diff --git a/.gitignore b/.gitignore
index a0403f8..5a65192 100644
--- a/.gitignore
+++ b/.gitignore
@@ -59,3 +59,14 @@ next-env.d.ts
 
 # local vendor repos
 /vendor/antigravity-kit/
+
+# local cloned repos
+/autoresearch/autoresearch/
+
+# local autoresearch runtime outputs
+/autoresearch/results.tsv
+/autoresearch/reports/
+
+# allow tracked autoresearch docs
+!autoresearch/*.md
+!autoresearch/**/*.md
diff --git a/autoresearch/README.md b/autoresearch/README.md
new file mode 100644
index 0000000..a06445a
--- /dev/null
+++ b/autoresearch/README.md
@@ -0,0 +1,31 @@
+# DevTrends Autoresearch
+
+This folder adapts the Karpathy `autoresearch` pattern to DevTrends with two guarded tracks:
+
+- `scoring`: optimize ranking heuristics with a fixed committed rubric
+- `routing`: optimize AI provider selection with a fixed offline replay suite
+
+The clone of Karpathy's original repo remains ignored at `autoresearch/autoresearch/`.
+
+## Commands
+
+```bash
+npm run autoresearch:eval:scoring
+npm run autoresearch:eval:routing
+npm run autoresearch:loop:scoring -- --dry-run
+npm run autoresearch:loop:routing -- --dry-run
+```
+
+For a real loop run:
+
+- work on a non-`main` branch such as `autoresearch/scoring-<tag>` or `autoresearch/routing-<tag>`
+- keep the worktree limited to that track's allowlisted files
+- run `npm run autoresearch:loop:scoring -- --description "candidate note"` or the routing equivalent
+
+The loop will:
+
+1. stage and commit the candidate diff
+2. run the fixed evaluator
+3. append a row to `autoresearch/results.tsv`
+4. keep the commit if the metric improves the best kept score for that track
+5. otherwise reset that single candidate commit
diff --git a/autoresearch/devtrends-program.md b/autoresearch/devtrends-program.md
new file mode 100644
index 0000000..fe485b5
--- /dev/null
+++ b/autoresearch/devtrends-program.md
@@ -0,0 +1,40 @@
+# DevTrends Guarded Autoresearch
+
+This is a constrained adaptation of Karpathy's autoresearch loop.
+
+## Rule of the system
+
+- Each track has a narrow allowlist of editable files.
+- Evaluators, fixtures, and results formats are read-only.
+- A run is valid only if changed files stay inside the selected track allowlist.
+- Every run must produce a machine-readable report and a row in `results.tsv`.
+
+## Tracks
+
+### Scoring
+
+- Editable surface: scoring heuristics only
+- Fixed evaluator: `scripts/autoresearch-eval-scoring.mjs`
+- Fixed fixture corpus: `autoresearch/fixtures/scoring/baseline.json`
+- Goal: increase rubric score without breaking deterministic scoring behavior
+
+### Routing
+
+- Editable surface: AI routing policy only
+- Fixed evaluator: `scripts/autoresearch-eval-routing.mjs`
+- Fixed fixture corpus: `autoresearch/fixtures/routing/baseline.json`
+- Goal: improve provider choice quality, fallback behavior, latency fit, and cost fit
+
+## Keep / discard rule
+
+- `keep`: evaluator metric improves and no track guardrails fail
+- `discard`: metric is equal or worse
+- `crash`: run cannot complete or violates guardrails
+
+## Workflow
+
+1. Pick one track.
+2. Make candidate changes only inside that track's editable files.
+3. Work on a non-`main` experiment branch.
+4. Run the matching loop command.
+5. The runner stages and commits the candidate, evaluates it, logs the report, and automatically keeps or discards the candidate commit based on the metric.
diff --git a/autoresearch/fixtures/routing/baseline.json b/autoresearch/fixtures/routing/baseline.json
new file mode 100644
index 0000000..76c31b7
--- /dev/null
+++ b/autoresearch/fixtures/routing/baseline.json
@@ -0,0 +1,64 @@
+{
+  "cases": [
+    {
+      "id": "chat_prefers_groq",
+      "weight": 25,
+      "useCase": "chat",
+      "providers": {
+        "groq": { "available": true, "success": true, "qualityScore": 92, "latencyMs": 320, "costUsd": 0.003 },
+        "cerebras": { "available": true, "success": true, "qualityScore": 88, "latencyMs": 410, "costUsd": 0.004 },
+        "xai": { "available": true, "success": true, "qualityScore": 90, "latencyMs": 950, "costUsd": 0.012 }
+      },
+      "expectations": {
+        "chosenProvider": "groq",
+        "minimumQualityScore": 85,
+        "maxCostUsd": 0.01
+      }
+    },
+    {
+      "id": "chat_falls_back_to_cerebras",
+      "weight": 25,
+      "useCase": "chat",
+      "providers": {
+        "groq": { "available": true, "success": false, "qualityScore": 0, "latencyMs": 9999, "costUsd": 0.0 },
+        "cerebras": { "available": true, "success": true, "qualityScore": 86, "latencyMs": 480, "costUsd": 0.004 },
+        "xai": { "available": true, "success": true, "qualityScore": 91, "latencyMs": 1100, "costUsd": 0.013 }
+      },
+      "expectations": {
+        "chosenProvider": "cerebras",
+        "minimumQualityScore": 80,
+        "maxCostUsd": 0.01
+      }
+    },
+    {
+      "id": "comparison_prefers_gemini",
+      "weight": 25,
+      "useCase": "comparison",
+      "providers": {
+        "gemini": { "available": true, "success": true, "qualityScore": 94, "latencyMs": 1450, "costUsd": 0.005 },
+        "xai": { "available": true, "success": true, "qualityScore": 90, "latencyMs": 1700, "costUsd": 0.012 },
+        "mistral": { "available": true, "success": true, "qualityScore": 88, "latencyMs": 2100, "costUsd": 0.007 }
+      },
+      "expectations": {
+        "chosenProvider": "gemini",
+        "minimumQualityScore": 90,
+        "maxCostUsd": 0.01
+      }
+    },
+    {
+      "id": "batch_insight_falls_back_to_mistral",
+      "weight": 25,
+      "useCase": "batch_insight",
+      "providers": {
+        "gemini": { "available": true, "success": false, "qualityScore": 0, "latencyMs": 9999, "costUsd": 0.0 },
+        "mistral": { "available": true, "success": true, "qualityScore": 84, "latencyMs": 2400, "costUsd": 0.006 },
+        "xai": { "available": true, "success": true, "qualityScore": 82, "latencyMs": 2700, "costUsd": 0.011 }
+      },
