    "relevant_file_count": 473,
     "unused_resource_dirs": [],
     "quality_signal_points": 130,
     "quality_density": 137.7
diff --git a/reports/install_simulation.json b/reports/install_simulation.json
index f62330d1..4aabcf96 100644
--- a/reports/install_simulation.json
+++ b/reports/install_simulation.json
@@ -8,7 +8,7 @@
   "installed_skill_dir": "[temporary-install-root]/yao-meta-skill",
   "summary": {
     "archive_present": true,
-    "archive_entry_count": 553,
+    "archive_entry_count": 555,
     "archive_extracted": true,
     "entrypoint_loaded": true,
     "manifest_loaded": true,
diff --git a/reports/output_execution_runs.json b/reports/output_execution_runs.json
index dce73489..63a3626c 100644
--- a/reports/output_execution_runs.json
+++ b/reports/output_execution_runs.json
@@ -34,7 +34,7 @@
       "execution_mode": "command",
       "model_executed": false,
       "command_executed": true,
-      "duration_ms": 25.82,
+      "duration_ms": 27.82,
       "provider": "local-output-eval-runner",
       "model": "",
       "usage": {
@@ -62,7 +62,7 @@
       "execution_mode": "command",
       "model_executed": false,
       "command_executed": true,
-      "duration_ms": 25.73,
+      "duration_ms": 26.16,
       "provider": "local-output-eval-runner",
       "model": "",
       "usage": {
@@ -85,7 +85,7 @@
       "execution_mode": "command",
       "model_executed": false,
       "command_executed": true,
-      "duration_ms": 25.52,
+      "duration_ms": 27.01,
       "provider": "local-output-eval-runner",
       "model": "",
       "usage": {
@@ -136,7 +136,7 @@
       "execution_mode": "command",
       "model_executed": false,
       "command_executed": true,
-      "duration_ms": 25.92,
+      "duration_ms": 25.7,
       "provider": "local-output-eval-runner",
       "model": "",
       "usage": {
@@ -164,7 +164,7 @@
       "execution_mode": "command",
       "model_executed": false,
       "command_executed": true,
-      "duration_ms": 25.58,
+      "duration_ms": 25.64,
       "provider": "local-output-eval-runner",
       "model": "",
       "usage": {
@@ -187,7 +187,7 @@
       "execution_mode": "command",
       "model_executed": false,
       "command_executed": true,
-      "duration_ms": 25.69,
+      "duration_ms": 25.83,
       "provider": "local-output-eval-runner",
       "model": "",
       "usage": {
@@ -214,7 +214,7 @@
       "execution_mode": "command",
       "model_executed": false,
       "command_executed": true,
-      "duration_ms": 25.4,
+      "duration_ms": 26.02,
       "provider": "local-output-eval-runner",
       "model": "",
       "usage": {
@@ -237,7 +237,7 @@
       "execution_mode": "command",
       "model_executed": false,
       "command_executed": true,
-      "duration_ms": 25.48,
+      "duration_ms": 25.66,
       "provider": "local-output-eval-runner",
       "model": "",
       "usage": {
diff --git a/reports/output_execution_runs.md b/reports/output_execution_runs.md
index 9fa1095e..17e76959 100644
--- a/reports/output_execution_runs.md
+++ b/reports/output_execution_runs.md
@@ -23,15 +23,15 @@ Command runner evidence is present. This proves the eval harness executed an ext
 
 | Case | Variant | Mode | Model | Duration ms | Tokens | Score | Status |
 | --- | --- | --- | --- | ---: | ---: | ---: | --- |
-| skill-package-contract | baseline | command | local-output-eval-runner | 25.82 | 33 | 0.0 | pass |
-| skill-package-contract | with_skill | command | local-output-eval-runner | 25.73 | 73 | 100.0 | pass |
-| output-eval-expectation | baseline | command | local-output-eval-runner | 25.52 | 36 | 0.0 | pass |
+| skill-package-contract | baseline | command | local-output-eval-runner | 27.82 | 33 | 0.0 | pass |
+| skill-package-contract | with_skill | command | local-output-eval-runner | 26.16 | 73 | 100.0 | pass |
+| output-eval-expectation | baseline | command | local-output-eval-runner | 27.01 | 36 | 0.0 | pass |
 | output-eval-expectation | with_skill | command | local-output-eval-runner | 25.68 | 80 | 100.0 | pass |
-| ir-before-packaging | baseline | command | local-output-eval-runner | 25.92 | 33 | 0.0 | pass |
-| ir-before-packaging | with_skill | command | local-output-eval-runner | 25.58 | 80 | 100.0 | pass |
-| near-neighbor-boundary | baseline | command | local-output-eval-runner | 25.69 | 36 | 0.0 | pass |
-| near-neighbor-boundary | with_skill | command | local-output-eval-runner | 25.4 | 65 | 100.0 | pass |
-| file-backed-governed-package | baseline | command | local-output-eval-runner | 25.48 | 37 | 0.0 | pass |
+| ir-before-packaging | baseline | command | local-output-eval-runner | 25.7 | 33 | 0.0 | pass |
+| ir-before-packaging | with_skill | command | local-output-eval-runner | 25.64 | 80 | 100.0 | pass |
+| near-neighbor-boundary | baseline | command | local-output-eval-runner | 25.83 | 36 | 0.0 | pass |
+| near-neighbor-boundary | with_skill | command | local-output-eval-runner | 26.02 | 65 | 100.0 | pass |
+| file-backed-governed-package | baseline | command | local-output-eval-runner | 25.66 | 37 | 0.0 | pass |
 | file-backed-governed-package | with_skill | command | local-output-eval-runner | 25.68 | 98 | 100.0 | pass |
 
 ## Next Fixes
diff --git a/reports/package_verification.json b/reports/package_verification.json
index 5a077c91..d9a8b933 100644
--- a/reports/package_verification.json
+++ b/reports/package_verification.json
@@ -8,8 +8,8 @@
     "target_count": 4,
     "adapter_count": 4,
     "archive_present": true,
-    "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
-    "archive_entry_count": 553,
+    "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
+    "archive_entry_count": 555,
     "failure_count": 0,
     "warning_count": 0
   },
diff --git a/reports/package_verification.md b/reports/package_verification.md
index 1d28f495..9de1c442 100644
--- a/reports/package_verification.md
+++ b/reports/package_verification.md
@@ -4,7 +4,7 @@
 - Package directory: `dist`
 - Targets: `4 / 4` adapters present
 - Archive present: `True`
-- Archive SHA256: `26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25`
+- Archive SHA256: `7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0`
 - Failures: `0`
 - Warnings: `0`
 
diff --git a/reports/python_compatibility.json b/reports/python_compatibility.json
index e37bc207..8032796c 100644
--- a/reports/python_compatibility.json
+++ b/reports/python_compatibility.json
@@ -5,7 +5,7 @@
   "root": ".",
   "summary": {
     "target_python": "3.11",
-    "file_count": 144,
+    "file_count": 146,
     "issue_count": 0,
     "syntax_error_count": 0,
     "fstring_311_violation_count": 0,
@@ -394,6 +394,12 @@
       "issue_count": 0,
       "issues": []
     },
+    {
+      "path": "scripts/review_studio_data.py",
+      "ok": true,
+      "issue_count": 0,
+      "issues": []
+    },
     {
       "path": "scripts/review_studio_formatting.py",
       "ok": true,
@@ -412,6 +418,12 @@
       "issue_count": 0,
       "issues": []
     },
+    {
+      "path": "scripts/review_studio_world_class.py",
+      "ok": true,
+      "issue_count": 0,
+      "issues": []
+    },
     {
       "path": "scripts/run_conformance_suite.py",
       "ok": true,
diff --git a/reports/python_compatibility.md b/reports/python_compatibility.md
index 182cae66..5ce26a6a 100644
--- a/reports/python_compatibility.md
+++ b/reports/python_compatibility.md
@@ -6,7 +6,7 @@ Generated at: `2026-06-14`
 
 - decision: `pass`
 - target python: `3.11`
-- files scanned: `144`
+- files scanned: `146`
 - issues: `0`
 - syntax errors: `0`
 - f-string 3.11 violations: `0`
diff --git a/reports/registry_audit.json b/reports/registry_audit.json
index f21daa98..3df8ee28 100644
--- a/reports/registry_audit.json
+++ b/reports/registry_audit.json
@@ -21,8 +21,8 @@
     "trust_level": "local",
     "license": "MIT",
     "checksums": {
-      "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e",
-      "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+      "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49",
+      "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
     },
     "compatibility": {
       "openai": "pass",
@@ -53,7 +53,7 @@
     },
     "distribution": {
       "archive_verified": true,
-      "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
+      "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
       "package_verification": "reports/package_verification.json",
       "install_simulated": true,
       "install_simulation": "reports/install_simulation.json"
@@ -78,7 +78,7 @@
           "vscode"
         ],
         "package_metadata": "registry/packages/yao-meta-skill.json",
-        "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+        "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
       }
     ]
   },
diff --git a/reports/registry_audit.md b/reports/registry_audit.md
index 2aabf712..0cb0911b 100644
--- a/reports/registry_audit.md
+++ b/reports/registry_audit.md
@@ -6,8 +6,8 @@
 - Maturity: `governed`
 - Owner: `Yao Team`
 - License: `MIT`
-- Package SHA256: `18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e`
-- Archive SHA256: `26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25`
+- Package SHA256: `1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49`
+- Archive SHA256: `7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0`
 - Install simulated: `True`
 
 ## Compatibility
diff --git a/reports/review-studio.html b/reports/review-studio.html
index c75660e2..2417312a 100644
--- a/reports/review-studio.html
+++ b/reports/review-studio.html
@@ -292,22 +292,22 @@
 
     <section>
       <h2>核心指标</h2>
-      <div class="metrics"><article class='metric'><span>Skill IR</span><strong>2.0.0</strong><p>5 targets in platform-neutral contract</p></article><article class='metric'><span>Compiler</span><strong>5/5</strong><p>target contracts compiled from Skill IR</p></article><article class='metric'><span>Output Delta</span><strong>100.0</strong><p>5 cases; 1 file-backed</p></article><article class='metric'><span>Exec Runs</span><strong>10</strong><p>command 10; model 0; recorded 0</p></article><article class='metric'><span>Blind A/B</span><strong>5</strong><p>review pairs hide baseline vs with-skill labels</p></article><article class='metric'><span>Review A/B</span><strong>0/5</strong><p>adjudication decisions; pending 5</p></article><article class='metric'><span>Blueprint</span><strong>20/20</strong><p>2.0 coverage; evidence pending 4</p></article><article class='metric'><span>Runtime</span><strong>5/5</strong><p>target conformance pass rate</p></article><article class='metric'><span>Perm Probe</span><strong>4/4</strong><p>0 native enforcement targets</p></article><article class='metric'><span>Trust</span><strong>0</strong><p>85 scripts scanned; secrets found</p></article><article class='metric'><span>Py Compat</span><strong>0</strong><p>144 files scanned for Python 3.11</p></article><article class='metric'><span>Arch Debt</span><strong>3</strong><p>1196 largest lines; 35 CLI handlers</p></article><article class='metric'><span>Atlas</span><strong>5</strong><p>12 scanned skills; route collisions</p></article><article class='metric'><span>Drift</span><strong>low</strong><p>1 metadata events; 0 missed triggers</p></article><article class='metric'><span>Waivers</span><strong>0</strong><p>0 gates covered; human risk decisions</p></article><article class='metric'><span>Intake</span><strong>4/4</strong><p>0 valid submissions; 0 invalid</p></article><article class='metric'><span>Claim Guard</span><strong>0</strong><p>68 public surfaces scanned</p></article><article class='metric'><span>Notes</span><strong>0/0</strong><p>0 open blocker annotations</p></article><article class='metric'><span>Registry</span><strong>1.1.0</strong><p>5 targets; MIT license</p></article><article class='metric'><span>Archive</span><strong>pass</strong><p>553 zip entries; package verification</p></article><article class='metric'><span>Install</span><strong>pass</strong><p>4 adapters; 12 permissions enforced; 0 permission failures</p></article><article class='metric'><span>Upgrade</span><strong>minor</strong><p>declared minor; 0 breaking changes</p></article></div>
+      <div class="metrics"><article class='metric'><span>Skill IR</span><strong>2.0.0</strong><p>5 targets in platform-neutral contract</p></article><article class='metric'><span>Compiler</span><strong>5/5</strong><p>target contracts compiled from Skill IR</p></article><article class='metric'><span>Output Delta</span><strong>100.0</strong><p>5 cases; 1 file-backed</p></article><article class='metric'><span>Exec Runs</span><strong>10</strong><p>command 10; model 0; recorded 0</p></article><article class='metric'><span>Blind A/B</span><strong>5</strong><p>review pairs hide baseline vs with-skill labels</p></article><article class='metric'><span>Review A/B</span><strong>0/5</strong><p>adjudication decisions; pending 5</p></article><article class='metric'><span>Blueprint</span><strong>20/20</strong><p>2.0 coverage; evidence pending 4</p></article><article class='metric'><span>Runtime</span><strong>5/5</strong><p>target conformance pass rate</p></article><article class='metric'><span>Perm Probe</span><strong>4/4</strong><p>0 native enforcement targets</p></article><article class='metric'><span>Trust</span><strong>0</strong><p>87 scripts scanned; secrets found</p></article><article class='metric'><span>Py Compat</span><strong>0</strong><p>146 files scanned for Python 3.11</p></article><article class='metric'><span>Arch Debt</span><strong>2</strong><p>1159 largest lines; 35 CLI handlers</p></article><article class='metric'><span>Atlas</span><strong>5</strong><p>12 scanned skills; route collisions</p></article><article class='metric'><span>Drift</span><strong>low</strong><p>1 metadata events; 0 missed triggers</p></article><article class='metric'><span>Waivers</span><strong>0</strong><p>0 gates covered; human risk decisions</p></article><article class='metric'><span>Intake</span><strong>4/4</strong><p>0 valid submissions; 0 invalid</p></article><article class='metric'><span>Claim Guard</span><strong>0</strong><p>68 public surfaces scanned</p></article><article class='metric'><span>Notes</span><strong>0/0</strong><p>0 open blocker annotations</p></article><article class='metric'><span>Registry</span><strong>1.1.0</strong><p>5 targets; MIT license</p></article><article class='metric'><span>Archive</span><strong>pass</strong><p>555 zip entries; package verification</p></article><article class='metric'><span>Install</span><strong>pass</strong><p>4 adapters; 12 permissions enforced; 0 permission failures</p></article><article class='metric'><span>Upgrade</span><strong>minor</strong><p>declared minor; 0 breaking changes</p></article></div>
     </section>
 