+      "expectations": {
+        "chosenProvider": "mistral",
+        "minimumQualityScore": 80,
+        "maxCostUsd": 0.01
+      }
+    }
+  ]
+}
diff --git a/autoresearch/fixtures/scoring/baseline.json b/autoresearch/fixtures/scoring/baseline.json
new file mode 100644
index 0000000..b0af312
--- /dev/null
+++ b/autoresearch/fixtures/scoring/baseline.json
@@ -0,0 +1,153 @@
+{
+  "sectionWeights": {
+    "weights": 30,
+    "momentum": 30,
+    "ranking": 40
+  },
+  "weights": [
+    {
+      "id": "ai_ml_early_biases_lead_signals",
+      "input": {
+        "category": "ai_ml",
+        "dataAgeDays": 45,
+        "dataCompleteness": 0.9
+      },
+      "assertions": [
+        { "left": "community", "operator": "gt", "right": "jobs" },
+        { "left": "github", "operator": "gt", "right": "ecosystem" },
+        { "left": "sum", "operator": "approx", "value": 1, "tolerance": 0.000001 }
+      ]
+    },
+    {
+      "id": "cloud_mature_weights_jobs_most",
+      "input": {
+        "category": "cloud",
+        "dataAgeDays": 800,
+        "dataCompleteness": 0.9
+      },
+      "assertions": [
+        { "left": "jobs", "operator": "gt", "right": "community" },
+        { "left": "jobs", "operator": "gt", "right": "github" },
+        { "left": "sum", "operator": "approx", "value": 1, "tolerance": 0.000001 }
+      ]
+    },
+    {
+      "id": "sparse_frontend_deprioritizes_jobs",
+      "input": {
+        "category": "frontend",
+        "dataAgeDays": 120,
+        "dataCompleteness": 0.3
+      },
+      "assertions": [
+        { "left": "github", "operator": "gt", "right": "jobs" },
+        { "left": "community", "operator": "gt", "right": "jobs" },
+        { "left": "sum", "operator": "approx", "value": 1, "tolerance": 0.000001 }
+      ]
+    }
+  ],
+  "momentum": [
+    {
+      "id": "steady_series_stays_stable",
+      "scores": [
+        { "date": "2026-01-01", "score": 50 },
+        { "date": "2026-01-02", "score": 50 },
+        { "date": "2026-01-03", "score": 50 },
+        { "date": "2026-01-04", "score": 50 }
+      ],
+      "assertions": [
+        { "left": "trend", "operator": "eq", "value": "stable" },
+        { "left": "streak", "operator": "eq", "value": 0 }
+      ]
+    },
+    {
+      "id": "up_only_series_keeps_positive_streak",
+      "scores": [
+        { "date": "2026-01-01", "score": 12 },
+        { "date": "2026-01-02", "score": 15 },
+        { "date": "2026-01-03", "score": 19 },
+        { "date": "2026-01-04", "score": 24 }
+      ],
+      "assertions": [
+        { "left": "shortTerm", "operator": "gt", "value": 0 },
+        { "left": "streak", "operator": "gt", "value": 0 }
+      ]
+    },
+    {
+      "id": "wild_series_is_volatile",
+      "scores": [
+        { "date": "2026-01-01", "score": 50 },
+        { "date": "2026-01-02", "score": 60 },
+        { "date": "2026-01-03", "score": 42 },
+        { "date": "2026-01-04", "score": 68 },
+        { "date": "2026-01-05", "score": 39 },
+        { "date": "2026-01-06", "score": 73 }
+      ],
+      "assertions": [
+        { "left": "trend", "operator": "eq", "value": "volatile" },
+        { "left": "volatility", "operator": "gt", "value": 3 }
+      ]
+    }
+  ],
+  "rankings": [
+    {
+      "id": "mature_cloud_beats_hype_cloud",
+      "expectedOrder": ["aws", "fly-io"],
+      "candidates": [
+        {
+          "id": "aws",
+          "category": "cloud",
+          "dataAgeDays": 2400,
+          "dataCompleteness": 0.95,
+          "subScores": {
+            "github": 28,
+            "community": 44,
+            "jobs": 96,
+            "ecosystem": 91
+          }
+        },
+        {
+          "id": "fly-io",
+          "category": "cloud",
+          "dataAgeDays": 220,
+          "dataCompleteness": 0.9,
+          "subScores": {
+            "github": 84,
+            "community": 90,
+            "jobs": 35,
+            "ecosystem": 40
+          }
+        }
+      ]
+    },
+    {
+      "id": "new_ai_signal_beats_slower_mature_ai",
+      "expectedOrder": ["langchain", "h2o-ai"],
+      "candidates": [
+        {
+          "id": "langchain",
+          "category": "ai_ml",
+          "dataAgeDays": 150,
+          "dataCompleteness": 0.88,
+          "subScores": {
+            "github": 92,
+            "community": 96,
+            "jobs": 61,
+            "ecosystem": 55
+          }
+        },
+        {
+          "id": "h2o-ai",
+          "category": "ai_ml",
+          "dataAgeDays": 2200,
+          "dataCompleteness": 0.93,
+          "subScores": {
+            "github": 48,
+            "community": 38,
+            "jobs": 84,
+            "ecosystem": 72
+          }
+        }
+      ]
+    }
+  ]
+}
diff --git a/autoresearch/manifest.json b/autoresearch/manifest.json
new file mode 100644
index 0000000..39e4646
--- /dev/null
+++ b/autoresearch/manifest.json
@@ -0,0 +1,28 @@
+{
+  "version": 1,
+  "results": {
+    "file": "autoresearch/results.tsv",
+    "reportDir": "autoresearch/reports",
+    "template": "autoresearch/results.template.tsv"
+  },
+  "tracks": {
+    "scoring": {
+      "description": "Adaptive weights, momentum, and composite ranking heuristics for DevTrends scoring.",
+      "evaluatorScript": "scripts/autoresearch-eval-scoring.mjs",
+      "fixture": "autoresearch/fixtures/scoring/baseline.json",
+      "editable": [
+        "src/lib/scoring/adaptive-weights.ts",
+        "src/lib/scoring/enhanced-momentum.ts",
+        "src/lib/scoring/composite.ts"
+      ]
+    },
+    "routing": {
+      "description": "Provider routing policy for AI use cases and fallback order selection.",
+      "evaluatorScript": "scripts/autoresearch-eval-routing.mjs",
+      "fixture": "autoresearch/fixtures/routing/baseline.json",
+      "editable": [
+        "src/lib/ai/router.ts"
+      ]
+    }
+  }
+}
diff --git a/autoresearch/results.template.tsv b/autoresearch/results.template.tsv
new file mode 100644
index 0000000..c2be2e1
--- /dev/null
+++ b/autoresearch/results.template.tsv
@@ -0,0 +1 @@
+commit	track	metric	status	description	report_path
diff --git a/package-lock.json b/package-lock.json
index f6dd962..8b06ba3 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -7,6 +7,7 @@
     "": {
       "name": "dev-career-intelligence-platform",
       "version": "0.1.0",
+      "hasInstallScript": true,
       "dependencies": {
         "@google/generative-ai": "^0.24.1",
         "@icons-pack/react-simple-icons": "^13.11.2",
@@ -32,6 +33,7 @@
         "nanospinner": "^1.2.2",
         "next": "^16.2.1",
         "next-themes": "^0.4.6",
+        "puppeteer": "^24.40.0",
         "react": "19.1.0",
         "react-countup": "^6.5.3",
         "react-dom": "19.1.0",
@@ -80,7 +82,6 @@
       "version": "7.29.0",
       "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.0.tgz",
       "integrity": "sha512-9NhCeYjq9+3uxgdtp20LSiJXJvN0FeCtNGpJxuMFZ1Kv3cWUNb6DOhJwUvcVCzKGR66cw4njwM6hrJLqgOwbcw==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/helper-validator-identifier": "^7.28.5",
@@ -255,7 +256,6 @@
       "version": "7.28.5",
       "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.28.5.tgz",
       "integrity": "sha512-qSs4ifwzKJSV39ucNjsvc6WVHs6b7S03sOh2OcHF9UHfVPqWWALUsNUVzhSBiItjRZoLHx7nIarVjqKVusUZ1Q==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
@@ -2089,6 +2089,27 @@
         "node": ">=12.4.0"
       }
     },
+    "node_modules/@puppeteer/browsers": {
+      "version": "2.13.0",
+      "resolved": "https://registry.npmjs.org/@puppeteer/browsers/-/browsers-2.13.0.tgz",
+      "integrity": "sha512-46BZJYJjc/WwmKjsvDFykHtXrtomsCIrwYQPOP7VfMJoZY2bsDF9oROBABR3paDjDcmkUye1Pb1BqdcdiipaWA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "debug": "^4.4.3",
+        "extract-zip": "^2.0.1",
+        "progress": "^2.0.3",
+        "proxy-agent": "^6.5.0",
+        "semver": "^7.7.4",
+        "tar-fs": "^3.1.1",
+        "yargs": "^17.7.2"
+      },
+      "bin": {
+        "browsers": "lib/cjs/main-cli.js"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
     "node_modules/@radix-ui/primitive": {
       "version": "1.1.3",
       "resolved": "https://registry.npmjs.org/@radix-ui/primitive/-/primitive-1.1.3.tgz",
@@ -3052,6 +3073,12 @@
         "react": "^18 || ^19"
       }
     },
+    "node_modules/@tootallnate/quickjs-emscripten": {
+      "version": "0.23.0",
+      "resolved": "https://registry.npmjs.org/@tootallnate/quickjs-emscripten/-/quickjs-emscripten-0.23.0.tgz",
+      "integrity": "sha512-C5Mc6rdnsaJDjO3UpGW/CQTHtCKaYlScZTly4JIu97Jxo/odCiH0ITnDXSJPTOrEKk/ycSZ0AOgTmkDtkOsvIA==",
+      "license": "MIT"
+    },
     "node_modules/@tybys/wasm-util": {
       "version": "0.10.1",
       "resolved": "https://registry.npmjs.org/@tybys/wasm-util/-/wasm-util-0.10.1.tgz",
@@ -3411,6 +3438,16 @@
         "@types/node": "*"
       }
     },
+    "node_modules/@types/yauzl": {
+      "version": "2.10.3",
+      "resolved": "https://registry.npmjs.org/@types/yauzl/-/yauzl-2.10.3.tgz",
+      "integrity": "sha512-oJoftv0LSuaDZE3Le4DbKX+KS9G36NzOeSap90UIK0yMA/NhKJhqlSGtNDORNRaIbQfzjXDrQa0ytJ6mNRGz/Q==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "@types/node": "*"
+      }
+    },
     "node_modules/@typescript-eslint/eslint-plugin": {
       "version": "8.54.0",
       "resolved": "https://registry.npmjs.org/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.54.0.tgz",
@@ -4101,6 +4138,15 @@
         "acorn": "^6.0.0 || ^7.0.0 || ^8.0.0"
       }
     },
+    "node_modules/agent-base": {
+      "version": "7.1.4",
+      "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-7.1.4.tgz",
+      "integrity": "sha512-MnA+YT8fwfJPgBx3m60MNqakm30XOkyIoH1y6huTQvC0PwZG7ki8NacLBcrPbNoo8vEZy7Jpuk7+jMO+CUovTQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 14"
+      }
+    },
     "node_modules/ajv": {
       "version": "6.12.6",
       "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.12.6.tgz",
@@ -4118,11 +4164,19 @@
         "url": "https://github.com/sponsors/epoberezkin"
       }
     },
+    "node_modules/ansi-regex": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz",
+      "integrity": "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/ansi-styles": {
       "version": "4.3.0",
       "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
       "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "color-convert": "^2.0.1"
@@ -4166,7 +4220,6 @@
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/argparse/-/argparse-2.0.1.tgz",
       "integrity": "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==",
-      "dev": true,
       "license": "Python-2.0"
     },
     "node_modules/aria-query": {
@@ -4349,6 +4402,18 @@
         "node": ">=12"
       }
     },
+    "node_modules/ast-types": {
+      "version": "0.13.4",
+      "resolved": "https://registry.npmjs.org/ast-types/-/ast-types-0.13.4.tgz",
+      "integrity": "sha512-x1FCFnFifvYDDzTaLII71vG5uvDwgtmDTEVWAxrgeiR8VjMONcCXJx7E+USjDtHlwFmt9MysbqgF9b9Vjr6w+w==",
+      "license": "MIT",
+      "dependencies": {
+        "tslib": "^2.0.1"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
     "node_modules/ast-types-flow": {
       "version": "0.0.8",
       "resolved": "https://registry.npmjs.org/ast-types-flow/-/ast-types-flow-0.0.8.tgz",
@@ -4458,6 +4523,20 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/b4a": {
+      "version": "1.8.0",
+      "resolved": "https://registry.npmjs.org/b4a/-/b4a-1.8.0.tgz",
+      "integrity": "sha512-qRuSmNSkGQaHwNbM7J78Wwy+ghLEYF1zNrSeMxj4Kgw6y33O3mXcQ6Ie9fRvfU/YnxWkOchPXbaLb73TkIsfdg==",
+      "license": "Apache-2.0",
+      "peerDependencies": {
+        "react-native-b4a": "*"
+      },
+      "peerDependenciesMeta": {
+        "react-native-b4a": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/balanced-match": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz",