     <section>
       <h2>审查闸门</h2>
-      <div class="gates"><article class='gate pass'><div><span>通过</span><h3>意图画布</h3></div><p>intent confidence 100/100; Intent is clear enough to package the first routeable version.</p><footer>reports/intent-confidence.json <a href='intent-confidence.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>触发实验</h3></div><p>13 trigger cases; 0 misroutes; 0 ambiguous</p><footer>reports/route_scorecard.json <a href='route_scorecard.md'>证据</a></footer></article><article class='gate warn'><div><span>关注</span><h3>输出实验</h3></div><p>5/5 cases; with-skill 100.0; baseline 0.0; file-backed 1; near-neighbor 1; blind A/B 5; exec 10; command 10; model 0; recorded 0; reviewed 0/5; review pending 5</p><footer>reports/output_quality_scorecard.json <a href='output_quality_scorecard.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>上下文</h3></div><p>initial load 944/1000; quality density 137.7</p><footer>reports/context_budget.json <a href='context_budget.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>运行矩阵</h3></div><p>5 / 5 targets pass</p><footer>reports/conformance_matrix.json <a href='conformance_matrix.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>信任报告</h3></div><p>0 secrets; 85 scripts; 3 network-capable scripts; 0 help smoke failures</p><footer>reports/security_trust_report.json <a href='security_trust_report.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>Python 兼容</h3></div><p>Python 3.11; 144 files; 0 compatibility issues; 0 syntax; 0 f-string 3.11 hazards</p><footer>reports/python_compatibility.json <a href='python_compatibility.md'>证据</a></footer></article><article class='gate warn'><div><span>关注</span><h3>架构维护</h3></div><p>141 Python files; 3 hotspots; 0 blockers; largest 1196 lines; 35 CLI handlers</p><footer>reports/architecture_maintainability.json <a href='architecture_maintainability.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>权限批准</h3></div><p>3/3 permissions approved; gaps 0; required file_write, network, subprocess</p><footer>reports/security_trust_report.json + security/permission_policy.json <a href='../security/permission_policy.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>权限探针</h3></div><p>4/4 targets probed; native 0; metadata fallback 4; residual risks 4</p><footer>reports/runtime_permission_probes.json <a href='runtime_permission_probes.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>组合治理</h3></div><p>12 skills, 1 actionable; 0 actionable route collisions; 0 actionable owner gaps; 0 actionable stale; 0 actionable drift; 24 scoped non-actionable issues</p><footer>reports/skill_atlas.json <a href='skill_atlas.html'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>运营回路</h3></div><p>1 metadata events; adoption 0; missed 0; bad-output 0; risk low</p><footer>reports/adoption_drift_report.json <a href='adoption_drift_report.md'>证据</a></footer></article><article class='gate warn'><div><span>关注</span><h3>人工批准</h3></div><p>0 active waivers; 2 warning gates still need reviewer decision</p><footer>reports/review_waivers.json <a href='review_waivers.md'>证据</a></footer></article><article class='gate warn'><div><span>关注</span><h3>世界证据</h3></div><p>4 pending world-class evidence entries; 1 human pending; 3 external pending; overclaim guard true</p><footer>reports/world_class_evidence_ledger.json <a href='world_class_evidence_ledger.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>注册审计</h3></div><p>yao-meta-skill 1.1.0; 6/6 compatibility entries pass; install pass with 4 adapters; installer permissions 12 enforced / 0 failures</p><footer>reports/registry_audit.json + reports/install_simulation.json <a href='registry_audit.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>发布路线</h3></div><p>0 promote; 3 keep current; 0 blocked; upgrade minor declared / minor recommended</p><footer>reports/promotion_decisions.json + reports/upgrade_check.json + docs/migration-v2.md <a href='promotion_decisions.md'>证据</a></footer></article></div>
+      <div class="gates"><article class='gate pass'><div><span>通过</span><h3>意图画布</h3></div><p>intent confidence 100/100; Intent is clear enough to package the first routeable version.</p><footer>reports/intent-confidence.json <a href='intent-confidence.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>触发实验</h3></div><p>13 trigger cases; 0 misroutes; 0 ambiguous</p><footer>reports/route_scorecard.json <a href='route_scorecard.md'>证据</a></footer></article><article class='gate warn'><div><span>关注</span><h3>输出实验</h3></div><p>5/5 cases; with-skill 100.0; baseline 0.0; file-backed 1; near-neighbor 1; blind A/B 5; exec 10; command 10; model 0; recorded 0; reviewed 0/5; review pending 5</p><footer>reports/output_quality_scorecard.json <a href='output_quality_scorecard.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>上下文</h3></div><p>initial load 944/1000; quality density 137.7</p><footer>reports/context_budget.json <a href='context_budget.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>运行矩阵</h3></div><p>5 / 5 targets pass</p><footer>reports/conformance_matrix.json <a href='conformance_matrix.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>信任报告</h3></div><p>0 secrets; 87 scripts; 3 network-capable scripts; 0 help smoke failures</p><footer>reports/security_trust_report.json <a href='security_trust_report.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>Python 兼容</h3></div><p>Python 3.11; 146 files; 0 compatibility issues; 0 syntax; 0 f-string 3.11 hazards</p><footer>reports/python_compatibility.json <a href='python_compatibility.md'>证据</a></footer></article><article class='gate warn'><div><span>关注</span><h3>架构维护</h3></div><p>143 Python files; 2 hotspots; 0 blockers; largest 1159 lines; 35 CLI handlers</p><footer>reports/architecture_maintainability.json <a href='architecture_maintainability.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>权限批准</h3></div><p>3/3 permissions approved; gaps 0; required file_write, network, subprocess</p><footer>reports/security_trust_report.json + security/permission_policy.json <a href='../security/permission_policy.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>权限探针</h3></div><p>4/4 targets probed; native 0; metadata fallback 4; residual risks 4</p><footer>reports/runtime_permission_probes.json <a href='runtime_permission_probes.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>组合治理</h3></div><p>12 skills, 1 actionable; 0 actionable route collisions; 0 actionable owner gaps; 0 actionable stale; 0 actionable drift; 24 scoped non-actionable issues</p><footer>reports/skill_atlas.json <a href='skill_atlas.html'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>运营回路</h3></div><p>1 metadata events; adoption 0; missed 0; bad-output 0; risk low</p><footer>reports/adoption_drift_report.json <a href='adoption_drift_report.md'>证据</a></footer></article><article class='gate warn'><div><span>关注</span><h3>人工批准</h3></div><p>0 active waivers; 2 warning gates still need reviewer decision</p><footer>reports/review_waivers.json <a href='review_waivers.md'>证据</a></footer></article><article class='gate warn'><div><span>关注</span><h3>世界证据</h3></div><p>4 pending world-class evidence entries; 1 human pending; 3 external pending; overclaim guard true</p><footer>reports/world_class_evidence_ledger.json <a href='world_class_evidence_ledger.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>注册审计</h3></div><p>yao-meta-skill 1.1.0; 6/6 compatibility entries pass; install pass with 4 adapters; installer permissions 12 enforced / 0 failures</p><footer>reports/registry_audit.json + reports/install_simulation.json <a href='registry_audit.md'>证据</a></footer></article><article class='gate pass'><div><span>通过</span><h3>发布路线</h3></div><p>0 promote; 3 keep current; 0 blocked; upgrade minor declared / minor recommended</p><footer>reports/promotion_decisions.json + reports/upgrade_check.json + docs/migration-v2.md <a href='promotion_decisions.md'>证据</a></footer></article></div>
     </section>
 
     <div class="twocol">
       <section><h2>阻断事项</h2><p class='muted'>无。</p></section>
-      <section><h2>关注事项</h2><ul class='issues'><li><strong>输出实验</strong><span>5/5 cases; with-skill 100.0; baseline 0.0; file-backed 1; near-neighbor 1; blind A/B 5; exec 10; command 10; model 0; recorded 0; reviewed 0/5; review pending 5</span></li><li><strong>架构维护</strong><span>141 Python files; 3 hotspots; 0 blockers; largest 1196 lines; 35 CLI handlers</span></li><li><strong>人工批准</strong><span>0 active waivers; 2 warning gates still need reviewer decision</span></li><li><strong>世界证据</strong><span>4 pending world-class evidence entries; 1 human pending; 3 external pending; overclaim guard true</span></li></ul></section>
+      <section><h2>关注事项</h2><ul class='issues'><li><strong>输出实验</strong><span>5/5 cases; with-skill 100.0; baseline 0.0; file-backed 1; near-neighbor 1; blind A/B 5; exec 10; command 10; model 0; recorded 0; reviewed 0/5; review pending 5</span></li><li><strong>架构维护</strong><span>143 Python files; 2 hotspots; 0 blockers; largest 1159 lines; 35 CLI handlers</span></li><li><strong>人工批准</strong><span>0 active waivers; 2 warning gates still need reviewer decision</span></li><li><strong>世界证据</strong><span>4 pending world-class evidence entries; 1 human pending; 3 external pending; overclaim guard true</span></li></ul></section>
     </div>
 
     <section id="actions">
       <h2>修复动作</h2>
-      <div class="actions-grid"><article class='action-card warn'><div><span>关注</span><h3>输出实验</h3></div><p>补足 output eval 覆盖、execution evidence、blind A/B 和 reviewer adjudication。</p><small>没有输出质量和人工盲评证据时，Skill 只能证明会触发，不能证明输出真的更好且经得起审查。</small><dl><dt>修复位置</dt><dd>evals/output/cases.jsonl + reports/output_quality_scorecard.md + reports/output_review_decisions.json + reports/output_review_adjudication.md</dd><dt>验证命令</dt><dd><code>python3 scripts/adjudicate_output_review.py --write-template &amp;&amp; python3 scripts/yao.py output-review</code></dd></dl><ul class='source-ref-list'><li><a href='../evals/output/cases.jsonl'>evals/output/cases.jsonl:1</a><small>output eval cases · eval</small></li><li><a href='output_quality_scorecard.md'>reports/output_quality_scorecard.md:1</a><small>output scorecard · report</small></li><li><a href='output_execution_runs.md'>reports/output_execution_runs.md:1</a><small>output execution runs · report</small></li><li><a href='output_blind_review_pack.md'>reports/output_blind_review_pack.md:1</a><small>blind A/B review pack · report</small></li><li><a href='output_review_decisions.json'>reports/output_review_decisions.json:5</a><small>review decisions template · report</small></li><li><a href='output_review_adjudication.md'>reports/output_review_adjudication.md:1</a><small>review adjudication · report</small></li></ul><footer>reports/output_quality_scorecard.json <a href='output_quality_scorecard.md'>打开证据</a></footer></article><article class='action-card warn'><div><span>关注</span><h3>架构维护</h3></div><p>处理大文件和 CLI command surface 的维护性热点，优先拆分稳定职责边界。</p><small>Meta Skill 的门禁、报告和 CLI 会持续增长；如果不把架构债纳入审查，后续能力会越来越难验证和迁移。</small><dl><dt>修复位置</dt><dd>reports/architecture_maintainability.md + scripts/yao.py + scripts/render_review_studio.py</dd><dt>验证命令</dt><dd><code>python3 scripts/yao.py architecture-audit .</code></dd></dl><ul class='source-ref-list'><li><a href='architecture_maintainability.md'>reports/architecture_maintainability.md:1</a><small>architecture maintainability · report</small></li><li><a href='../scripts/yao.py'>scripts/yao.py:111</a><small>Yao CLI orchestrator · source</small></li><li><a href='../scripts/render_review_studio.py'>scripts/render_review_studio.py:387</a><small>Review Studio renderer · source</small></li><li><a href='../scripts/render_review_viewer.py'>scripts/render_review_viewer.py:19</a><small>review viewer renderer · source</small></li></ul><footer>reports/architecture_maintainability.json <a href='architecture_maintainability.md'>打开证据</a></footer></article><article class='action-card warn'><div><span>关注</span><h3>人工批准</h3></div><p>对保留的 warning 写入 reviewer、理由、范围和到期时间，或修掉 warning。</p><small>warning 可以被接受，但必须可审计、会过期，并且不能掩盖 blocker。</small><dl><dt>修复位置</dt><dd>reports/review_waivers.md</dd><dt>验证命令</dt><dd><code>python3 scripts/render_review_waivers.py .</code></dd></dl><ul class='source-ref-list'><li><a href='review_waivers.md'>reports/review_waivers.md:1</a><small>waiver ledger · report</small></li><li><a href='../references/review-waiver-method.md'>references/review-waiver-method.md:1</a><small>waiver method · method</small></li></ul><footer>reports/review_waivers.json <a href='review_waivers.md'>打开证据</a></footer></article><article class='action-card warn'><div><span>关注</span><h3>世界证据</h3></div><p>补齐 provider、真人盲评、原生权限执行和真实客户端遥测证据，或明确本次发布不声明 world-class 完成。</p><small>世界级结论必须来自已接受的外部/人工证据；计划、metadata fallback、待评审和本地命令都不能替代完成证据。</small><dl><dt>修复位置</dt><dd>reports/world_class_evidence_ledger.md + reports/world_class_evidence_plan.md + reports/world_class_evidence_intake.md</dd><dt>验证命令</dt><dd><code>python3 scripts/yao.py world-class-ledger . &amp;&amp; python3 scripts/yao.py review-studio .</code></dd></dl><ul class='source-ref-list'><li><a href='world_class_evidence_ledger.md'>reports/world_class_evidence_ledger.md:1</a><small>world-class evidence ledger · report</small></li><li><a href='world_class_evidence_plan.md'>reports/world_class_evidence_plan.md:1</a><small>world-class evidence plan · report</small></li><li><a href='world_class_evidence_intake.md'>reports/world_class_evidence_intake.md:1</a><small>world-class evidence intake · report</small></li><li><a href='world_class_claim_guard.md'>reports/world_class_claim_guard.md:1</a><small>world-class claim guard · report</small></li><li><a href='../evidence/world_class/intake.schema.json'>evidence/world_class/intake.schema.json:4</a><small>evidence intake schema · schema</small></li><li><a href='../evidence/world_class/templates/provider-holdout.intake.json'>evidence/world_class/templates/provider-holdout.intake.json:3</a><small>provider intake template · template</small></li><li><a href='../evidence/world_class/templates/human-adjudication.intake.json'>evidence/world_class/templates/human-adjudication.intake.json:3</a><small>human intake template · template</small></li><li><a href='skill_os2_audit.md'>reports/skill_os2_audit.md:1</a><small>Skill OS 2.0 audit · report</small></li><li><a href='output_review_decisions.json'>reports/output_review_decisions.json:6</a><small>human review decisions · report</small></li><li><a href='runtime_permission_probes.md'>reports/runtime_permission_probes.md:1</a><small>runtime permission probes · report</small></li><li><a href='adoption_drift_report.md'>reports/adoption_drift_report.md:1</a><small>adoption drift · report</small></li></ul><footer>reports/world_class_evidence_ledger.json <a href='world_class_evidence_ledger.md'>打开证据</a></footer></article></div>
+      <div class="actions-grid"><article class='action-card warn'><div><span>关注</span><h3>输出实验</h3></div><p>补足 output eval 覆盖、execution evidence、blind A/B 和 reviewer adjudication。</p><small>没有输出质量和人工盲评证据时，Skill 只能证明会触发，不能证明输出真的更好且经得起审查。</small><dl><dt>修复位置</dt><dd>evals/output/cases.jsonl + reports/output_quality_scorecard.md + reports/output_review_decisions.json + reports/output_review_adjudication.md</dd><dt>验证命令</dt><dd><code>python3 scripts/adjudicate_output_review.py --write-template &amp;&amp; python3 scripts/yao.py output-review</code></dd></dl><ul class='source-ref-list'><li><a href='../evals/output/cases.jsonl'>evals/output/cases.jsonl:1</a><small>output eval cases · eval</small></li><li><a href='output_quality_scorecard.md'>reports/output_quality_scorecard.md:1</a><small>output scorecard · report</small></li><li><a href='output_execution_runs.md'>reports/output_execution_runs.md:1</a><small>output execution runs · report</small></li><li><a href='output_blind_review_pack.md'>reports/output_blind_review_pack.md:1</a><small>blind A/B review pack · report</small></li><li><a href='output_review_decisions.json'>reports/output_review_decisions.json:5</a><small>review decisions template · report</small></li><li><a href='output_review_adjudication.md'>reports/output_review_adjudication.md:1</a><small>review adjudication · report</small></li></ul><footer>reports/output_quality_scorecard.json <a href='output_quality_scorecard.md'>打开证据</a></footer></article><article class='action-card warn'><div><span>关注</span><h3>架构维护</h3></div><p>处理大文件和 CLI command surface 的维护性热点，优先拆分稳定职责边界。</p><small>Meta Skill 的门禁、报告和 CLI 会持续增长；如果不把架构债纳入审查，后续能力会越来越难验证和迁移。</small><dl><dt>修复位置</dt><dd>reports/architecture_maintainability.md + scripts/yao.py + scripts/render_review_studio.py</dd><dt>验证命令</dt><dd><code>python3 scripts/yao.py architecture-audit .</code></dd></dl><ul class='source-ref-list'><li><a href='architecture_maintainability.md'>reports/architecture_maintainability.md:1</a><small>architecture maintainability · report</small></li><li><a href='../scripts/yao.py'>scripts/yao.py:111</a><small>Yao CLI orchestrator · source</small></li><li><a href='../scripts/render_review_studio.py'>scripts/render_review_studio.py:121</a><small>Review Studio renderer · source</small></li><li><a href='../scripts/render_review_viewer.py'>scripts/render_review_viewer.py:19</a><small>review viewer renderer · source</small></li></ul><footer>reports/architecture_maintainability.json <a href='architecture_maintainability.md'>打开证据</a></footer></article><article class='action-card warn'><div><span>关注</span><h3>人工批准</h3></div><p>对保留的 warning 写入 reviewer、理由、范围和到期时间，或修掉 warning。</p><small>warning 可以被接受，但必须可审计、会过期，并且不能掩盖 blocker。</small><dl><dt>修复位置</dt><dd>reports/review_waivers.md</dd><dt>验证命令</dt><dd><code>python3 scripts/render_review_waivers.py .</code></dd></dl><ul class='source-ref-list'><li><a href='review_waivers.md'>reports/review_waivers.md:1</a><small>waiver ledger · report</small></li><li><a href='../references/review-waiver-method.md'>references/review-waiver-method.md:1</a><small>waiver method · method</small></li></ul><footer>reports/review_waivers.json <a href='review_waivers.md'>打开证据</a></footer></article><article class='action-card warn'><div><span>关注</span><h3>世界证据</h3></div><p>补齐 provider、真人盲评、原生权限执行和真实客户端遥测证据，或明确本次发布不声明 world-class 完成。</p><small>世界级结论必须来自已接受的外部/人工证据；计划、metadata fallback、待评审和本地命令都不能替代完成证据。</small><dl><dt>修复位置</dt><dd>reports/world_class_evidence_ledger.md + reports/world_class_evidence_plan.md + reports/world_class_evidence_intake.md</dd><dt>验证命令</dt><dd><code>python3 scripts/yao.py world-class-ledger . &amp;&amp; python3 scripts/yao.py review-studio .</code></dd></dl><ul class='source-ref-list'><li><a href='world_class_evidence_ledger.md'>reports/world_class_evidence_ledger.md:1</a><small>world-class evidence ledger · report</small></li><li><a href='world_class_evidence_plan.md'>reports/world_class_evidence_plan.md:1</a><small>world-class evidence plan · report</small></li><li><a href='world_class_evidence_intake.md'>reports/world_class_evidence_intake.md:1</a><small>world-class evidence intake · report</small></li><li><a href='world_class_claim_guard.md'>reports/world_class_claim_guard.md:1</a><small>world-class claim guard · report</small></li><li><a href='../evidence/world_class/intake.schema.json'>evidence/world_class/intake.schema.json:4</a><small>evidence intake schema · schema</small></li><li><a href='../evidence/world_class/templates/provider-holdout.intake.json'>evidence/world_class/templates/provider-holdout.intake.json:3</a><small>provider intake template · template</small></li><li><a href='../evidence/world_class/templates/human-adjudication.intake.json'>evidence/world_class/templates/human-adjudication.intake.json:3</a><small>human intake template · template</small></li><li><a href='skill_os2_audit.md'>reports/skill_os2_audit.md:1</a><small>Skill OS 2.0 audit · report</small></li><li><a href='output_review_decisions.json'>reports/output_review_decisions.json:6</a><small>human review decisions · report</small></li><li><a href='runtime_permission_probes.md'>reports/runtime_permission_probes.md:1</a><small>runtime permission probes · report</small></li><li><a href='adoption_drift_report.md'>reports/adoption_drift_report.md:1</a><small>adoption drift · report</small></li></ul><footer>reports/world_class_evidence_ledger.json <a href='world_class_evidence_ledger.md'>打开证据</a></footer></article></div>
     </section>
 