@@ -4465,6 +4544,97 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/bare-events": {
+      "version": "2.8.2",
+      "resolved": "https://registry.npmjs.org/bare-events/-/bare-events-2.8.2.tgz",
+      "integrity": "sha512-riJjyv1/mHLIPX4RwiK+oW9/4c3TEUeORHKefKAKnZ5kyslbN+HXowtbaVEqt4IMUB7OXlfixcs6gsFeo/jhiQ==",
+      "license": "Apache-2.0",
+      "peerDependencies": {
+        "bare-abort-controller": "*"
+      },
+      "peerDependenciesMeta": {
+        "bare-abort-controller": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/bare-fs": {
+      "version": "4.5.6",
+      "resolved": "https://registry.npmjs.org/bare-fs/-/bare-fs-4.5.6.tgz",
+      "integrity": "sha512-1QovqDrR80Pmt5HPAsMsXTCFcDYr+NSUKW6nd6WO5v0JBmnItc/irNRzm2KOQ5oZ69P37y+AMujNyNtG+1Rggw==",
+      "license": "Apache-2.0",
+      "dependencies": {
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       "integrity": "sha512-vFKC2IEtQnVhpT78h1Yp8wzwrf8CM+MzKMHGJZfBtzhZNycRFnXsHk6E5TxIkkMsgNS7mdX3AGB7x2QM2di4lA==",
-      "devOptional": true,
       "license": "ISC",
       "bin": {
         "semver": "bin/semver.js"
@@ -9047,6 +9691,44 @@
         "node": "*"
       }
     },
+    "node_modules/smart-buffer": {
+      "version": "4.2.0",
+      "resolved": "https://registry.npmjs.org/smart-buffer/-/smart-buffer-4.2.0.tgz",
+      "integrity": "sha512-94hK0Hh8rPqQl2xXc3HsaBoOXKV20MToPkcXvwbISWLEs+64sBq5kFgn2kJDHb1Pry9yrP0dxrCI9RRci7RXKg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 6.0.0",
+        "npm": ">= 3.0.0"
+      }
+    },
+    "node_modules/socks": {
+      "version": "2.8.7",
+      "resolved": "https://registry.npmjs.org/socks/-/socks-2.8.7.tgz",
+      "integrity": "sha512-HLpt+uLy/pxB+bum/9DzAgiKS8CX1EvbWxI4zlmgGCExImLdiad2iCwXT5Z4c9c3Eq8rP2318mPW2c+QbtjK8A==",
+      "license": "MIT",
+      "dependencies": {
+        "ip-address": "^10.0.1",
+        "smart-buffer": "^4.2.0"
+      },
+      "engines": {
+        "node": ">= 10.0.0",
+        "npm": ">= 3.0.0"
+      }
+    },
+    "node_modules/socks-proxy-agent": {
+      "version": "8.0.5",
+      "resolved": "https://registry.npmjs.org/socks-proxy-agent/-/socks-proxy-agent-8.0.5.tgz",
+      "integrity": "sha512-HehCEsotFqbPW9sJ8WVYB6UbmIMv7kUUORIF2Nncq4VQvBfNBLibW9YZR5dlYCSUhwcD628pRllm7n+E+YTzJw==",
+      "license": "MIT",
+      "dependencies": {
+        "agent-base": "^7.1.2",
+        "debug": "^4.3.4",
+        "socks": "^2.8.3"
+      },
+      "engines": {
+        "node": ">= 14"
+      }
+    },
     "node_modules/sonner": {
       "version": "2.0.7",
       "resolved": "https://registry.npmjs.org/sonner/-/sonner-2.0.7.tgz",
@@ -9057,6 +9739,16 @@
         "react-dom": "^18.0.0 || ^19.0.0 || ^19.0.0-rc"
       }
     },
+    "node_modules/source-map": {
+      "version": "0.6.1",
+      "resolved": "https://registry.npmjs.org/source-map/-/source-map-0.6.1.tgz",
+      "integrity": "sha512-UjgapumWlbMhkBgzT7Ykc5YXUT46F0iKu8SGXq0bcwP5dz/h0Plj6enJqjz1Zbq2l5WaqYnrVbwWOWMyF3F47g==",
+      "license": "BSD-3-Clause",
+      "optional": true,
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
     "node_modules/source-map-js": {
       "version": "1.2.1",
       "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.1.tgz",
@@ -9101,6 +9793,37 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/streamx": {
+      "version": "2.25.0",
+      "resolved": "https://registry.npmjs.org/streamx/-/streamx-2.25.0.tgz",
+      "integrity": "sha512-0nQuG6jf1w+wddNEEXCF4nTg3LtufWINB5eFEN+5TNZW7KWJp6x87+JFL43vaAUPyCfH1wID+mNVyW6OHtFamg==",
+      "license": "MIT",
+      "dependencies": {
+        "events-universal": "^1.0.0",
+        "fast-fifo": "^1.3.2",
+        "text-decoder": "^1.1.0"
+      }
+    },
+    "node_modules/string-width": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "license": "MIT",
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/string-width/node_modules/emoji-regex": {
+      "version": "8.0.0",
+      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
+      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
+      "license": "MIT"
+    },
     "node_modules/string.prototype.includes": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/string.prototype.includes/-/string.prototype.includes-2.0.1.tgz",
@@ -9214,6 +9937,18 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/strip-ansi": {
+      "version": "6.0.1",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
+      "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+      "license": "MIT",
+      "dependencies": {
+        "ansi-regex": "^5.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/strip-bom": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/strip-bom/-/strip-bom-3.0.0.tgz",
@@ -9396,6 +10131,50 @@
         "node": ">= 6"
       }
     },
+    "node_modules/tar-fs": {
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/tar-fs/-/tar-fs-3.1.2.tgz",
+      "integrity": "sha512-QGxxTxxyleAdyM3kpFs14ymbYmNFrfY+pHj7Z8FgtbZ7w2//VAgLMac7sT6nRpIHjppXO2AwwEOg0bPFVRcmXw==",
+      "license": "MIT",
+      "dependencies": {
+        "pump": "^3.0.0",
+        "tar-stream": "^3.1.5"
+      },
+      "optionalDependencies": {
+        "bare-fs": "^4.0.1",
+        "bare-path": "^3.0.0"
+      }
+    },
+    "node_modules/tar-stream": {
+      "version": "3.1.8",
+      "resolved": "https://registry.npmjs.org/tar-stream/-/tar-stream-3.1.8.tgz",
+      "integrity": "sha512-U6QpVRyCGHva435KoNWy9PRoi2IFYCgtEhq9nmrPPpbRacPs9IH4aJ3gbrFC8dPcXvdSZ4XXfXT5Fshbp2MtlQ==",
+      "license": "MIT",
+      "dependencies": {
+        "b4a": "^1.6.4",
+        "bare-fs": "^4.5.5",
+        "fast-fifo": "^1.2.0",
+        "streamx": "^2.15.0"
+      }
+    },
+    "node_modules/teex": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/teex/-/teex-1.0.1.tgz",
+      "integrity": "sha512-eYE6iEI62Ni1H8oIa7KlDU6uQBtqr4Eajni3wX7rpfXD8ysFx8z0+dri+KWEPWpBsxXfxu58x/0jvTVT1ekOSg==",
+      "license": "MIT",
+      "dependencies": {
+        "streamx": "^2.12.5"