     <section id="annotations">
@@ -363,12 +363,12 @@
     </section>
 
     <section id="trust" class="twocol">
-      <div class="panel"><h2>信任报告</h2><dl class='kv-grid'><div><dt>Secret</dt><dd>0</dd></div><div><dt>脚本数</dt><dd>85</dd></div><div><dt>网络脚本</dt><dd>3</dd></div><div><dt>Help 失败</dt><dd>0</dd></div><div><dt>包体哈希</dt><dd><code>18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e</code></dd></div></dl></div>
+      <div class="panel"><h2>信任报告</h2><dl class='kv-grid'><div><dt>Secret</dt><dd>0</dd></div><div><dt>脚本数</dt><dd>87</dd></div><div><dt>网络脚本</dt><dd>3</dd></div><div><dt>Help 失败</dt><dd>0</dd></div><div><dt>包体哈希</dt><dd><code>1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49</code></dd></div></dl></div>
       <div class="panel"><h2>安全边界</h2><p>高风险 secret、远程 inline execution、缺失依赖策略或无法解释的脚本接口应阻断 governed release。</p></div>
     </section>
 
     <section class="twocol">
-      <div class="panel"><h2>Python 兼容</h2><dl class='kv-grid'><div><dt>目标 Python</dt><dd>3.11</dd></div><div><dt>文件数</dt><dd>144</dd></div><div><dt>问题数</dt><dd>0</dd></div><div><dt>语法错误</dt><dd>0</dd></div><div><dt>F-string 3.11</dt><dd>0</dd></div></dl></div>
+      <div class="panel"><h2>Python 兼容</h2><dl class='kv-grid'><div><dt>目标 Python</dt><dd>3.11</dd></div><div><dt>文件数</dt><dd>146</dd></div><div><dt>问题数</dt><dd>0</dd></div><div><dt>语法错误</dt><dd>0</dd></div><div><dt>F-string 3.11</dt><dd>0</dd></div></dl></div>
       <div class="panel"><h2>解释器边界</h2><p>CI 和发布审查以 Python 3.11 兼容为底线；本地更高版本允许的新语法不能绕过兼容门禁。</p></div>
     </section>
 
@@ -425,12 +425,12 @@
 
     <section id="registry" class="twocol">
       <div class="panel"><h2>注册审计</h2><p>yao-meta-skill 1.1.0; 6/6 compatibility entries pass; install pass with 4 adapters; installer permissions 12 enforced / 0 failures</p></div>
-      <div class="panel"><h2>包体元数据</h2><dl class='kv-grid'><div><dt>名称</dt><dd>yao-meta-skill</dd></div><div><dt>版本</dt><dd>1.1.0</dd></div><div><dt>Maturity</dt><dd>governed</dd></div><div><dt>Owner</dt><dd>Yao Team</dd></div><div><dt>License</dt><dd>MIT</dd></div><div><dt>信任级别</dt><dd>local</dd></div><div><dt>目标平台</dt><dd>openai, claude, generic, agent-skills-compatible, vscode</dd></div><div><dt>兼容通过</dt><dd>6/6</dd></div><div><dt>归档哈希</dt><dd><code>26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25</code></dd></div></dl></div>
+      <div class="panel"><h2>包体元数据</h2><dl class='kv-grid'><div><dt>名称</dt><dd>yao-meta-skill</dd></div><div><dt>版本</dt><dd>1.1.0</dd></div><div><dt>Maturity</dt><dd>governed</dd></div><div><dt>Owner</dt><dd>Yao Team</dd></div><div><dt>License</dt><dd>MIT</dd></div><div><dt>信任级别</dt><dd>local</dd></div><div><dt>目标平台</dt><dd>openai, claude, generic, agent-skills-compatible, vscode</dd></div><div><dt>兼容通过</dt><dd>6/6</dd></div><div><dt>归档哈希</dt><dd><code>7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0</code></dd></div></dl></div>
     </section>
 
     <section id="release" class="twocol">
       <div class="panel"><h2>发布路线</h2><p>0 promote; 3 keep current; 0 blocked; upgrade minor declared / minor recommended</p></div>
-      <div class="panel"><h2>包体验证</h2><dl class='kv-grid'><div><dt>目标数</dt><dd>4</dd></div><div><dt>Adapter</dt><dd>4</dd></div><div><dt>归档存在</dt><dd>是</dd></div><div><dt>Zip 条目</dt><dd>553</dd></div><div><dt>失败数</dt><dd>0</dd></div><div><dt>警告数</dt><dd>0</dd></div><div><dt>归档哈希</dt><dd><code>26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25</code></dd></div></dl></div>
+      <div class="panel"><h2>包体验证</h2><dl class='kv-grid'><div><dt>目标数</dt><dd>4</dd></div><div><dt>Adapter</dt><dd>4</dd></div><div><dt>归档存在</dt><dd>是</dd></div><div><dt>Zip 条目</dt><dd>555</dd></div><div><dt>失败数</dt><dd>0</dd></div><div><dt>警告数</dt><dd>0</dd></div><div><dt>归档哈希</dt><dd><code>7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0</code></dd></div></dl></div>
     </section>
 
     <section class="twocol">
diff --git a/reports/review-studio.json b/reports/review-studio.json
index 37c222d5..fdcdf08a 100644
--- a/reports/review-studio.json
+++ b/reports/review-studio.json
@@ -59,7 +59,7 @@
       "key": "trust-report",
       "label": "信任报告",
       "status": "pass",
-      "detail": "0 secrets; 85 scripts; 3 network-capable scripts; 0 help smoke failures",
+      "detail": "0 secrets; 87 scripts; 3 network-capable scripts; 0 help smoke failures",
       "evidence": "reports/security_trust_report.json",
       "link": "security_trust_report.md"
     },
@@ -67,7 +67,7 @@
       "key": "python-compat",
       "label": "Python 兼容",
       "status": "pass",
-      "detail": "Python 3.11; 144 files; 0 compatibility issues; 0 syntax; 0 f-string 3.11 hazards",
+      "detail": "Python 3.11; 146 files; 0 compatibility issues; 0 syntax; 0 f-string 3.11 hazards",
       "evidence": "reports/python_compatibility.json",
       "link": "python_compatibility.md"
     },
@@ -75,7 +75,7 @@
       "key": "architecture-maintainability",
       "label": "架构维护",
       "status": "warn",
-      "detail": "141 Python files; 3 hotspots; 0 blockers; largest 1196 lines; 35 CLI handlers",
+      "detail": "143 Python files; 2 hotspots; 0 blockers; largest 1159 lines; 35 CLI handlers",
       "evidence": "reports/architecture_maintainability.json",
       "link": "architecture_maintainability.md"
     },
@@ -158,7 +158,7 @@
       "key": "architecture-maintainability",
       "label": "架构维护",
       "status": "warn",
-      "detail": "141 Python files; 3 hotspots; 0 blockers; largest 1196 lines; 35 CLI handlers",
+      "detail": "143 Python files; 2 hotspots; 0 blockers; largest 1159 lines; 35 CLI handlers",
       "evidence": "reports/architecture_maintainability.json",
       "link": "architecture_maintainability.md"
     },
@@ -271,7 +271,7 @@
           "path": "scripts/render_review_studio.py",
           "label": "Review Studio renderer",
           "kind": "source",
-          "line": 387,
+          "line": 121,
           "exists": true,
           "link": "../scripts/render_review_studio.py"
         },
@@ -891,7 +891,7 @@
             "path": "scripts",
             "label": "Deterministic helpers or local tooling",
             "kind": "folder",
-            "file_count": 85
+            "file_count": 87
           },
           {
             "path": "evals",
@@ -906,7 +906,7 @@
             "file_count": 195
           }
         ],
-        "file_count": 344,
+        "file_count": 346,
         "folder_count": 4,
         "distribution": [
           {
@@ -931,7 +931,7 @@
           },
           {
             "label": "scripts",
-            "value": 85
+            "value": 87
           },
           {
             "label": "evals",
@@ -1060,7 +1060,7 @@
           "path": "scripts",
           "label": "Deterministic helpers or local tooling",
           "kind": "folder",
-          "file_count": 85
+          "file_count": 87
         },
         {
           "path": "evals",
@@ -1360,9 +1360,9 @@
           "world_class_task_count": 4,
           "world_class_ledger_pending_count": 4,
           "working_tree_dirty": true,
-          "changed_file_count": 36
+          "changed_file_count": 39
         },
-        "commit": "7afde5ebafd5b8cb0b00aaaac4943c037fc9dce4",
+        "commit": "d7018dac5583d8973d8544d5f02906e94e8b1f9b",
         "missing_artifacts": [],
         "limitations": [
           "Local command-runner evidence is reproducible but does not replace provider-backed model holdout evidence.",
@@ -1437,9 +1437,9 @@
         "failures": []
       },
       "trust_security": {
-        "scanned_files": 169,
-        "script_count": 85,
-        "internal_module_count": 12,
+        "scanned_files": 171,
+        "script_count": 87,
+        "internal_module_count": 14,
         "secret_findings": 0,
         "dependency_files": [
           "requirements-ci.txt"
@@ -1457,8 +1457,8 @@
         "help_smoke_failed_count": 0,
         "interactive_script_count": 0,
         "package_hash_scope": "source-contract-without-generated-reports",
-        "package_hash_file_count": 169,
-        "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+        "package_hash_file_count": 171,
+        "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
       },
       "skill_atlas": {
         "skill_count": 12,
@@ -1496,8 +1496,8 @@
           "trust_level": "local",
           "license": "MIT",
           "checksums": {
-            "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e",
-            "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+            "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49",
+            "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
           },
           "compatibility": {
             "openai": "pass",
@@ -1528,7 +1528,7 @@
           },
           "distribution": {
             "archive_verified": true,
-            "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
+            "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
             "package_verification": "reports/package_verification.json",
             "install_simulated": true,
             "install_simulation": "reports/install_simulation.json"
@@ -1544,8 +1544,8 @@
           "target_count": 4,
           "adapter_count": 4,
           "archive_present": true,
-          "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
-          "archive_entry_count": 553,
+          "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
+          "archive_entry_count": 555,
           "failure_count": 0,
           "warning_count": 0
         },
@@ -1556,7 +1556,7 @@
         "ok": true,
         "summary": {
           "archive_present": true,
-          "archive_entry_count": 553,
+          "archive_entry_count": 555,
           "archive_extracted": true,
           "entrypoint_loaded": true,
           "manifest_loaded": true,
@@ -1623,12 +1623,12 @@
             {
               "field": "archive_sha256",
               "from": "",
-              "to": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+              "to": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
             },
             {
               "field": "package_sha256",
               "from": "0000000000000000000000000000000000000000000000000000000000000000",
-              "to": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+              "to": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
             }
           ]
         },
@@ -3745,7 +3745,7 @@
           "execution_mode": "command",
           "model_executed": false,
           "command_executed": true,
-          "duration_ms": 25.82,
+          "duration_ms": 27.82,
           "provider": "local-output-eval-runner",
           "model": "",
           "usage": {
@@ -3773,7 +3773,7 @@
           "execution_mode": "command",
           "model_executed": false,
           "command_executed": true,
-          "duration_ms": 25.73,
+          "duration_ms": 26.16,
           "provider": "local-output-eval-runner",
           "model": "",
           "usage": {
@@ -3796,7 +3796,7 @@
           "execution_mode": "command",
           "model_executed": false,
           "command_executed": true,
-          "duration_ms": 25.52,
+          "duration_ms": 27.01,
           "provider": "local-output-eval-runner",
           "model": "",
           "usage": {
@@ -3847,7 +3847,7 @@
           "execution_mode": "command",
           "model_executed": false,
           "command_executed": true,
-          "duration_ms": 25.92,
+          "duration_ms": 25.7,
           "provider": "local-output-eval-runner",
           "model": "",
           "usage": {
@@ -3875,7 +3875,7 @@
           "execution_mode": "command",
           "model_executed": false,
           "command_executed": true,
-          "duration_ms": 25.58,
+          "duration_ms": 25.64,
           "provider": "local-output-eval-runner",
           "model": "",
           "usage": {
@@ -3898,7 +3898,7 @@
           "execution_mode": "command",
           "model_executed": false,
           "command_executed": true,
-          "duration_ms": 25.69,
+          "duration_ms": 25.83,
           "provider": "local-output-eval-runner",
           "model": "",
           "usage": {
@@ -3925,7 +3925,7 @@
           "execution_mode": "command",
           "model_executed": false,
           "command_executed": true,
-          "duration_ms": 25.4,
+          "duration_ms": 26.02,
           "provider": "local-output-eval-runner",
           "model": "",
           "usage": {
@@ -3948,7 +3948,7 @@
           "execution_mode": "command",
           "model_executed": false,
           "command_executed": true,
-          "duration_ms": 25.48,
+          "duration_ms": 25.66,
           "provider": "local-output-eval-runner",
           "model": "",
           "usage": {
@@ -4408,7 +4408,7 @@
           "label": "Trust Security",
           "status": "pass",
           "objective": "Scripts, dependencies, permissions, secrets, and package hash are reviewable for team distribution.",
-          "current": "85 scripts; secrets 0; help failures 0",
+          "current": "87 scripts; secrets 0; help failures 0",
           "command": "python3 scripts/yao.py trust .",
           "test": "python3 tests/verify_trust_check.py",
           "evidence": [
@@ -4482,7 +4482,7 @@
           "label": "Registry Distribution",
           "status": "pass",
           "objective": "Skill packages are installable, versioned, checksumed, and upgrade-reviewable.",
-          "current": "archive entries 553; install failures 0",
+          "current": "archive entries 555; install failures 0",
           "command": "python3 scripts/yao.py package . --platform openai --platform claude --platform generic --platform vscode --output-dir dist --zip && python3 scripts/yao.py registry-audit .",
           "test": "python3 tests/verify_registry_audit.py",
           "evidence": [
@@ -5106,9 +5106,11 @@
                 "scripts/render_world_class_evidence_ledger.py",
                 "scripts/render_world_class_evidence_plan.py",
                 "scripts/resource_boundary_check.py",
+                "scripts/review_studio_data.py",
                 "scripts/review_studio_formatting.py",
                 "scripts/review_studio_gates.py",
                 "scripts/review_studio_layout.py",
+                "scripts/review_studio_world_class.py",
                 "scripts/run_conformance_suite.py",
                 "scripts/run_description_optimization_suite.py",
                 "scripts/run_eval_suite.py",
@@ -5124,9 +5126,7 @@
                 "scripts/trigger_eval.py",
                 "scripts/trust_check.py",
                 "scripts/upgrade_check.py",
-                "scripts/validate_skill.py",
-                "scripts/verify_package.py",
-                "scripts/yao.py"
+                "scripts/validate_skill.py"
               ],
               "assets": [
                 "templates/basic_skill.md.j2",
@@ -5947,9 +5947,11 @@
                 "scripts/render_world_class_evidence_ledger.py",
                 "scripts/render_world_class_evidence_plan.py",
                 "scripts/resource_boundary_check.py",
+                "scripts/review_studio_data.py",
                 "scripts/review_studio_formatting.py",
                 "scripts/review_studio_gates.py",
                 "scripts/review_studio_layout.py",
+                "scripts/review_studio_world_class.py",
                 "scripts/run_conformance_suite.py",
                 "scripts/run_description_optimization_suite.py",
                 "scripts/run_eval_suite.py",
@@ -5965,9 +5967,7 @@
                 "scripts/trigger_eval.py",
                 "scripts/trust_check.py",
                 "scripts/upgrade_check.py",
-                "scripts/validate_skill.py",
-                "scripts/verify_package.py",
-                "scripts/yao.py"
+                "scripts/validate_skill.py"
               ],
               "assets": [
                 "templates/basic_skill.md.j2",
@@ -6788,9 +6788,11 @@
                 "scripts/render_world_class_evidence_ledger.py",
                 "scripts/render_world_class_evidence_plan.py",
                 "scripts/resource_boundary_check.py",
+                "scripts/review_studio_data.py",
                 "scripts/review_studio_formatting.py",
                 "scripts/review_studio_gates.py",
                 "scripts/review_studio_layout.py",
+                "scripts/review_studio_world_class.py",
                 "scripts/run_conformance_suite.py",
                 "scripts/run_description_optimization_suite.py",
                 "scripts/run_eval_suite.py",
@@ -6806,9 +6808,7 @@
                 "scripts/trigger_eval.py",
                 "scripts/trust_check.py",
                 "scripts/upgrade_check.py",
-                "scripts/validate_skill.py",
-                "scripts/verify_package.py",
-                "scripts/yao.py"
+                "scripts/validate_skill.py"
               ],
               "assets": [
                 "templates/basic_skill.md.j2",
@@ -7613,9 +7613,11 @@
                 "scripts/render_world_class_evidence_ledger.py",
                 "scripts/render_world_class_evidence_plan.py",
                 "scripts/resource_boundary_check.py",
+                "scripts/review_studio_data.py",
                 "scripts/review_studio_formatting.py",
                 "scripts/review_studio_gates.py",
                 "scripts/review_studio_layout.py",
+                "scripts/review_studio_world_class.py",
                 "scripts/run_conformance_suite.py",
                 "scripts/run_description_optimization_suite.py",
                 "scripts/run_eval_suite.py",
@@ -7631,9 +7633,7 @@
                 "scripts/trigger_eval.py",
                 "scripts/trust_check.py",
                 "scripts/upgrade_check.py",
-                "scripts/validate_skill.py",
-                "scripts/verify_package.py",
-                "scripts/yao.py"
+                "scripts/validate_skill.py"
               ],
               "assets": [
                 "templates/basic_skill.md.j2",
@@ -8438,9 +8438,11 @@
                 "scripts/render_world_class_evidence_ledger.py",
                 "scripts/render_world_class_evidence_plan.py",
                 "scripts/resource_boundary_check.py",
+                "scripts/review_studio_data.py",
                 "scripts/review_studio_formatting.py",
                 "scripts/review_studio_gates.py",
                 "scripts/review_studio_layout.py",
+                "scripts/review_studio_world_class.py",
                 "scripts/run_conformance_suite.py",
                 "scripts/run_description_optimization_suite.py",
                 "scripts/run_eval_suite.py",
@@ -8456,9 +8458,7 @@
                 "scripts/trigger_eval.py",
                 "scripts/trust_check.py",
                 "scripts/upgrade_check.py",
-                "scripts/validate_skill.py",
-                "scripts/verify_package.py",
-                "scripts/yao.py"
+                "scripts/validate_skill.py"
               ],
               "assets": [
                 "templates/basic_skill.md.j2",
@@ -9655,9 +9655,9 @@
       "ok": true,
       "skill_dir": ".",
       "summary": {
-        "scanned_files": 169,
-        "script_count": 85,
-        "internal_module_count": 12,
+        "scanned_files": 171,
+        "script_count": 87,
+        "internal_module_count": 14,
         "secret_findings": 0,
         "dependency_files": [
           "requirements-ci.txt"
@@ -9675,8 +9675,8 @@
         "help_smoke_failed_count": 0,
         "interactive_script_count": 0,
         "package_hash_scope": "source-contract-without-generated-reports",
-        "package_hash_file_count": 169,
-        "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+        "package_hash_file_count": 171,
+        "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
       },
       "failures": [],
       "warnings": [],
@@ -10525,6 +10525,20 @@
           "network_urls": [],
           "network_hosts": []
         },
+        {
+          "path": "scripts/review_studio_data.py",
+          "interface": "internal-module",
+          "interface_declared": true,
+          "interface_reason": "Imported by render_review_studio.py to load Review Studio source reports and metric cards.",
+          "has_argparse": false,
+          "has_main_guard": false,
+          "uses_input": false,
+          "uses_network": false,
+          "uses_file_write": false,
+          "uses_subprocess": false,
+          "network_urls": [],
+          "network_hosts": []
+        },
         {
           "path": "scripts/review_studio_formatting.py",
           "interface": "internal-module",
@@ -10567,6 +10581,20 @@
           "network_urls": [],
           "network_hosts": []
         },
+        {
+          "path": "scripts/review_studio_world_class.py",
+          "interface": "internal-module",
+          "interface_declared": true,
+          "interface_reason": "Imported by render_review_studio.py to render world-class evidence cards.",
+          "has_argparse": false,
+          "has_main_guard": false,
+          "uses_input": false,
+          "uses_network": false,
+          "uses_file_write": false,
+          "uses_subprocess": false,
+          "network_urls": [],
+          "network_hosts": []
+        },
         {
           "path": "scripts/run_conformance_suite.py",
           "interface": "cli",
@@ -10924,7 +10952,7 @@
         "checked_count": 73,
         "passed_count": 73,
         "failed_count": 0,
-        "skipped_count": 12,
+        "skipped_count": 14,
         "failed_scripts": [],
         "results": [
           {
@@ -11659,6 +11687,10 @@
           }
         ],
         "skipped": [
+          {
+            "path": "scripts/review_studio_data.py",
+            "reason": "internal module"
+          },
           {
             "path": "scripts/review_studio_formatting.py",
             "reason": "internal module"
@@ -11671,6 +11703,10 @@
             "path": "scripts/review_studio_layout.py",
             "reason": "internal module"
           },
+          {
+            "path": "scripts/review_studio_world_class.py",
+            "reason": "internal module"
+          },
           {
             "path": "scripts/skill_report_charts.py",
             "reason": "internal module"
@@ -11888,7 +11924,7 @@
       "root": ".",
       "summary": {
         "target_python": "3.11",
-        "file_count": 144,
+        "file_count": 146,
         "issue_count": 0,
         "syntax_error_count": 0,
         "fstring_311_violation_count": 0,
@@ -12277,6 +12313,12 @@
           "issue_count": 0,
           "issues": []
         },
+        {
+          "path": "scripts/review_studio_data.py",
+          "ok": true,
+          "issue_count": 0,
+          "issues": []
+        },
         {
           "path": "scripts/review_studio_formatting.py",
           "ok": true,
@@ -12295,6 +12337,12 @@
           "issue_count": 0,
           "issues": []
         },
+        {
+          "path": "scripts/review_studio_world_class.py",
+          "ok": true,
+          "issue_count": 0,
+          "issues": []
+        },
         {
           "path": "scripts/run_conformance_suite.py",
           "ok": true,
@@ -12782,27 +12830,20 @@
       "generated_at": "2026-06-14",
       "skill_dir": ".",
       "summary": {
-        "python_file_count": 141,
-        "script_file_count": 85,
+        "python_file_count": 143,
+        "script_file_count": 87,
         "test_file_count": 56,
-        "internal_module_count": 14,
+        "internal_module_count": 16,
         "cli_script_count": 72,
         "command_handler_count": 35,
         "warn_line_threshold": 900,
         "block_line_threshold": 1500,
-        "largest_file_lines": 1196,
-        "hotspot_count": 3,
+        "largest_file_lines": 1159,
+        "hotspot_count": 2,
         "blocker_count": 0,
         "decision": "watch-maintainability-hotspots"
       },
       "largest_files": [
-        {
-          "path": "scripts/render_review_studio.py",
-          "lines": 1196,
-          "kind": "cli-script",
-          "severity": "warn",
-          "recommendation": "Move data loading and large section renderers into focused review_studio_* modules."
-        },
         {
           "path": "scripts/yao.py",
           "lines": 1159,
@@ -12817,6 +12858,13 @@
           "severity": "warn",
           "recommendation": "Split viewer data assembly from HTML section rendering."
         },
+        {
+          "path": "scripts/render_review_studio.py",
+          "lines": 887,
+          "kind": "cli-script",
+          "severity": "pass",
+          "recommendation": "Move data loading and large section renderers into focused review_studio_* modules."
+        },
         {
           "path": "tests/verify_yao_cli.py",
           "lines": 838,
@@ -12882,13 +12930,6 @@
         }
       ],
       "hotspots": [
-        {
-          "path": "scripts/render_review_studio.py",
-          "lines": 1196,
-          "kind": "cli-script",
-          "severity": "warn",
-          "recommendation": "Move data loading and large section renderers into focused review_studio_* modules."
-        },
         {
           "path": "scripts/yao.py",
           "lines": 1159,
@@ -12905,11 +12946,6 @@
         }
       ],
       "actions": [
-        {
-          "path": "scripts/render_review_studio.py",
-          "severity": "warn",
-          "action": "Move data loading and large section renderers into focused review_studio_* modules."
-        },
         {
           "path": "scripts/yao.py",
           "severity": "warn",
@@ -12934,10 +12970,10 @@
         "context_budget_tier": "production",
         "context_budget_limit": 1000,
         "skill_body_tokens": 751,
-        "other_text_tokens": 1083497,
+        "other_text_tokens": 1084439,
         "estimated_initial_load_tokens": 944,
-        "estimated_total_text_tokens": 1084248,
-        "relevant_file_count": 469,
+        "estimated_total_text_tokens": 1085190,
+        "relevant_file_count": 473,
         "unused_resource_dirs": [],
         "quality_signal_points": 130,
         "quality_density": 137.7
@@ -13860,9 +13896,11 @@
               "scripts/render_world_class_evidence_ledger.py",
               "scripts/render_world_class_evidence_plan.py",
               "scripts/resource_boundary_check.py",
+              "scripts/review_studio_data.py",
               "scripts/review_studio_formatting.py",
               "scripts/review_studio_gates.py",
               "scripts/review_studio_layout.py",
+              "scripts/review_studio_world_class.py",
               "scripts/run_conformance_suite.py",
               "scripts/run_description_optimization_suite.py",
               "scripts/run_eval_suite.py",
@@ -14781,7 +14819,7 @@
     "adoption_drift": {
       "ok": true,
       "schema_version": "2.0",
-      "generated_at": "2026-06-13T18:04:28Z",
+      "generated_at": "2026-06-13T18:17:38Z",
       "skill_dir": ".",
       "privacy_contract": {
         "storage": "local-first",
@@ -15555,8 +15593,8 @@
         "trust_level": "local",
         "license": "MIT",
         "checksums": {
-          "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e",
-          "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+          "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49",
+          "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
         },
         "compatibility": {
           "openai": "pass",
@@ -15587,7 +15625,7 @@
         },
         "distribution": {
           "archive_verified": true,
-          "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
+          "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
           "package_verification": "reports/package_verification.json",
           "install_simulated": true,
           "install_simulation": "reports/install_simulation.json"
@@ -15612,7 +15650,7 @@
               "vscode"
             ],
             "package_metadata": "registry/packages/yao-meta-skill.json",
-            "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+            "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
           }
         ]
       },
@@ -15635,8 +15673,8 @@
         "target_count": 4,
         "adapter_count": 4,
         "archive_present": true,
-        "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
-        "archive_entry_count": 553,
+        "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
+        "archive_entry_count": 555,
         "failure_count": 0,
         "warning_count": 0
       },
@@ -16301,7 +16339,7 @@
       "installed_skill_dir": "[temporary-install-root]/yao-meta-skill",
       "summary": {
         "archive_present": true,
-        "archive_entry_count": 553,
+        "archive_entry_count": 555,
         "archive_extracted": true,
         "entrypoint_loaded": true,
         "manifest_loaded": true,
@@ -16643,12 +16681,12 @@
           {
             "field": "archive_sha256",
             "from": "",
-            "to": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+            "to": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
           },
           {
             "field": "package_sha256",
             "from": "0000000000000000000000000000000000000000000000000000000000000000",
-            "to": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+            "to": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
           }
         ]
       },
diff --git a/reports/review-viewer.json b/reports/review-viewer.json
index 61ca90f7..ac9be3e0 100644
--- a/reports/review-viewer.json
+++ b/reports/review-viewer.json
@@ -437,7 +437,7 @@
           "path": "scripts",
           "label": "Deterministic helpers or local tooling",
           "kind": "folder",
-          "file_count": 85
+          "file_count": 87
         },
         {
           "path": "evals",
@@ -452,7 +452,7 @@
           "file_count": 195
         }
       ],
-      "file_count": 344,
+      "file_count": 346,
       "folder_count": 4,
       "distribution": [
         {
@@ -477,7 +477,7 @@
         },
         {
           "label": "scripts",
-          "value": 85
+          "value": 87
         },
         {
           "label": "evals",
@@ -606,7 +606,7 @@
         "path": "scripts",
         "label": "Deterministic helpers or local tooling",
         "kind": "folder",
-        "file_count": 85
+        "file_count": 87
       },
       {
         "path": "evals",
@@ -906,9 +906,9 @@
         "world_class_task_count": 4,
         "world_class_ledger_pending_count": 4,
         "working_tree_dirty": true,
-        "changed_file_count": 36
+        "changed_file_count": 39
       },
-      "commit": "7afde5ebafd5b8cb0b00aaaac4943c037fc9dce4",
+      "commit": "d7018dac5583d8973d8544d5f02906e94e8b1f9b",
       "missing_artifacts": [],
       "limitations": [
         "Local command-runner evidence is reproducible but does not replace provider-backed model holdout evidence.",
@@ -983,9 +983,9 @@
       "failures": []
     },
     "trust_security": {
-      "scanned_files": 169,
-      "script_count": 85,
-      "internal_module_count": 12,
+      "scanned_files": 171,
+      "script_count": 87,
+      "internal_module_count": 14,
       "secret_findings": 0,
       "dependency_files": [
         "requirements-ci.txt"
@@ -1003,8 +1003,8 @@
       "help_smoke_failed_count": 0,
       "interactive_script_count": 0,
       "package_hash_scope": "source-contract-without-generated-reports",
-      "package_hash_file_count": 169,
-      "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+      "package_hash_file_count": 171,
+      "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
     },
     "skill_atlas": {
       "skill_count": 12,
@@ -1042,8 +1042,8 @@
         "trust_level": "local",
         "license": "MIT",
         "checksums": {
-          "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e",
-          "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+          "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49",
+          "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
         },
         "compatibility": {
           "openai": "pass",
@@ -1074,7 +1074,7 @@
         },
         "distribution": {
           "archive_verified": true,
-          "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
+          "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
           "package_verification": "reports/package_verification.json",
           "install_simulated": true,
           "install_simulation": "reports/install_simulation.json"
@@ -1090,8 +1090,8 @@
         "target_count": 4,
         "adapter_count": 4,
         "archive_present": true,
-        "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
-        "archive_entry_count": 553,
+        "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
+        "archive_entry_count": 555,
         "failure_count": 0,
         "warning_count": 0
       },
@@ -1102,7 +1102,7 @@
       "ok": true,
       "summary": {
         "archive_present": true,
-        "archive_entry_count": 553,
+        "archive_entry_count": 555,
         "archive_extracted": true,
         "entrypoint_loaded": true,
         "manifest_loaded": true,
@@ -1169,12 +1169,12 @@
           {
             "field": "archive_sha256",
             "from": "",
-            "to": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+            "to": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
           },
           {
             "field": "package_sha256",
             "from": "0000000000000000000000000000000000000000000000000000000000000000",
-            "to": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+            "to": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
           }
         ]
       },
diff --git a/reports/security_trust_report.json b/reports/security_trust_report.json
index 74fa3b7f..307878be 100644
--- a/reports/security_trust_report.json
+++ b/reports/security_trust_report.json
@@ -2,9 +2,9 @@
   "ok": true,
   "skill_dir": ".",
   "summary": {
-    "scanned_files": 169,
-    "script_count": 85,
-    "internal_module_count": 12,
+    "scanned_files": 171,
+    "script_count": 87,
+    "internal_module_count": 14,
     "secret_findings": 0,
     "dependency_files": [
       "requirements-ci.txt"
@@ -22,8 +22,8 @@
     "help_smoke_failed_count": 0,
     "interactive_script_count": 0,
     "package_hash_scope": "source-contract-without-generated-reports",
-    "package_hash_file_count": 169,
-    "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+    "package_hash_file_count": 171,
+    "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
   },
   "failures": [],
   "warnings": [],
@@ -872,6 +872,20 @@
       "network_urls": [],
       "network_hosts": []
     },
+    {
+      "path": "scripts/review_studio_data.py",
+      "interface": "internal-module",
+      "interface_declared": true,
+      "interface_reason": "Imported by render_review_studio.py to load Review Studio source reports and metric cards.",
+      "has_argparse": false,
+      "has_main_guard": false,
+      "uses_input": false,
+      "uses_network": false,
+      "uses_file_write": false,
+      "uses_subprocess": false,
+      "network_urls": [],
+      "network_hosts": []
+    },
     {
       "path": "scripts/review_studio_formatting.py",
       "interface": "internal-module",
@@ -914,6 +928,20 @@
       "network_urls": [],
       "network_hosts": []
     },
+    {
+      "path": "scripts/review_studio_world_class.py",
+      "interface": "internal-module",
+      "interface_declared": true,
+      "interface_reason": "Imported by render_review_studio.py to render world-class evidence cards.",
+      "has_argparse": false,
+      "has_main_guard": false,
+      "uses_input": false,
+      "uses_network": false,
+      "uses_file_write": false,
+      "uses_subprocess": false,
+      "network_urls": [],
+      "network_hosts": []
+    },
     {
       "path": "scripts/run_conformance_suite.py",
       "interface": "cli",
@@ -1271,7 +1299,7 @@
     "checked_count": 73,
     "passed_count": 73,
     "failed_count": 0,
-    "skipped_count": 12,
+    "skipped_count": 14,
     "failed_scripts": [],
     "results": [
       {
@@ -2006,6 +2034,10 @@
       }
     ],
     "skipped": [
+      {
+        "path": "scripts/review_studio_data.py",
+        "reason": "internal module"
+      },
       {
         "path": "scripts/review_studio_formatting.py",
         "reason": "internal module"
@@ -2018,6 +2050,10 @@
         "path": "scripts/review_studio_layout.py",
         "reason": "internal module"
       },
+      {
+        "path": "scripts/review_studio_world_class.py",
+        "reason": "internal module"
+      },
       {
         "path": "scripts/skill_report_charts.py",
         "reason": "internal module"
diff --git a/reports/security_trust_report.md b/reports/security_trust_report.md
index 41e9dda2..69e3a523 100644
--- a/reports/security_trust_report.md
+++ b/reports/security_trust_report.md
@@ -1,9 +1,9 @@
 # Security Trust Report
 