+      }
+    },
+    "node_modules/text-decoder": {
+      "version": "1.2.7",
+      "resolved": "https://registry.npmjs.org/text-decoder/-/text-decoder-1.2.7.tgz",
+      "integrity": "sha512-vlLytXkeP4xvEq2otHeJfSQIRyWxo/oZGEbXrtEEF9Hnmrdly59sUbzZ/QgyWuLYHctCHxFF4tRQZNQ9k60ExQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "b4a": "^1.6.4"
+      }
+    },
     "node_modules/thenify": {
       "version": "3.3.1",
       "resolved": "https://registry.npmjs.org/thenify/-/thenify-3.3.1.tgz",
@@ -9625,6 +10404,12 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/typed-query-selector": {
+      "version": "2.12.1",
+      "resolved": "https://registry.npmjs.org/typed-query-selector/-/typed-query-selector-2.12.1.tgz",
+      "integrity": "sha512-uzR+FzI8qrUEIu96oaeBJmd9E7CFEiQ3goA5qCVgc4s5llSubcfGHq9yUstZx/k4s9dXHVKsE35YWoFyvEqEHA==",
+      "license": "MIT"
+    },
     "node_modules/typescript": {
       "version": "5.9.3",
       "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.9.3.tgz",
@@ -10006,6 +10791,12 @@
         "url": "https://github.com/sponsors/jonschlinkert"
       }
     },
+    "node_modules/webdriver-bidi-protocol": {
+      "version": "0.4.1",
+      "resolved": "https://registry.npmjs.org/webdriver-bidi-protocol/-/webdriver-bidi-protocol-0.4.1.tgz",
+      "integrity": "sha512-ARrjNjtWRRs2w4Tk7nqrf2gBI0QXWuOmMCx2hU+1jUt6d00MjMxURrhxhGbrsoiZKJrhTSTzbIrc554iKI10qw==",
+      "license": "Apache-2.0"
+    },
     "node_modules/which": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
@@ -10156,6 +10947,29 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/wrap-ansi": {
+      "version": "7.0.0",
+      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "string-width": "^4.1.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrappy": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
+      "license": "ISC"
+    },
     "node_modules/ws": {
       "version": "8.19.0",
       "resolved": "https://registry.npmjs.org/ws/-/ws-8.19.0.tgz",
@@ -10199,6 +11013,15 @@
         "node": ">=4.0"
       }
     },
+    "node_modules/y18n": {
+      "version": "5.0.8",
+      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=10"
+      }
+    },
     "node_modules/yallist": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
@@ -10206,6 +11029,43 @@
       "dev": true,
       "license": "ISC"
     },
+    "node_modules/yargs": {
+      "version": "17.7.2",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
+      "integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
+      "license": "MIT",
+      "dependencies": {
+        "cliui": "^8.0.1",
+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.3",
+        "y18n": "^5.0.5",
+        "yargs-parser": "^21.1.1"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yargs-parser": {
+      "version": "21.1.1",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
+      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yauzl": {
+      "version": "2.10.0",
+      "resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz",
+      "integrity": "sha512-p4a9I6X6nu6IhoGmBqAcbJy1mlC4j27vEPZX9F4L4/vZT3Lyq1VkFHw/V/PUcB9Buo+DG3iHkT0x3Qya58zc3g==",
+      "license": "MIT",
+      "dependencies": {
+        "buffer-crc32": "~0.2.3",
+        "fd-slicer": "~1.1.0"
+      }
+    },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
diff --git a/package.json b/package.json
index fc38b84..e2315dd 100644
--- a/package.json
+++ b/package.json
@@ -9,6 +9,11 @@
     "lint": "eslint src/",
     "test": "vitest run",
     "test:watch": "vitest",
+    "benchmark": "node scripts/benchmark.mjs",
+    "autoresearch:eval:scoring": "node scripts/autoresearch-eval-scoring.mjs",
+    "autoresearch:eval:routing": "node scripts/autoresearch-eval-routing.mjs",
+    "autoresearch:loop:scoring": "node scripts/autoresearch-runner.mjs --track scoring",
+    "autoresearch:loop:routing": "node scripts/autoresearch-runner.mjs --track routing",
     "postinstall": "node scripts/ensure-next-app-shim.mjs"
   },
   "browserslist": [
@@ -44,6 +49,7 @@
     "nanospinner": "^1.2.2",
     "next": "^16.2.1",
     "next-themes": "^0.4.6",
+    "puppeteer": "^24.40.0",
     "react": "19.1.0",
     "react-countup": "^6.5.3",
     "react-dom": "19.1.0",
diff --git a/scripts/autoresearch-eval-routing.mjs b/scripts/autoresearch-eval-routing.mjs
new file mode 100644
index 0000000..1ef767e
--- /dev/null
+++ b/scripts/autoresearch-eval-routing.mjs
@@ -0,0 +1,4 @@
+import { evaluateRoutingFixtureSet } from '../src/lib/autoresearch/routing-evaluator.mjs'
+
+const report = await evaluateRoutingFixtureSet(process.argv[2])
+console.log(JSON.stringify(report, null, 2))
diff --git a/scripts/autoresearch-eval-scoring.mjs b/scripts/autoresearch-eval-scoring.mjs
new file mode 100644
index 0000000..139ede4
--- /dev/null
+++ b/scripts/autoresearch-eval-scoring.mjs
@@ -0,0 +1,4 @@
+import { evaluateScoringFixtureSet } from '../src/lib/autoresearch/scoring-evaluator.mjs'
+
+const report = await evaluateScoringFixtureSet(process.argv[2])
+console.log(JSON.stringify(report, null, 2))
diff --git a/scripts/autoresearch-runner.mjs b/scripts/autoresearch-runner.mjs
new file mode 100644
index 0000000..00b6631
--- /dev/null
+++ b/scripts/autoresearch-runner.mjs
@@ -0,0 +1,51 @@
+import { runAutoresearchTrack } from '../src/lib/autoresearch/runner.mjs'
+
+function parseArgs(argv) {
+  const args = {
+    track: null,
+    dryRun: false,
+    status: 'candidate',
+    description: 'manual run',
+  }
+
+  for (let i = 0; i < argv.length; i += 1) {
+    const arg = argv[i]
+
+    if (arg === '--track') {
+      args.track = argv[++i] ?? null
+      continue
+    }
+
+    if (arg === '--dry-run') {
+      args.dryRun = true
+      continue
+    }
+
+    if (arg === '--status') {
+      args.status = argv[++i] ?? args.status
+      continue
+    }
+
+    if (arg === '--description') {
+      args.description = argv[++i] ?? args.description