 - OK: `True`
-- Scanned files: `169`
-- Scripts: `85`
-- Internal script modules: `12`
+- Scanned files: `171`
+- Scripts: `87`
+- Internal script modules: `14`
 - Secret findings: `0`
 - Network-capable scripts: `3`
 - Network policy covered scripts: `3`
@@ -15,8 +15,8 @@
 - CLI help smoke failures: `0`
 - Interactive scripts: `0`
 - Package hash scope: `source-contract-without-generated-reports`
-- Package hash files: `169`
-- Package SHA256: `18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e`
+- Package hash files: `171`
+- Package SHA256: `1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49`
 
 ## Failures
 
@@ -121,9 +121,11 @@
 | scripts/render_world_class_evidence_ledger.py | cli | True | True | True | False | False | True | False | Renders a machine-checkable ledger for world-class external and human evidence gaps. |
 | scripts/render_world_class_evidence_plan.py | cli | False | True | True | False | False | True | False | Default CLI classification; add SCRIPT_INTERFACE for internal modules. |
 | scripts/resource_boundary_check.py | cli | False | True | True | False | False | False | False | Default CLI classification; add SCRIPT_INTERFACE for internal modules. |
+| scripts/review_studio_data.py | internal-module | True | False | False | False | False | False | False | Imported by render_review_studio.py to load Review Studio source reports and metric cards. |
 | scripts/review_studio_formatting.py | internal-module | True | False | False | False | False | False | False | Imported by render_review_studio.py to format report dictionaries as audit UI panels. |
 | scripts/review_studio_gates.py | internal-module | True | False | False | False | False | False | False | Imported by render_review_studio.py to keep Review Studio gate evaluation separate from HTML rendering. |
 | scripts/review_studio_layout.py | internal-module | True | False | False | False | False | False | False | Imported by render_review_studio.py to keep Review Studio layout and CSS out of gate logic. |
+| scripts/review_studio_world_class.py | internal-module | True | False | False | False | False | False | False | Imported by render_review_studio.py to render world-class evidence cards. |
 | scripts/run_conformance_suite.py | cli | False | True | True | False | False | True | False | Default CLI classification; add SCRIPT_INTERFACE for internal modules. |
 | scripts/run_description_optimization_suite.py | cli | False | True | True | False | False | True | False | Default CLI classification; add SCRIPT_INTERFACE for internal modules. |
 | scripts/run_eval_suite.py | cli | False | True | True | False | False | False | True | Default CLI classification; add SCRIPT_INTERFACE for internal modules. |
diff --git a/reports/skill-overview.html b/reports/skill-overview.html
index 2487b7b0..816f9ea9 100644
--- a/reports/skill-overview.html
+++ b/reports/skill-overview.html
@@ -771,7 +771,7 @@
           <p><span data-lang="zh-CN">让 reviewer 快速确认关键文件、目录和资产分布。</span><span data-lang="en">Lets reviewers confirm key files, directories, and asset distribution quickly.</span></p>
         </div>
         <div class="two-col">
-          <figure class="chart-figure" data-chart="asset_donut"><svg viewBox="0 0 430 270" role="img" aria-label="资产分布"><text x="20" y="30" class="chart-title">资产分布</text><circle cx="130" cy="130" r="70" fill="none" stroke="#1B365D" stroke-width="24" stroke-dasharray="0.8 99.2" stroke-dashoffset="0.0" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#2D5A8A" stroke-width="24" stroke-dasharray="0.8 99.2" stroke-dashoffset="-0.8" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#D0DCE9" stroke-width="24" stroke-dasharray="0.8 99.2" stroke-dashoffset="-1.7" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#E4ECF5" stroke-width="24" stroke-dasharray="0.8 99.2" stroke-dashoffset="-2.5" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#e8e6dc" stroke-width="24" stroke-dasharray="26.4 73.6" stroke-dashoffset="-3.3" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#504e49" stroke-width="24" stroke-dasharray="70.2 29.8" stroke-dashoffset="-29.8" pathLength="100" transform="rotate(-90 130 130)"/><text x="130" y="136" text-anchor="middle">344项</text><text x="235" y="78">SKILL.md</text><text x="235" y="100">README.md</text><text x="235" y="122">agents/interface.yaml</text><text x="235" y="144">manifest.json</text><text x="235" y="166">references</text><text x="235" y="188">scripts</text></svg><figcaption>资产分布图展示当前包体的文件和目录重心。</figcaption></figure>
+          <figure class="chart-figure" data-chart="asset_donut"><svg viewBox="0 0 430 270" role="img" aria-label="资产分布"><text x="20" y="30" class="chart-title">资产分布</text><circle cx="130" cy="130" r="70" fill="none" stroke="#1B365D" stroke-width="24" stroke-dasharray="0.8 99.2" stroke-dashoffset="0.0" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#2D5A8A" stroke-width="24" stroke-dasharray="0.8 99.2" stroke-dashoffset="-0.8" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#D0DCE9" stroke-width="24" stroke-dasharray="0.8 99.2" stroke-dashoffset="-1.6" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#E4ECF5" stroke-width="24" stroke-dasharray="0.8 99.2" stroke-dashoffset="-2.4" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#e8e6dc" stroke-width="24" stroke-dasharray="26.0 74.0" stroke-dashoffset="-3.3" pathLength="100" transform="rotate(-90 130 130)"/><circle cx="130" cy="130" r="70" fill="none" stroke="#504e49" stroke-width="24" stroke-dasharray="70.7 29.3" stroke-dashoffset="-29.3" pathLength="100" transform="rotate(-90 130 130)"/><text x="130" y="136" text-anchor="middle">346项</text><text x="235" y="78">SKILL.md</text><text x="235" y="100">README.md</text><text x="235" y="122">agents/interface.yaml</text><text x="235" y="144">manifest.json</text><text x="235" y="166">references</text><text x="235" y="188">scripts</text></svg><figcaption>资产分布图展示当前包体的文件和目录重心。</figcaption></figure>
           <table>
             <thead><tr><th><span data-lang="zh-CN">路径</span><span data-lang="en">Path</span></th><th><span data-lang="zh-CN">作用</span><span data-lang="en">Role</span></th><th><span data-lang="zh-CN">类型</span><span data-lang="en">Type</span></th></tr></thead>
             <tbody><tr><td>SKILL.md</td><td><span data-lang="zh-CN">Skill 入口文件</span><span data-lang="en">Skill entrypoint</span></td><td><span data-lang="zh-CN">文件</span><span data-lang="en">file</span></td></tr><tr><td>README.md</td><td><span data-lang="zh-CN">人类可读使用说明</span><span data-lang="en">Human-readable usage guide</span></td><td><span data-lang="zh-CN">文件</span><span data-lang="en">file</span></td></tr><tr><td>agents/interface.yaml</td><td><span data-lang="zh-CN">跨平台接口元数据</span><span data-lang="en">Neutral interface metadata</span></td><td><span data-lang="zh-CN">文件</span><span data-lang="en">file</span></td></tr><tr><td>manifest.json</td><td><span data-lang="zh-CN">生命周期与打包元数据</span><span data-lang="en">Lifecycle and portability metadata</span></td><td><span data-lang="zh-CN">文件</span><span data-lang="en">file</span></td></tr><tr><td>references</td><td><span data-lang="zh-CN">扩展指导与复用资料</span><span data-lang="en">Extended guidance and reusable notes</span></td><td><span data-lang="zh-CN">目录</span><span data-lang="en">folder</span></td></tr><tr><td>scripts</td><td><span data-lang="zh-CN">确定性脚本或本地工具</span><span data-lang="en">Deterministic helpers or local tooling</span></td><td><span data-lang="zh-CN">目录</span><span data-lang="en">folder</span></td></tr><tr><td>evals</td><td><span data-lang="zh-CN">触发与质量检查</span><span data-lang="en">Trigger and quality checks</span></td><td><span data-lang="zh-CN">目录</span><span data-lang="en">folder</span></td></tr><tr><td>reports</td><td><span data-lang="zh-CN">生成的证据与总结报告</span><span data-lang="en">Generated evidence and overview artifacts</span></td><td><span data-lang="zh-CN">目录</span><span data-lang="en">folder</span></td></tr></tbody>
diff --git a/reports/skill-overview.json b/reports/skill-overview.json
index 7e51eb59..6c08171d 100644
--- a/reports/skill-overview.json
+++ b/reports/skill-overview.json
@@ -436,7 +436,7 @@
         "path": "scripts",
         "label": "Deterministic helpers or local tooling",
         "kind": "folder",
-        "file_count": 85
+        "file_count": 87
       },
       {
         "path": "evals",
@@ -451,7 +451,7 @@
         "file_count": 195
       }
     ],
-    "file_count": 344,
+    "file_count": 346,
     "folder_count": 4,
     "distribution": [
       {
@@ -476,7 +476,7 @@
       },
       {
         "label": "scripts",
-        "value": 85
+        "value": 87
       },
       {
         "label": "evals",
@@ -605,7 +605,7 @@
       "path": "scripts",
       "label": "Deterministic helpers or local tooling",
       "kind": "folder",
-      "file_count": 85
+      "file_count": 87
     },
     {
       "path": "evals",
@@ -905,9 +905,9 @@
       "world_class_task_count": 4,
       "world_class_ledger_pending_count": 4,
       "working_tree_dirty": true,
-      "changed_file_count": 36
+      "changed_file_count": 39
     },
-    "commit": "7afde5ebafd5b8cb0b00aaaac4943c037fc9dce4",
+    "commit": "d7018dac5583d8973d8544d5f02906e94e8b1f9b",
     "missing_artifacts": [],
     "limitations": [
       "Local command-runner evidence is reproducible but does not replace provider-backed model holdout evidence.",
@@ -982,9 +982,9 @@
     "failures": []
   },
   "trust_security": {
-    "scanned_files": 169,
-    "script_count": 85,
-    "internal_module_count": 12,
+    "scanned_files": 171,
+    "script_count": 87,
+    "internal_module_count": 14,
     "secret_findings": 0,
     "dependency_files": [
       "requirements-ci.txt"
@@ -1002,8 +1002,8 @@
     "help_smoke_failed_count": 0,
     "interactive_script_count": 0,
     "package_hash_scope": "source-contract-without-generated-reports",
-    "package_hash_file_count": 169,
-    "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+    "package_hash_file_count": 171,
+    "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
   },
   "skill_atlas": {
     "skill_count": 12,
@@ -1041,8 +1041,8 @@
       "trust_level": "local",
       "license": "MIT",
       "checksums": {
-        "package_sha256": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e",
-        "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+        "package_sha256": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49",
+        "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
       },
       "compatibility": {
         "openai": "pass",
@@ -1073,7 +1073,7 @@
       },
       "distribution": {
         "archive_verified": true,
-        "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
+        "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
         "package_verification": "reports/package_verification.json",
         "install_simulated": true,
         "install_simulation": "reports/install_simulation.json"
@@ -1089,8 +1089,8 @@
       "target_count": 4,
       "adapter_count": 4,
       "archive_present": true,
-      "archive_sha256": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25",
-      "archive_entry_count": 553,
+      "archive_sha256": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0",
+      "archive_entry_count": 555,
       "failure_count": 0,
       "warning_count": 0
     },
@@ -1101,7 +1101,7 @@
     "ok": true,
     "summary": {
       "archive_present": true,
-      "archive_entry_count": 553,
+      "archive_entry_count": 555,
       "archive_extracted": true,
       "entrypoint_loaded": true,
       "manifest_loaded": true,
@@ -1168,12 +1168,12 @@
         {
           "field": "archive_sha256",
           "from": "",
-          "to": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+          "to": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
         },
         {
           "field": "package_sha256",
           "from": "0000000000000000000000000000000000000000000000000000000000000000",
-          "to": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+          "to": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
         }
       ]
     },
diff --git a/reports/skill_atlas.json b/reports/skill_atlas.json
index de98d65e..00d06470 100644
--- a/reports/skill_atlas.json
+++ b/reports/skill_atlas.json
@@ -123,9 +123,11 @@
           "scripts/render_world_class_evidence_ledger.py",
           "scripts/render_world_class_evidence_plan.py",
           "scripts/resource_boundary_check.py",
+          "scripts/review_studio_data.py",
           "scripts/review_studio_formatting.py",
           "scripts/review_studio_gates.py",
           "scripts/review_studio_layout.py",
+          "scripts/review_studio_world_class.py",
           "scripts/run_conformance_suite.py",
           "scripts/run_description_optimization_suite.py",
           "scripts/run_eval_suite.py",
diff --git a/reports/skill_os2_audit.json b/reports/skill_os2_audit.json
index a57b4f5a..d6cb9bcc 100644
--- a/reports/skill_os2_audit.json
+++ b/reports/skill_os2_audit.json
@@ -197,7 +197,7 @@
       "key": "trust-security",
       "label": "Trust Security",
       "status": "pass",
-      "current": "secrets 0; scripts 85; help failures 0",
+      "current": "secrets 0; scripts 87; help failures 0",
       "target": "Secrets, scripts, dependencies, permissions, and package hash are reviewable",
       "evidence": [
         {
@@ -281,7 +281,7 @@
       "key": "registry-distribution",
       "label": "Registry Distribution",
       "status": "pass",
-      "current": "zip entries 553; install failures 0; permission failures 0",
+      "current": "zip entries 555; install failures 0; permission failures 0",
       "target": "Package metadata, archive checksum, package verification, and install simulation pass",
       "evidence": [
         {
diff --git a/reports/skill_os2_audit.md b/reports/skill_os2_audit.md
index 565b4d8f..2bab22bb 100644
--- a/reports/skill_os2_audit.md
+++ b/reports/skill_os2_audit.md
@@ -23,11 +23,11 @@ Generated at: `2026-06-14`
 | Human Adjudication | human-required | 0/5 decisions; pending 5 | Real reviewer decisions recorded before claiming output review completion | Record real A/B choices in the decision template, then regenerate adjudication. |
 | Benchmark Reproducibility | pass | artifacts 20; missing 0; failures 3 | Public methodology, reproducible commands, required artifacts, and failure disclosure are machine-checkable | Keep the manifest current with every benchmark, package, and release evidence change. |
 | Runtime Conformance | pass | 5/5 targets pass | Target package structure, metadata, relative paths, and degradation notes pass | Keep target conformance fixtures updated as platform contracts change. |
-| Trust Security | pass | secrets 0; scripts 85; help failures 0 | Secrets, scripts, dependencies, permissions, and package hash are reviewable | Keep high-permission approvals scoped, expiring, and target-mapped. |
+| Trust Security | pass | secrets 0; scripts 87; help failures 0 | Secrets, scripts, dependencies, permissions, and package hash are reviewable | Keep high-permission approvals scoped, expiring, and target-mapped. |
 | Permission Metadata | pass | 4/4 target probes pass; metadata fallback 4 | Packaged adapters expose explicit permission metadata and residual risks | Preserve residual-risk notes until real native enforcement exists. |
 | Native Permission Enforcement | external-required | native-enforced targets 0 | At least one target/client enforces approved permissions at runtime | Integrate a real client or installer runtime guard before claiming native permission enforcement. |
 | Skill Atlas | pass | 12 skills; actionable collisions 0 | Workspace catalog, route overlap, stale/owner gaps, drift, and no-route opportunities | Feed real drift data into Atlas once client telemetry is installed. |
-| Registry Distribution | pass | zip entries 553; install failures 0; permission failures 0 | Package metadata, archive checksum, package verification, and install simulation pass | Regenerate registry after package verification so checksums stay aligned. |
+| Registry Distribution | pass | zip entries 555; install failures 0; permission failures 0 | Package metadata, archive checksum, package verification, and install simulation pass | Regenerate registry after package verification so checksums stay aligned. |
 | Review Studio | pass | decision review; warnings 4; score 89 | One page shows gates, evidence paths, blockers, warnings, actions, waivers, and annotations | Resolve human/external warning gates before claiming full release readiness. |
 | Telemetry Drift | pass | events 1; risk low; recipes 5 | Local-first metadata-only event contract, aggregate drift report, hook recipes, and import path | Keep raw JSONL out of distributed packages and use aggregate reports for Atlas. |
 | Native Client Telemetry | external-required | external source events 0; adoption samples 0 | A real Browser/Chrome/provider client sends production metadata events | Install a real client against the native host and import production metadata-only events. |
diff --git a/reports/skill_os2_coverage.json b/reports/skill_os2_coverage.json
index 415e7f2d..60453551 100644
--- a/reports/skill_os2_coverage.json
+++ b/reports/skill_os2_coverage.json
@@ -122,7 +122,7 @@
       "label": "Trust Security",
       "status": "pass",
       "objective": "Scripts, dependencies, permissions, secrets, and package hash are reviewable for team distribution.",
-      "current": "85 scripts; secrets 0; help failures 0",
+      "current": "87 scripts; secrets 0; help failures 0",
       "command": "python3 scripts/yao.py trust .",
       "test": "python3 tests/verify_trust_check.py",
       "evidence": [
@@ -196,7 +196,7 @@
       "label": "Registry Distribution",
       "status": "pass",
       "objective": "Skill packages are installable, versioned, checksumed, and upgrade-reviewable.",
-      "current": "archive entries 553; install failures 0",
+      "current": "archive entries 555; install failures 0",
       "command": "python3 scripts/yao.py package . --platform openai --platform claude --platform generic --platform vscode --output-dir dist --zip && python3 scripts/yao.py registry-audit .",
       "test": "python3 tests/verify_registry_audit.py",
       "evidence": [
diff --git a/reports/skill_os2_coverage.md b/reports/skill_os2_coverage.md
index ec6b4d70..dc41e78a 100644
--- a/reports/skill_os2_coverage.md
+++ b/reports/skill_os2_coverage.md
@@ -21,9 +21,9 @@ This report maps the Skill OS 2.0 upgrade blueprint to concrete local artifacts,
 | Skill IR | `pass` | schema 2.0.0; targets 5 | `python3 scripts/yao.py skill-ir .` | `python3 tests/verify_skill_ir.py` |
 | Output Eval Lab | `pass` | 5 cases; delta 100.0; execution 10 | `python3 scripts/yao.py output-exec . && python3 scripts/yao.py output-review .` | `python3 tests/verify_output_eval_lab.py` |
 | Runtime Conformance | `pass` | 5/5 targets pass | `python3 scripts/yao.py conformance .` | `python3 tests/verify_conformance_suite.py` |
-| Trust Security | `pass` | 85 scripts; secrets 0; help failures 0 | `python3 scripts/yao.py trust .` | `python3 tests/verify_trust_check.py` |
+| Trust Security | `pass` | 87 scripts; secrets 0; help failures 0 | `python3 scripts/yao.py trust .` | `python3 tests/verify_trust_check.py` |
 | Skill Atlas | `pass` | 12 scanned skills; actionable collisions 0 | `python3 scripts/yao.py skill-atlas --workspace-root .` | `python3 tests/verify_skill_atlas.py` |
-| Registry Distribution | `pass` | archive entries 553; install failures 0 | `python3 scripts/yao.py package . --platform openai --platform claude --platform generic --platform vscode --output-dir dist --zip && python3 scripts/yao.py registry-audit .` | `python3 tests/verify_registry_audit.py` |
+| Registry Distribution | `pass` | archive entries 555; install failures 0 | `python3 scripts/yao.py package . --platform openai --platform claude --platform generic --platform vscode --output-dir dist --zip && python3 scripts/yao.py registry-audit .` | `python3 tests/verify_registry_audit.py` |
 | Review Studio | `pass` | 16 gates; decision review; warnings 4 | `python3 scripts/yao.py review-studio .` | `python3 tests/verify_review_studio.py` |
 | Telemetry Drift | `pass` | events 1; recipes 5; risk low | `python3 scripts/yao.py telemetry-hooks . && python3 scripts/yao.py adoption-drift .` | `python3 tests/verify_telemetry_hooks.py` |
 