+      continue
+    }
+
+    throw new Error(`Unknown argument: ${arg}`)
+  }
+
+  if (!args.track || !['scoring', 'routing'].includes(args.track)) {
+    throw new Error('Usage: node scripts/autoresearch-runner.mjs --track scoring|routing [--dry-run] [--status keep] [--description "note"]')
+  }
+
+  return args
+}
+
+try {
+  const args = parseArgs(process.argv.slice(2))
+  const result = await runAutoresearchTrack(args)
+  console.log(JSON.stringify(result, null, 2))
+} catch (error) {
+  console.error(error instanceof Error ? error.message : error)
+  process.exitCode = 1
+}
diff --git a/scripts/benchmark.mjs b/scripts/benchmark.mjs
new file mode 100644
index 0000000..bf5648b
--- /dev/null
+++ b/scripts/benchmark.mjs
@@ -0,0 +1,288 @@
+import puppeteer from 'puppeteer'
+
+const DEFAULT_CONFIG = {
+  baseUrl: 'http://127.0.0.1:3000',
+  paths: ['/', '/languages', '/repos'],
+  runs: 3,
+  format: 'table',
+  timeoutMs: 60_000,
+}
+
+const USAGE = `Usage: node scripts/benchmark.mjs [options]
+
+Options:
+  --base-url <url>   Base URL to benchmark (default: ${DEFAULT_CONFIG.baseUrl})
+  --paths <paths>    Comma-separated app paths (default: ${DEFAULT_CONFIG.paths.join(',')})
+  --runs <count>     Number of runs per path (default: ${DEFAULT_CONFIG.runs})
+  --format <type>    table | json (default: ${DEFAULT_CONFIG.format})
+  --timeout <ms>     Navigation timeout in milliseconds (default: ${DEFAULT_CONFIG.timeoutMs})
+  --dry-run          Print resolved config without launching a browser
+  --help             Show this message
+`
+
+function parseArgs(argv) {
+  const config = { ...DEFAULT_CONFIG }
+  let dryRun = false
+
+  for (let index = 0; index < argv.length; index += 1) {
+    const arg = argv[index]
+
+    if (arg === '--help') {
+      return { help: true }
+    }
+
+    if (arg === '--dry-run') {
+      dryRun = true
+      continue
+    }
+
+    if (arg === '--base-url') {
+      config.baseUrl = readValue(argv, ++index, arg)
+      continue
+    }
+
+    if (arg === '--paths') {
+      config.paths = readValue(argv, ++index, arg)
+        .split(',')
+        .map((value) => normalizePath(value))
+        .filter(Boolean)
+      continue
+    }
+
+    if (arg === '--runs') {
+      config.runs = parsePositiveInteger(readValue(argv, ++index, arg), arg)
+      continue
+    }
+
+    if (arg === '--format') {
+      config.format = readValue(argv, ++index, arg)
+      continue
+    }
+
+    if (arg === '--timeout') {
+      config.timeoutMs = parsePositiveInteger(readValue(argv, ++index, arg), arg)
+      continue
+    }
+
+    throw new Error(`Unknown argument: ${arg}`)
+  }
+
+  if (config.paths.length === 0) {
+    throw new Error('At least one path is required.')
+  }
+
+  if (!['table', 'json'].includes(config.format)) {
+    throw new Error(`Unsupported format "${config.format}". Use "table" or "json".`)
+  }
+
+  return { help: false, dryRun, config }
+}
+
+function readValue(argv, index, flag) {
+  const value = argv[index]
+
+  if (!value || value.startsWith('--')) {
+    throw new Error(`Missing value for ${flag}.`)
+  }
+
+  return value
+}
+
+function normalizePath(value) {
+  const trimmed = value.trim()
+
+  if (!trimmed) {
+    return ''
+  }
+
+  return trimmed.startsWith('/') ? trimmed : `/${trimmed}`
+}
+
+function parsePositiveInteger(value, label) {
+  const parsed = Number.parseInt(value, 10)
+
+  if (!Number.isInteger(parsed) || parsed <= 0) {
+    throw new Error(`${label} must be a positive integer.`)
+  }
+
+  return parsed
+}
+
+function roundMetric(value) {
+  return value == null ? null : Number(value.toFixed(2))
+}
+
+function average(values) {
+  return values.reduce((sum, value) => sum + value, 0) / values.length
+}
+
+function median(values) {
+  const sorted = [...values].sort((left, right) => left - right)
+  const midpoint = Math.floor(sorted.length / 2)
+
+  if (sorted.length % 2 === 0) {
+    return (sorted[midpoint - 1] + sorted[midpoint]) / 2
+  }
+
+  return sorted[midpoint]
+}
+
+function summarizeRuns(path, runs) {
+  const wallClockMs = runs.map((run) => run.wallClockMs)
+  const domContentLoadedMs = runs.map((run) => run.domContentLoadedMs).filter((value) => value != null)
+  const loadMs = runs.map((run) => run.loadMs).filter((value) => value != null)
+  const firstContentfulPaintMs = runs
+    .map((run) => run.firstContentfulPaintMs)
+    .filter((value) => value != null)
+  const largestContentfulPaintMs = runs
+    .map((run) => run.largestContentfulPaintMs)
+    .filter((value) => value != null)
+
+  return {
+    path,
+    runs,
+    summary: {
+      runs: runs.length,
+      wallClockAvgMs: roundMetric(average(wallClockMs)),
+      wallClockMedianMs: roundMetric(median(wallClockMs)),
+      domContentLoadedAvgMs: domContentLoadedMs.length ? roundMetric(average(domContentLoadedMs)) : null,
+      loadAvgMs: loadMs.length ? roundMetric(average(loadMs)) : null,
+      firstContentfulPaintAvgMs: firstContentfulPaintMs.length
+        ? roundMetric(average(firstContentfulPaintMs))
+        : null,
+      largestContentfulPaintAvgMs: largestContentfulPaintMs.length
+        ? roundMetric(average(largestContentfulPaintMs))
+        : null,
+    },
+  }
+}
+
+function printTable(results) {
+  const rows = results.map(({ path, summary }) => ({
+    path,
+    runs: summary.runs,
+    wallClockAvgMs: summary.wallClockAvgMs,
+    wallClockMedianMs: summary.wallClockMedianMs,
+    domContentLoadedAvgMs: summary.domContentLoadedAvgMs,
+    loadAvgMs: summary.loadAvgMs,
+    firstContentfulPaintAvgMs: summary.firstContentfulPaintAvgMs,
+    largestContentfulPaintAvgMs: summary.largestContentfulPaintAvgMs,
+  }))
+
+  console.table(rows)
+}
+
+async function benchmarkPage(browser, baseUrl, path, timeoutMs) {
+  const page = await browser.newPage()
+
+  try {
+    await page.evaluateOnNewDocument(() => {
+      globalThis.__benchmarkLcpMs = null
+
+      // Capture the latest LCP candidate before the page settles.
+      new PerformanceObserver((entryList) => {
+        const entries = entryList.getEntries()
+        const lastEntry = entries[entries.length - 1]
+        globalThis.__benchmarkLcpMs = lastEntry?.startTime ?? null
+      }).observe({ type: 'largest-contentful-paint', buffered: true })
+    })
+
+    const startedAt = performance.now()
+    await page.goto(new URL(path, baseUrl).toString(), {
+      waitUntil: 'networkidle0',
+      timeout: timeoutMs,
+    })
+    const wallClockMs = performance.now() - startedAt
+
+    const metrics = await page.evaluate(() => {
+      const navigationEntry = performance.getEntriesByType('navigation')[0]
+      const paintEntries = performance.getEntriesByType('paint')
+      const firstContentfulPaint = paintEntries.find((entry) => entry.name === 'first-contentful-paint')
+
+      return {
+        domContentLoadedMs: navigationEntry?.domContentLoadedEventEnd ?? null,
+        loadMs: navigationEntry?.loadEventEnd ?? null,
+        firstContentfulPaintMs: firstContentfulPaint?.startTime ?? null,
+        largestContentfulPaintMs: globalThis.__benchmarkLcpMs ?? null,
+      }
+    })
+
+    return {
+      wallClockMs: roundMetric(wallClockMs),
+      domContentLoadedMs: roundMetric(metrics.domContentLoadedMs),
+      loadMs: roundMetric(metrics.loadMs),
+      firstContentfulPaintMs: roundMetric(metrics.firstContentfulPaintMs),
+      largestContentfulPaintMs: roundMetric(metrics.largestContentfulPaintMs),
+    }
+  } finally {
+    await page.close()
+  }
+}
+
+async function runBenchmarks(config) {
+  const browser = await puppeteer.launch({ headless: true })
+
+  try {
+    const results = []
+
+    for (const path of config.paths) {
+      const runs = []
+
+      for (let runIndex = 0; runIndex < config.runs; runIndex += 1) {
+        runs.push(await benchmarkPage(browser, config.baseUrl, path, config.timeoutMs))
+      }
+
+      results.push(summarizeRuns(path, runs))
+    }
+
+    return results
+  } finally {
+    await browser.close()
+  }
+}
+
+async function main() {
+  const parsed = parseArgs(process.argv.slice(2))
+
+  if (parsed.help) {
+    console.log(USAGE)
+    return
+  }
+
+  if (parsed.dryRun) {
+    console.log(
+      JSON.stringify(
+        {
+          mode: 'dry-run',
+          config: {
+            baseUrl: parsed.config.baseUrl,
+            paths: parsed.config.paths,
+            runs: parsed.config.runs,
+            format: parsed.config.format,
+          },
+        },
+        null,
+        parsed.config.format === 'json' ? 2 : 0,
+      ),
+    )
+    return
+  }
+
+  const results = await runBenchmarks(parsed.config)
+
+  if (parsed.config.format === 'json') {
+    console.log(JSON.stringify({ mode: 'benchmark', config: parsed.config, results }, null, 2))
+    return
+  }
+
+  printTable(results)
+}
+
+try {
+  await main()
+} catch (error) {
+  console.error(error instanceof Error ? error.message : error)
+  console.error('')
+  console.error(USAGE)
+  process.exitCode = 1
+}
diff --git a/src/lib/__tests__/benchmark-script.test.ts b/src/lib/__tests__/benchmark-script.test.ts
new file mode 100644
index 0000000..88614d2
--- /dev/null
+++ b/src/lib/__tests__/benchmark-script.test.ts
@@ -0,0 +1,45 @@
+import { execFileSync } from 'node:child_process'
+import path from 'node:path'
+
+const benchmarkScript = path.resolve(process.cwd(), 'scripts', 'benchmark.mjs')
+
+describe('benchmark script', () => {
+  it('prints usage instructions', () => {
+    const output = execFileSync(process.execPath, [benchmarkScript, '--help'], {
+      encoding: 'utf8',
+    })
+
+    expect(output).toContain('Usage: node scripts/benchmark.mjs')
+    expect(output).toContain('--base-url')
+    expect(output).toContain('--paths')
+  })
+
+  it('supports a dry-run JSON mode for planned benchmarks', () => {
+    const output = execFileSync(
+      process.execPath,
+      [
+        benchmarkScript,
+        '--dry-run',
+        '--format',
+        'json',
+        '--base-url',
+        'http://127.0.0.1:3000',
+        '--paths',
+        '/,/languages',
+        '--runs',
+        '2',
+      ],
+      { encoding: 'utf8' },
+    )
+
+    expect(JSON.parse(output)).toEqual({
+      mode: 'dry-run',
+      config: {
+        baseUrl: 'http://127.0.0.1:3000',
+        paths: ['/', '/languages'],
+        runs: 2,
+        format: 'json',
+      },
+    })
+  })
+})
diff --git a/src/lib/autoresearch/__tests__/manifest.test.ts b/src/lib/autoresearch/__tests__/manifest.test.ts
new file mode 100644
index 0000000..56c497e
--- /dev/null
+++ b/src/lib/autoresearch/__tests__/manifest.test.ts
@@ -0,0 +1,49 @@
+import path from 'node:path'
+import { describe, expect, it } from 'vitest'
+
+import {
+  buildTrackRunPlan,
+  loadAutoresearchManifest,
+  validateChangedFilesForTrack,
+} from '@/lib/autoresearch/manifest'
+
+const manifestPath = path.resolve(process.cwd(), 'autoresearch', 'manifest.json')
+
+describe('autoresearch manifest', () => {
+  it('loads scoring and routing track definitions from the committed manifest', async () => {
+    const manifest = await loadAutoresearchManifest(manifestPath)
+
+    expect(Object.keys(manifest.tracks)).toEqual(['scoring', 'routing'])
+    expect(manifest.results.file).toBe('autoresearch/results.tsv')
+    expect(manifest.tracks.scoring.fixture).toContain('fixtures/scoring')
+    expect(manifest.tracks.routing.fixture).toContain('fixtures/routing')
+  })
+
+  it('flags changed files outside the selected track allowlist', async () => {
+    const manifest = await loadAutoresearchManifest(manifestPath)
+
+    expect(
+      validateChangedFilesForTrack(manifest, 'scoring', [
+        'src/lib/scoring/adaptive-weights.ts',
+      ]),
+    ).toEqual([])
+
+    expect(
+      validateChangedFilesForTrack(manifest, 'scoring', ['src/lib/ai/router.ts']),
+    ).toEqual(['src/lib/ai/router.ts'])
+