diff --git a/reports/upgrade_check.json b/reports/upgrade_check.json
index 48f2e40b..3a4ee04d 100644
--- a/reports/upgrade_check.json
+++ b/reports/upgrade_check.json
@@ -70,12 +70,12 @@
       {
         "field": "archive_sha256",
         "from": "",
-        "to": "26e0362e174968f9eaeabb4f47304f641610791bc215f4e55d675d3367448b25"
+        "to": "7ebe0695052701dec068e1070b72aea19c865b039cf65e8773063b335395bdb0"
       },
       {
         "field": "package_sha256",
         "from": "0000000000000000000000000000000000000000000000000000000000000000",
-        "to": "18e4ec6cd34d80c2fff0ce51a7a107f15c9dbaa5c6d4e54065aee15dbd0fb00e"
+        "to": "1636101ae369f5659d9a64e95bb19144e1271912f1ac5ce846fd7b569cb1ff49"
       }
     ]
   },
diff --git a/scripts/render_review_studio.py b/scripts/render_review_studio.py
index 39a24d58..bded1e08 100644
--- a/scripts/render_review_studio.py
+++ b/scripts/render_review_studio.py
@@ -6,57 +6,16 @@ import os
 from pathlib import Path
 from typing import Any
 
-try:
-    import yaml
-except ImportError:  # pragma: no cover
-    yaml = None
-
+from review_studio_data import evidence_paths, insight_cards, load_review_data
 from review_studio_formatting import registry_package_summary, render_kv_grid
 from review_studio_gates import add_blockers_from_gate, build_gates, status_label, weighted_score
 from review_studio_layout import render_review_nav, review_studio_css
+from review_studio_world_class import render_world_class_evidence_entries
 
 
 ROOT = Path(__file__).resolve().parent.parent
 
 
-def load_json(path: Path) -> dict[str, Any]:
-    if not path.exists():
-        return {}
-    try:
-        payload = json.loads(path.read_text(encoding="utf-8"))
-    except json.JSONDecodeError:
-        return {}
-    return payload if isinstance(payload, dict) else {}
-
-
-def load_yaml(path: Path) -> dict[str, Any]:
-    if not path.exists() or yaml is None:
-        return {}
-    payload = yaml.safe_load(path.read_text(encoding="utf-8")) or {}
-    return payload if isinstance(payload, dict) else {}
-
-
-def parse_frontmatter(path: Path) -> dict[str, Any]:
-    if not path.exists():
-        return {}
-    lines = path.read_text(encoding="utf-8", errors="replace").splitlines()
-    if not lines or lines[0].strip() != "---":
-        return {}
-    try:
-        end_index = lines[1:].index("---") + 1
-    except ValueError:
-        return {}
-    text = "\n".join(lines[1:end_index])
-    if yaml is not None:
-        payload = yaml.safe_load(text) or {}
-        return payload if isinstance(payload, dict) else {}
-    data = {}
-    for line in text.splitlines():
-        if ":" in line:
-            key, value = line.split(":", 1)
-            data[key.strip()] = value.strip().strip('"')
-    return data
-
 
 def display_path(skill_dir: Path, path: Path) -> str:
     try:
@@ -115,231 +74,6 @@ def source_refs(
     return refs
 
 
-def evidence_paths(skill_dir: Path) -> dict[str, str]:
-    rels = {
-        "skill_overview": "reports/skill-overview.html",
-        "review_viewer": "reports/review-viewer.html",
-        "output_eval": "reports/output_quality_scorecard.md",
-        "output_execution": "reports/output_execution_runs.md",
-        "output_blind_review": "reports/output_blind_review_pack.md",
-        "output_review_decisions": "reports/output_review_decisions.json",
-        "output_review_adjudication": "reports/output_review_adjudication.md",
-        "benchmark_reproducibility": "reports/benchmark_reproducibility.md",
-        "skill_os2_coverage": "reports/skill_os2_coverage.md",
-        "runtime_conformance": "reports/conformance_matrix.md",
-        "trust_report": "reports/security_trust_report.md",
-        "python_compatibility": "reports/python_compatibility.md",
-        "architecture_maintainability": "reports/architecture_maintainability.md",
-        "permission_policy": "security/permission_policy.md",
-        "runtime_permissions": "reports/runtime_permission_probes.md",
-        "skill_atlas": "reports/skill_atlas.html",
-        "compiled_targets": "reports/compiled_targets.md",
-        "adoption_drift": "reports/adoption_drift_report.md",
-        "review_waivers": "reports/review_waivers.md",
-        "review_annotations": "reports/review_annotations.md",
-        "world_class_evidence_plan": "reports/world_class_evidence_plan.md",
-        "world_class_evidence_ledger": "reports/world_class_evidence_ledger.md",
-        "world_class_evidence_intake": "reports/world_class_evidence_intake.md",
-        "world_class_claim_guard": "reports/world_class_claim_guard.md",
-        "registry_audit": "reports/registry_audit.md",
-        "package_verification": "reports/package_verification.md",
-        "install_simulation": "reports/install_simulation.md",
-        "upgrade_check": "reports/upgrade_check.md",
-        "migration": "docs/migration-v2.md",
-        "skill_ir": "reports/skill-ir.json",
-    }
-    return {key: rel for key, rel in rels.items() if (skill_dir / rel).exists() or (ROOT / rel).exists()}
-
-
-def load_review_data(skill_dir: Path) -> dict[str, dict[str, Any]]:
-    reports = skill_dir / "reports"
-    return {
-        "overview": load_json(reports / "skill-overview.json"),
-        "intent_confidence": load_json(reports / "intent-confidence.json"),
-        "intent_dialogue": load_json(reports / "intent-dialogue.json"),
-        "route_scorecard": load_json(reports / "route_scorecard.json"),
-        "output_quality": load_json(reports / "output_quality_scorecard.json"),
-        "output_execution": load_json(reports / "output_execution_runs.json"),
-        "output_blind_review": load_json(reports / "output_blind_review_pack.json"),
-        "output_review_adjudication": load_json(reports / "output_review_adjudication.json"),
-        "skill_os2_coverage": load_json(reports / "skill_os2_coverage.json"),
-        "compiled_targets": load_json(reports / "compiled_targets.json"),
-        "conformance": load_json(reports / "conformance_matrix.json"),
-        "runtime_permissions": load_json(reports / "runtime_permission_probes.json"),
-        "trust": load_json(reports / "security_trust_report.json"),
-        "python_compatibility": load_json(reports / "python_compatibility.json"),
-        "architecture_maintainability": load_json(reports / "architecture_maintainability.json"),
-        "context_budget": load_json(reports / "context_budget.json"),
-        "promotion": load_json(reports / "promotion_decisions.json"),
-        "atlas": load_json(reports / "skill_atlas.json"),
-        "adoption_drift": load_json(reports / "adoption_drift_report.json"),
-        "review_waivers": load_json(reports / "review_waivers.json"),
-        "review_annotations": load_json(reports / "review_annotations.json"),
-        "world_class_evidence_ledger": load_json(reports / "world_class_evidence_ledger.json"),
-        "world_class_evidence_intake": load_json(reports / "world_class_evidence_intake.json"),
-        "world_class_claim_guard": load_json(reports / "world_class_claim_guard.json"),
-        "registry": load_json(reports / "registry_audit.json"),
-        "package_verification": load_json(reports / "package_verification.json"),
-        "install_simulation": load_json(reports / "install_simulation.json"),
-        "upgrade_check": load_json(reports / "upgrade_check.json"),
-        "manifest": load_json(skill_dir / "manifest.json"),
-        "frontmatter": parse_frontmatter(skill_dir / "SKILL.md"),
-        "interface": load_yaml(skill_dir / "agents" / "interface.yaml"),
-    }
-
-
-def insight_cards(data: dict[str, dict[str, Any]]) -> list[dict[str, str]]:
-    overview = data["overview"]
-    output = data["output_quality"].get("summary", {})
-    output_execution = data["output_execution"].get("summary", {})
-    output_blind = data["output_blind_review"].get("summary", {})
-    output_review = data["output_review_adjudication"].get("summary", {})
-    blueprint = data["skill_os2_coverage"].get("summary", {})
-    compiled = data["compiled_targets"].get("summary", {})
-    conformance = data["conformance"].get("summary", {})
-    runtime_permissions = data["runtime_permissions"].get("summary", {})
-    trust = data["trust"].get("summary", {})
-    python_compat = data["python_compatibility"].get("summary", {})
-    architecture = data["architecture_maintainability"].get("summary", {})
-    atlas = data["atlas"].get("summary", {})
-    adoption = data["adoption_drift"].get("summary", {})
-    waivers = data["review_waivers"].get("summary", {})
-    annotations = data["review_annotations"].get("summary", {})
-    intake = data["world_class_evidence_intake"].get("summary", {})
-    claim_guard = data["world_class_claim_guard"].get("summary", {})
-    registry = data["registry"].get("package", {})
-    package_verification = data["package_verification"].get("summary", {})
-    install_simulation = data["install_simulation"].get("summary", {})
-    upgrade = data["upgrade_check"].get("summary", {})
-    cards = [
-        {
-            "label": "Skill IR",
-            "value": str(overview.get("skill_ir", {}).get("schema_version", "missing")),
-            "detail": f"{overview.get('skill_ir', {}).get('target_count', 0)} targets in platform-neutral contract",
-        },
-        {
-            "label": "Compiler",
-            "value": f"{compiled.get('pass_count', 0)}/{compiled.get('target_count', 0)}",
-            "detail": "target contracts compiled from Skill IR",
-        },
-        {
-            "label": "Output Delta",
-            "value": str(output.get("delta", "n/a")),
-            "detail": f"{output.get('case_count', 0)} cases; {output.get('file_backed_case_count', 0)} file-backed",
-        },
-        {
-            "label": "Exec Runs",
-            "value": str(output_execution.get("variant_run_count", 0)),
-            "detail": (
-                f"command {output_execution.get('command_executed_count', 0)}; "
-                f"model {output_execution.get('model_executed_count', 0)}; "
-                f"recorded {output_execution.get('recorded_fixture_count', 0)}"
-            ),
-        },
-        {
-            "label": "Blind A/B",
-            "value": str(output_blind.get("pair_count", 0)),
-            "detail": "review pairs hide baseline vs with-skill labels",
-        },
-        {
-            "label": "Review A/B",
-            "value": f"{output_review.get('judgment_count', 0)}/{output_review.get('pair_count', 0)}",
-            "detail": f"adjudication decisions; pending {output_review.get('pending_count', 0)}",
-        },
-        {
-            "label": "Blueprint",
-            "value": f"{blueprint.get('pass_count', 0)}/{blueprint.get('item_count', 0)}",
-            "detail": f"2.0 coverage; evidence pending {blueprint.get('world_class_evidence_pending_count', 0)}",
-        },
-        {
-            "label": "Runtime",
-            "value": f"{conformance.get('pass_count', 0)}/{conformance.get('target_count', 0)}",
-            "detail": "target conformance pass rate",
-        },
-        {
-            "label": "Perm Probe",
-            "value": f"{runtime_permissions.get('metadata_fallback_count', 0)}/{runtime_permissions.get('target_count', 0)}",
-            "detail": f"{runtime_permissions.get('native_enforcement_count', 0)} native enforcement targets",
-        },
-        {
-            "label": "Trust",
-            "value": str(trust.get("secret_findings", 0)),
-            "detail": f"{trust.get('script_count', 0)} scripts scanned; secrets found",
-        },
-        {
-            "label": "Py Compat",
-            "value": str(python_compat.get("issue_count", 0)),
-            "detail": f"{python_compat.get('file_count', 0)} files scanned for Python {python_compat.get('target_python', '3.11')}",
-        },
-        {
-            "label": "Arch Debt",
-            "value": str(architecture.get("hotspot_count", 0)),
-            "detail": (
-                f"{architecture.get('largest_file_lines', 0)} largest lines; "
-                f"{architecture.get('command_handler_count', 0)} CLI handlers"
-            ),
-        },
-        {
-            "label": "Atlas",
-            "value": str(atlas.get("route_collision_count", 0)),
-            "detail": f"{atlas.get('skill_count', 0)} scanned skills; route collisions",
-        },
-        {
-            "label": "Drift",
-            "value": str(adoption.get("risk_band", "n/a")),
-            "detail": f"{adoption.get('event_count', 0)} metadata events; {adoption.get('missed_trigger_count', 0)} missed triggers",
-        },
-        {
-            "label": "Waivers",
-            "value": str(waivers.get("active_count", 0)),
-            "detail": f"{waivers.get('covered_gate_count', 0)} gates covered; human risk decisions",
-        },
-        {
-            "label": "Intake",
-            "value": f"{intake.get('template_pass_count', 0)}/{intake.get('template_count', 0)}",
-            "detail": (
-                f"{intake.get('valid_submission_count', 0)} valid submissions; "
-                f"{intake.get('invalid_submission_count', 0)} invalid"
-            ),
-        },
-        {
-            "label": "Claim Guard",
-            "value": str(claim_guard.get("violation_count", 0)),
-            "detail": f"{claim_guard.get('claim_surface_count', 0)} public surfaces scanned",
-        },
-        {
-            "label": "Notes",
-            "value": f"{annotations.get('open_count', 0)}/{annotations.get('annotation_count', 0)}",
-            "detail": f"{annotations.get('open_blocker_count', 0)} open blocker annotations",
-        },
-        {
-            "label": "Registry",
-            "value": str(registry.get("version", "n/a")),
-            "detail": f"{len(registry.get('targets', []))} targets; {registry.get('license', 'no license')} license",
-        },
-        {
-            "label": "Archive",
-            "value": "pass" if data["package_verification"].get("ok") else "n/a",
-            "detail": f"{package_verification.get('archive_entry_count', 0)} zip entries; package verification",
-        },
-        {
-            "label": "Install",
-            "value": "pass" if data["install_simulation"].get("ok") else "n/a",
-            "detail": (
-                f"{install_simulation.get('adapter_count', 0)} adapters; "
-                f"{install_simulation.get('installer_permission_enforced_count', 0)} permissions enforced; "
-                f"{install_simulation.get('installer_permission_failure_count', 0)} permission failures"
-            ),
-        },
-        {
-            "label": "Upgrade",
-            "value": str(upgrade.get("recommended_bump", "n/a")),
-            "detail": f"declared {upgrade.get('declared_bump', 'n/a')}; {upgrade.get('breaking_change_count', 0)} breaking changes",
-        },
-    ]
-    return cards
-
-
 def render_gate_list(gates: list[dict[str, str]]) -> str:
     items = []
     for item in gates:
@@ -684,49 +418,6 @@ def render_review_annotations_panel(annotations_report: dict[str, Any]) -> str:
     return "".join(cards)
 
 
-def render_inline_list(items: list[Any], empty_label: str) -> str:
-    if not items:
-        return f"<p class='muted'>{html.escape(empty_label)}</p>"
-    return "<ul>" + "".join(f"<li>{html.escape(str(item))}</li>" for item in items) + "</ul>"
-
-
-def render_world_class_evidence_entries(ledger: dict[str, Any]) -> str:
-    entries = ledger.get("entries", []) if isinstance(ledger, dict) else []
-    if not entries:
-        return "<p class='muted'>当前没有 world-class 证据条目。</p>"
-    cards = []
-    for entry in entries:
-        observed = entry.get("observed_state", {}) if isinstance(entry.get("observed_state", {}), dict) else {}
-        observed_summary = "; ".join(f"{key}: {value}" for key, value in observed.items())
-        status = str(entry.get("status", "pending"))
-        status_label_text = "已接受" if status == "accepted" else "待补证"
-        cards.append(
-            "<article class='world-evidence-card "
-            + html.escape(status)
-            + "'>"
-            f"<div><span>{html.escape(status_label_text)} · {html.escape(str(entry.get('category', '')))}</span>"
-            f"<h3>{html.escape(str(entry.get('label', entry.get('key', 'evidence'))))}</h3></div>"
-            f"<p>{html.escape(str(entry.get('objective', '')))}</p>"
-            f"<dl><dt>负责人</dt><dd>{html.escape(str(entry.get('owner', '')))}</dd>"
-            f"<dt>当前状态</dt><dd>{html.escape(str(entry.get('current', '')))}</dd>"
-            f"<dt>下一步</dt><dd>{html.escape(str(entry.get('next_action', '')))}</dd>"
-            f"<dt>观测值</dt><dd>{html.escape(observed_summary or '无')}</dd></dl>"
-            "<div class='world-evidence-columns'>"
-            "<div><h4>完成定义</h4>"
-            + render_inline_list(entry.get("success_checks", []), "暂无完成定义。")
-            + "</div>"
-            "<div><h4>证据来源</h4>"
-            + render_inline_list(entry.get("evidence_artifacts", []), "暂无证据来源。")
-            + "</div>"
-            "<div><h4>隐私约束</h4>"
-            + render_inline_list(entry.get("privacy_contract", []), "暂无隐私约束。")
-            + "</div>"
-            "</div>"
-            "</article>"
-        )
-    return "<div class='world-evidence-grid'>" + "".join(cards) + "</div>"
-
-
 def render_html(report: dict[str, Any]) -> str:
     summary = report["summary"]
     gates = report["gates"]
diff --git a/scripts/review_studio_data.py b/scripts/review_studio_data.py
new file mode 100644
index 00000000..fb65fcb2
--- /dev/null
+++ b/scripts/review_studio_data.py
@@ -0,0 +1,281 @@
+#!/usr/bin/env python3
+"""Data loading and insight card helpers for Review Studio."""
+
+import json
+from pathlib import Path
+from typing import Any
+
+try:
+    import yaml
+except ImportError:  # pragma: no cover
+    yaml = None
+
+
+SCRIPT_INTERFACE = "internal-module"
+SCRIPT_INTERFACE_REASON = "Imported by render_review_studio.py to load Review Studio source reports and metric cards."
+
+ROOT = Path(__file__).resolve().parent.parent
+
+
+def load_json(path: Path) -> dict[str, Any]:
+    if not path.exists():
+        return {}
+    try:
+        payload = json.loads(path.read_text(encoding="utf-8"))
+    except json.JSONDecodeError:
+        return {}
+    return payload if isinstance(payload, dict) else {}
+
+
+def load_yaml(path: Path) -> dict[str, Any]:
+    if not path.exists() or yaml is None:
+        return {}
+    payload = yaml.safe_load(path.read_text(encoding="utf-8")) or {}
+    return payload if isinstance(payload, dict) else {}
+
+
+def parse_frontmatter(path: Path) -> dict[str, Any]:
+    if not path.exists():
+        return {}
+    lines = path.read_text(encoding="utf-8", errors="replace").splitlines()
+    if not lines or lines[0].strip() != "---":
+        return {}
+    try:
+        end_index = lines[1:].index("---") + 1
+    except ValueError:
+        return {}
+    text = "\n".join(lines[1:end_index])
+    if yaml is not None:
+        payload = yaml.safe_load(text) or {}
+        return payload if isinstance(payload, dict) else {}
+    data = {}
+    for line in text.splitlines():
+        if ":" in line:
+            key, value = line.split(":", 1)
+            data[key.strip()] = value.strip().strip('"')
+    return data
+
+
+def evidence_paths(skill_dir: Path) -> dict[str, str]:
+    rels = {
+        "skill_overview": "reports/skill-overview.html",
+        "review_viewer": "reports/review-viewer.html",
+        "output_eval": "reports/output_quality_scorecard.md",
+        "output_execution": "reports/output_execution_runs.md",
+        "output_blind_review": "reports/output_blind_review_pack.md",
+        "output_review_decisions": "reports/output_review_decisions.json",
+        "output_review_adjudication": "reports/output_review_adjudication.md",
+        "benchmark_reproducibility": "reports/benchmark_reproducibility.md",
+        "skill_os2_coverage": "reports/skill_os2_coverage.md",
+        "runtime_conformance": "reports/conformance_matrix.md",
+        "trust_report": "reports/security_trust_report.md",
+        "python_compatibility": "reports/python_compatibility.md",
+        "architecture_maintainability": "reports/architecture_maintainability.md",
+        "permission_policy": "security/permission_policy.md",
+        "runtime_permissions": "reports/runtime_permission_probes.md",
+        "skill_atlas": "reports/skill_atlas.html",
+        "compiled_targets": "reports/compiled_targets.md",
+        "adoption_drift": "reports/adoption_drift_report.md",
+        "review_waivers": "reports/review_waivers.md",
+        "review_annotations": "reports/review_annotations.md",
+        "world_class_evidence_plan": "reports/world_class_evidence_plan.md",
+        "world_class_evidence_ledger": "reports/world_class_evidence_ledger.md",
+        "world_class_evidence_intake": "reports/world_class_evidence_intake.md",
+        "world_class_claim_guard": "reports/world_class_claim_guard.md",
+        "registry_audit": "reports/registry_audit.md",
+        "package_verification": "reports/package_verification.md",
+        "install_simulation": "reports/install_simulation.md",
+        "upgrade_check": "reports/upgrade_check.md",
+        "migration": "docs/migration-v2.md",
+        "skill_ir": "reports/skill-ir.json",
+    }
+    return {key: rel for key, rel in rels.items() if (skill_dir / rel).exists() or (ROOT / rel).exists()}
+
+
+def load_review_data(skill_dir: Path) -> dict[str, dict[str, Any]]:
+    reports = skill_dir / "reports"
+    return {
+        "overview": load_json(reports / "skill-overview.json"),
+        "intent_confidence": load_json(reports / "intent-confidence.json"),
+        "intent_dialogue": load_json(reports / "intent-dialogue.json"),
+        "route_scorecard": load_json(reports / "route_scorecard.json"),
+        "output_quality": load_json(reports / "output_quality_scorecard.json"),
+        "output_execution": load_json(reports / "output_execution_runs.json"),
+        "output_blind_review": load_json(reports / "output_blind_review_pack.json"),
+        "output_review_adjudication": load_json(reports / "output_review_adjudication.json"),
+        "skill_os2_coverage": load_json(reports / "skill_os2_coverage.json"),
+        "compiled_targets": load_json(reports / "compiled_targets.json"),
+        "conformance": load_json(reports / "conformance_matrix.json"),
+        "runtime_permissions": load_json(reports / "runtime_permission_probes.json"),
+        "trust": load_json(reports / "security_trust_report.json"),
+        "python_compatibility": load_json(reports / "python_compatibility.json"),
+        "architecture_maintainability": load_json(reports / "architecture_maintainability.json"),
+        "context_budget": load_json(reports / "context_budget.json"),
+        "promotion": load_json(reports / "promotion_decisions.json"),
+        "atlas": load_json(reports / "skill_atlas.json"),
+        "adoption_drift": load_json(reports / "adoption_drift_report.json"),
+        "review_waivers": load_json(reports / "review_waivers.json"),
+        "review_annotations": load_json(reports / "review_annotations.json"),
+        "world_class_evidence_ledger": load_json(reports / "world_class_evidence_ledger.json"),
+        "world_class_evidence_intake": load_json(reports / "world_class_evidence_intake.json"),
+        "world_class_claim_guard": load_json(reports / "world_class_claim_guard.json"),
+        "registry": load_json(reports / "registry_audit.json"),
+        "package_verification": load_json(reports / "package_verification.json"),
+        "install_simulation": load_json(reports / "install_simulation.json"),
+        "upgrade_check": load_json(reports / "upgrade_check.json"),
+        "manifest": load_json(skill_dir / "manifest.json"),
+        "frontmatter": parse_frontmatter(skill_dir / "SKILL.md"),
+        "interface": load_yaml(skill_dir / "agents" / "interface.yaml"),
+    }
+
+
+def insight_cards(data: dict[str, dict[str, Any]]) -> list[dict[str, str]]:
+    overview = data["overview"]
+    output = data["output_quality"].get("summary", {})
+    output_execution = data["output_execution"].get("summary", {})
+    output_blind = data["output_blind_review"].get("summary", {})
+    output_review = data["output_review_adjudication"].get("summary", {})
+    blueprint = data["skill_os2_coverage"].get("summary", {})
+    compiled = data["compiled_targets"].get("summary", {})
+    conformance = data["conformance"].get("summary", {})
+    runtime_permissions = data["runtime_permissions"].get("summary", {})
+    trust = data["trust"].get("summary", {})
+    python_compat = data["python_compatibility"].get("summary", {})
+    architecture = data["architecture_maintainability"].get("summary", {})
+    atlas = data["atlas"].get("summary", {})
+    adoption = data["adoption_drift"].get("summary", {})
+    waivers = data["review_waivers"].get("summary", {})
+    annotations = data["review_annotations"].get("summary", {})
+    intake = data["world_class_evidence_intake"].get("summary", {})
+    claim_guard = data["world_class_claim_guard"].get("summary", {})
+    registry = data["registry"].get("package", {})
+    package_verification = data["package_verification"].get("summary", {})
+    install_simulation = data["install_simulation"].get("summary", {})
+    upgrade = data["upgrade_check"].get("summary", {})
+    cards = [
+        {
+            "label": "Skill IR",
+            "value": str(overview.get("skill_ir", {}).get("schema_version", "missing")),
+            "detail": f"{overview.get('skill_ir', {}).get('target_count', 0)} targets in platform-neutral contract",
+        },
+        {
+            "label": "Compiler",
+            "value": f"{compiled.get('pass_count', 0)}/{compiled.get('target_count', 0)}",
+            "detail": "target contracts compiled from Skill IR",
+        },
+        {
+            "label": "Output Delta",
+            "value": str(output.get("delta", "n/a")),
+            "detail": f"{output.get('case_count', 0)} cases; {output.get('file_backed_case_count', 0)} file-backed",
+        },
+        {
+            "label": "Exec Runs",
+            "value": str(output_execution.get("variant_run_count", 0)),
+            "detail": (
+                f"command {output_execution.get('command_executed_count', 0)}; "
+                f"model {output_execution.get('model_executed_count', 0)}; "
+                f"recorded {output_execution.get('recorded_fixture_count', 0)}"
+            ),
+        },
+        {
+            "label": "Blind A/B",
+            "value": str(output_blind.get("pair_count", 0)),
+            "detail": "review pairs hide baseline vs with-skill labels",
+        },
+        {
+            "label": "Review A/B",
+            "value": f"{output_review.get('judgment_count', 0)}/{output_review.get('pair_count', 0)}",
+            "detail": f"adjudication decisions; pending {output_review.get('pending_count', 0)}",
+        },
+        {
+            "label": "Blueprint",
+            "value": f"{blueprint.get('pass_count', 0)}/{blueprint.get('item_count', 0)}",
+            "detail": f"2.0 coverage; evidence pending {blueprint.get('world_class_evidence_pending_count', 0)}",
+        },
+        {
+            "label": "Runtime",
+            "value": f"{conformance.get('pass_count', 0)}/{conformance.get('target_count', 0)}",
+            "detail": "target conformance pass rate",
+        },
+        {
+            "label": "Perm Probe",
+            "value": f"{runtime_permissions.get('metadata_fallback_count', 0)}/{runtime_permissions.get('target_count', 0)}",
+            "detail": f"{runtime_permissions.get('native_enforcement_count', 0)} native enforcement targets",
+        },
+        {
+            "label": "Trust",
+            "value": str(trust.get("secret_findings", 0)),
+            "detail": f"{trust.get('script_count', 0)} scripts scanned; secrets found",
+        },
+        {
+            "label": "Py Compat",
+            "value": str(python_compat.get("issue_count", 0)),
+            "detail": f"{python_compat.get('file_count', 0)} files scanned for Python {python_compat.get('target_python', '3.11')}",
+        },
+        {
+            "label": "Arch Debt",
+            "value": str(architecture.get("hotspot_count", 0)),
+            "detail": (
+                f"{architecture.get('largest_file_lines', 0)} largest lines; "
+                f"{architecture.get('command_handler_count', 0)} CLI handlers"
+            ),
+        },
+        {
+            "label": "Atlas",
+            "value": str(atlas.get("route_collision_count", 0)),
+            "detail": f"{atlas.get('skill_count', 0)} scanned skills; route collisions",
+        },
+        {
+            "label": "Drift",
+            "value": str(adoption.get("risk_band", "n/a")),
+            "detail": f"{adoption.get('event_count', 0)} metadata events; {adoption.get('missed_trigger_count', 0)} missed triggers",
+        },
+        {
+            "label": "Waivers",
+            "value": str(waivers.get("active_count", 0)),
+            "detail": f"{waivers.get('covered_gate_count', 0)} gates covered; human risk decisions",
+        },
+        {
+            "label": "Intake",
+            "value": f"{intake.get('template_pass_count', 0)}/{intake.get('template_count', 0)}",
+            "detail": (
+                f"{intake.get('valid_submission_count', 0)} valid submissions; "
+                f"{intake.get('invalid_submission_count', 0)} invalid"
+            ),
+        },
+        {
+            "label": "Claim Guard",
+            "value": str(claim_guard.get("violation_count", 0)),
+            "detail": f"{claim_guard.get('claim_surface_count', 0)} public surfaces scanned",
+        },
+        {
+            "label": "Notes",
+            "value": f"{annotations.get('open_count', 0)}/{annotations.get('annotation_count', 0)}",
+            "detail": f"{annotations.get('open_blocker_count', 0)} open blocker annotations",
+        },
+        {
+            "label": "Registry",
+            "value": str(registry.get("version", "n/a")),
+            "detail": f"{len(registry.get('targets', []))} targets; {registry.get('license', 'no license')} license",
+        },
+        {
+            "label": "Archive",
+            "value": "pass" if data["package_verification"].get("ok") else "n/a",
+            "detail": f"{package_verification.get('archive_entry_count', 0)} zip entries; package verification",
+        },
+        {
+            "label": "Install",
+            "value": "pass" if data["install_simulation"].get("ok") else "n/a",
+            "detail": (
+                f"{install_simulation.get('adapter_count', 0)} adapters; "
+                f"{install_simulation.get('installer_permission_enforced_count', 0)} permissions enforced; "
+                f"{install_simulation.get('installer_permission_failure_count', 0)} permission failures"
+            ),
+        },
+        {
+            "label": "Upgrade",
+            "value": str(upgrade.get("recommended_bump", "n/a")),
+            "detail": f"declared {upgrade.get('declared_bump', 'n/a')}; {upgrade.get('breaking_change_count', 0)} breaking changes",
+        },
+    ]
+    return cards
diff --git a/scripts/review_studio_world_class.py b/scripts/review_studio_world_class.py
new file mode 100644
index 00000000..d365c76d
--- /dev/null
+++ b/scripts/review_studio_world_class.py
@@ -0,0 +1,52 @@
+#!/usr/bin/env python3
+"""World-class evidence HTML helpers for Review Studio."""
+
+import html
+from typing import Any
+
+
+SCRIPT_INTERFACE = "internal-module"
+SCRIPT_INTERFACE_REASON = "Imported by render_review_studio.py to render world-class evidence cards."
+
+
+def render_inline_list(items: list[Any], empty_label: str) -> str:
+    if not items:
+        return f"<p class='muted'>{html.escape(empty_label)}</p>"
+    return "<ul>" + "".join(f"<li>{html.escape(str(item))}</li>" for item in items) + "</ul>"
+
+
+def render_world_class_evidence_entries(ledger: dict[str, Any]) -> str:
+    entries = ledger.get("entries", []) if isinstance(ledger, dict) else []
+    if not entries:
+        return "<p class='muted'>当前没有 world-class 证据条目。</p>"
+    cards = []
+    for entry in entries:
+        observed = entry.get("observed_state", {}) if isinstance(entry.get("observed_state", {}), dict) else {}
+        observed_summary = "; ".join(f"{key}: {value}" for key, value in observed.items())
+        status = str(entry.get("status", "pending"))
+        status_label_text = "已接受" if status == "accepted" else "待补证"
+        cards.append(
+            "<article class='world-evidence-card "
+            + html.escape(status)
+            + "'>"
+            f"<div><span>{html.escape(status_label_text)} · {html.escape(str(entry.get('category', '')))}</span>"
+            f"<h3>{html.escape(str(entry.get('label', entry.get('key', 'evidence'))))}</h3></div>"
+            f"<p>{html.escape(str(entry.get('objective', '')))}</p>"
+            f"<dl><dt>负责人</dt><dd>{html.escape(str(entry.get('owner', '')))}</dd>"
+            f"<dt>当前状态</dt><dd>{html.escape(str(entry.get('current', '')))}</dd>"
+            f"<dt>下一步</dt><dd>{html.escape(str(entry.get('next_action', '')))}</dd>"
+            f"<dt>观测值</dt><dd>{html.escape(observed_summary or '无')}</dd></dl>"
+            "<div class='world-evidence-columns'>"
+            "<div><h4>完成定义</h4>"
+            + render_inline_list(entry.get("success_checks", []), "暂无完成定义。")
+            + "</div>"
+            "<div><h4>证据来源</h4>"
+            + render_inline_list(entry.get("evidence_artifacts", []), "暂无证据来源。")
+            + "</div>"
+            "<div><h4>隐私约束</h4>"
+            + render_inline_list(entry.get("privacy_contract", []), "暂无隐私约束。")
+            + "</div>"
+            "</div>"
+            "</article>"
+        )
+    return "<div class='world-evidence-grid'>" + "".join(cards) + "</div>"
diff --git a/skill-ir/examples/yao-meta-skill.json b/skill-ir/examples/yao-meta-skill.json
index 1e331dcb..50bb1e52 100644
--- a/skill-ir/examples/yao-meta-skill.json
+++ b/skill-ir/examples/yao-meta-skill.json
@@ -167,9 +167,11 @@
       "scripts/render_world_class_evidence_ledger.py",
       "scripts/render_world_class_evidence_plan.py",
       "scripts/resource_boundary_check.py",
+      "scripts/review_studio_data.py",
       "scripts/review_studio_formatting.py",
       "scripts/review_studio_gates.py",
       "scripts/review_studio_layout.py",
+      "scripts/review_studio_world_class.py",
       "scripts/run_conformance_suite.py",
       "scripts/run_description_optimization_suite.py",
       "scripts/run_eval_suite.py",
@@ -185,9 +187,7 @@
       "scripts/trigger_eval.py",
       "scripts/trust_check.py",
       "scripts/upgrade_check.py",
-      "scripts/validate_skill.py",
-      "scripts/verify_package.py",
-      "scripts/yao.py"
+      "scripts/validate_skill.py"
     ],
     "assets": [
       "templates/basic_skill.md.j2",
diff --git a/skill_atlas/catalog.json b/skill_atlas/catalog.json
index 81336f17..fa52e6e8 100644
--- a/skill_atlas/catalog.json
+++ b/skill_atlas/catalog.json
@@ -79,9 +79,11 @@
         "scripts/render_world_class_evidence_ledger.py",
         "scripts/render_world_class_evidence_plan.py",
         "scripts/resource_boundary_check.py",
+        "scripts/review_studio_data.py",
         "scripts/review_studio_formatting.py",
         "scripts/review_studio_gates.py",
         "scripts/review_studio_layout.py",
+        "scripts/review_studio_world_class.py",
         "scripts/run_conformance_suite.py",
         "scripts/run_description_optimization_suite.py",
         "scripts/run_eval_suite.py",
diff --git a/tests/verify_architecture_maintainability.py b/tests/verify_architecture_maintainability.py
index 36723c22..a61bb87c 100644
--- a/tests/verify_architecture_maintainability.py
+++ b/tests/verify_architecture_maintainability.py
@@ -38,14 +38,15 @@ def main() -> None:
     payload = json.loads(proc.stdout)
     assert payload["ok"], payload
     assert payload["summary"]["decision"] == "watch-maintainability-hotspots", payload["summary"]
-    assert payload["summary"]["hotspot_count"] >= 3, payload["summary"]
+    assert payload["summary"]["hotspot_count"] == 2, payload["summary"]
     assert payload["summary"]["blocker_count"] == 0, payload["summary"]
     assert 30 <= payload["summary"]["command_handler_count"] < 50, payload["summary"]
     assert payload["summary"]["largest_file_lines"] >= 900, payload["summary"]
-    assert payload["largest_files"][0]["path"] == "scripts/render_review_studio.py", payload["largest_files"][0]
+    assert payload["largest_files"][0]["path"] == "scripts/yao.py", payload["largest_files"][0]
     assert payload["largest_files"][0]["severity"] == "warn", payload["largest_files"][0]
     hotspot_paths = {item["path"] for item in payload["hotspots"]}
-    assert {"scripts/yao.py", "scripts/render_review_studio.py", "scripts/render_review_viewer.py"} <= hotspot_paths, hotspot_paths
+    assert {"scripts/yao.py", "scripts/render_review_viewer.py"} <= hotspot_paths, hotspot_paths
+    assert "scripts/render_review_studio.py" not in hotspot_paths, hotspot_paths
     assert output_json.exists(), output_json
     markdown = output_md.read_text(encoding="utf-8")
     assert "# Architecture Maintainability" in markdown, markdown
diff --git a/tests/verify_review_studio.py b/tests/verify_review_studio.py
index 446bba09..29a40585 100644
--- a/tests/verify_review_studio.py
+++ b/tests/verify_review_studio.py
@@ -319,7 +319,7 @@ def main() -> None:
     assert python_compat_gate["evidence"] == "reports/python_compatibility.json", python_compat_gate
     architecture_gate = next(item for item in payload["gates"] if item["key"] == "architecture-maintainability")
     assert architecture_gate["status"] == "warn", architecture_gate
-    assert "3 hotspots" in architecture_gate["detail"], architecture_gate
+    assert "2 hotspots" in architecture_gate["detail"], architecture_gate
     assert "0 blockers" in architecture_gate["detail"], architecture_gate
     assert "CLI handlers" in architecture_gate["detail"], architecture_gate
     assert architecture_gate["evidence"] == "reports/architecture_maintainability.json", architecture_gate
@@ -392,7 +392,7 @@ def main() -> None:
     assert full_payload["evidence_paths"]["runtime_permissions"] == "reports/runtime_permission_probes.md", full_payload["evidence_paths"]
     assert full_payload["data"]["python_compatibility"]["summary"]["target_python"] == "3.11", full_payload["data"]["python_compatibility"]
     assert full_payload["data"]["python_compatibility"]["summary"]["issue_count"] == 0, full_payload["data"]["python_compatibility"]
-    assert full_payload["data"]["architecture_maintainability"]["summary"]["hotspot_count"] >= 3, full_payload["data"]["architecture_maintainability"]
+    assert full_payload["data"]["architecture_maintainability"]["summary"]["hotspot_count"] == 2, full_payload["data"]["architecture_maintainability"]
     assert full_payload["data"]["architecture_maintainability"]["summary"]["blocker_count"] == 0, full_payload["data"]["architecture_maintainability"]
     action_keys = {item["gate_key"] for item in full_payload["review_actions"]}
     assert action_keys == {"output-lab", "architecture-maintainability", "review-waivers", "world-class-evidence"}, full_payload["review_actions"]
diff --git a/tests/verify_yao_cli.py b/tests/verify_yao_cli.py
index b8eb38a3..8f3aefb2 100644
--- a/tests/verify_yao_cli.py
+++ b/tests/verify_yao_cli.py
@@ -217,7 +217,7 @@ def main() -> None:
         "2026-06-14",
     )
     assert architecture_result["ok"], architecture_result
-    assert architecture_result["payload"]["summary"]["hotspot_count"] >= 3, architecture_result
+    assert architecture_result["payload"]["summary"]["hotspot_count"] == 2, architecture_result
     assert architecture_result["payload"]["summary"]["blocker_count"] == 0, architecture_result
     assert 30 <= architecture_result["payload"]["summary"]["command_handler_count"] < 50, architecture_result