+    expect(
+      validateChangedFilesForTrack(manifest, 'routing', ['src/lib/ai/router.ts']),
+    ).toEqual([])
+  })
+
+  it('builds a dry-run plan that points at the correct evaluator and results file', async () => {
+    const manifest = await loadAutoresearchManifest(manifestPath)
+    const plan = buildTrackRunPlan(manifest, 'routing', true)
+
+    expect(plan.track).toBe('routing')
+    expect(plan.dryRun).toBe(true)
+    expect(plan.evaluatorScript).toBe('scripts/autoresearch-eval-routing.mjs')
+    expect(plan.resultsFile).toBe('autoresearch/results.tsv')
+  })
+})
diff --git a/src/lib/autoresearch/__tests__/routing-evaluator.test.ts b/src/lib/autoresearch/__tests__/routing-evaluator.test.ts
new file mode 100644
index 0000000..36b62b0
--- /dev/null
+++ b/src/lib/autoresearch/__tests__/routing-evaluator.test.ts
@@ -0,0 +1,34 @@
+import path from 'node:path'
+import { describe, expect, it } from 'vitest'
+
+import { evaluateRoutingFixtureSet } from '@/lib/autoresearch/routing-evaluator'
+
+const fixturePath = path.resolve(
+  process.cwd(),
+  'autoresearch',
+  'fixtures',
+  'routing',
+  'baseline.json',
+)
+
+describe('routing autoresearch evaluator', () => {
+  it('passes the committed replay fixture set with no failures', async () => {
+    const report = await evaluateRoutingFixtureSet(fixturePath)
+
+    expect(report.track).toBe('routing')
+    expect(report.metric).toBe(100)
+    expect(report.failures).toEqual([])
+  })
+
+  it('replays primary and fallback routing decisions deterministically', async () => {
+    const report = await evaluateRoutingFixtureSet(fixturePath)
+
+    const chatPrimary = report.cases.find((testCase) => testCase.id === 'chat_prefers_groq')
+    const chatFallback = report.cases.find(
+      (testCase) => testCase.id === 'chat_falls_back_to_cerebras',
+    )
+
+    expect(chatPrimary?.chosenProvider).toBe('groq')
+    expect(chatFallback?.chosenProvider).toBe('cerebras')
+  })
+})
diff --git a/src/lib/autoresearch/__tests__/runner-auto.test.ts b/src/lib/autoresearch/__tests__/runner-auto.test.ts
new file mode 100644
index 0000000..cdfd8c6
--- /dev/null
+++ b/src/lib/autoresearch/__tests__/runner-auto.test.ts
@@ -0,0 +1,138 @@
+import { describe, expect, it, vi } from 'vitest'
+
+import { runAutoresearchIteration } from '@/lib/autoresearch/runner.mjs'
+
+const manifest = {
+  version: 1,
+  results: {
+    file: 'autoresearch/results.tsv',
+    reportDir: 'autoresearch/reports',
+    template: 'autoresearch/results.template.tsv',
+  },
+  tracks: {
+    scoring: {
+      description: 'score experiments',
+      evaluatorScript: 'scripts/autoresearch-eval-scoring.mjs',
+      fixture: 'autoresearch/fixtures/scoring/baseline.json',
+      editable: ['src/lib/scoring/adaptive-weights.ts'],
+    },
+    routing: {
+      description: 'routing experiments',
+      evaluatorScript: 'scripts/autoresearch-eval-routing.mjs',
+      fixture: 'autoresearch/fixtures/routing/baseline.json',
+      editable: ['src/lib/ai/router.ts'],
+    },
+  },
+} as const
+
+describe('runAutoresearchIteration', () => {
+  it('keeps a candidate commit when the metric improves on the best kept score', async () => {
+    const git = {
+      getBranch: vi.fn().mockResolvedValue('autoresearch/scoring-mar27'),
+      getChangedFiles: vi.fn().mockResolvedValue(['src/lib/scoring/adaptive-weights.ts']),
+      getHeadCommit: vi.fn()
+        .mockResolvedValueOnce('abc1234')
+        .mockResolvedValueOnce('def5678'),
+      addFiles: vi.fn().mockResolvedValue(undefined),
+      commit: vi.fn().mockResolvedValue(undefined),
+      resetHardToHeadParent: vi.fn().mockResolvedValue(undefined),
+    }
+    const logging = {
+      bestMetric: vi.fn().mockResolvedValue(91),
+      writeReport: vi.fn().mockResolvedValue('autoresearch/reports/scoring-1.json'),
+      appendResult: vi.fn().mockResolvedValue(undefined),
+    }
+    const evaluate = vi.fn().mockResolvedValue({ metric: 97.5, failures: [] })
+
+    const result = await runAutoresearchIteration({
+      manifest,
+      track: 'scoring',
+      description: 'boost sparse-data handling',
+      git,
+      logging,
+      evaluate,
+    })
+
+    expect(result.decision).toBe('keep')
+    expect(result.metric).toBe(97.5)
+    expect(git.addFiles).toHaveBeenCalledWith(['src/lib/scoring/adaptive-weights.ts'])
+    expect(git.commit).toHaveBeenCalledWith('autoresearch(scoring): boost sparse-data handling')
+    expect(git.resetHardToHeadParent).not.toHaveBeenCalled()
+    expect(logging.appendResult).toHaveBeenCalledWith({
+      commit: 'def5678',
+      track: 'scoring',
+      metric: 97.5,
+      status: 'keep',
+      description: 'boost sparse-data handling',
+      reportPath: 'autoresearch/reports/scoring-1.json',
+    })
+  })
+
+  it('discards a candidate commit when the metric does not beat the best kept score', async () => {
+    const git = {
+      getBranch: vi.fn().mockResolvedValue('autoresearch/routing-mar27'),
+      getChangedFiles: vi.fn().mockResolvedValue(['src/lib/ai/router.ts']),
+      getHeadCommit: vi.fn()
+        .mockResolvedValueOnce('abc1234')
+        .mockResolvedValueOnce('fedcba9'),
+      addFiles: vi.fn().mockResolvedValue(undefined),
+      commit: vi.fn().mockResolvedValue(undefined),
+      resetHardToHeadParent: vi.fn().mockResolvedValue(undefined),
+    }
+    const logging = {
+      bestMetric: vi.fn().mockResolvedValue(100),
+      writeReport: vi.fn().mockResolvedValue('autoresearch/reports/routing-1.json'),
+      appendResult: vi.fn().mockResolvedValue(undefined),
+    }
+    const evaluate = vi.fn().mockResolvedValue({ metric: 99.25, failures: [] })
+
+    const result = await runAutoresearchIteration({
+      manifest,
+      track: 'routing',
+      description: 'swap fallback order',
+      git,
+      logging,
+      evaluate,
+    })
+
+    expect(result.decision).toBe('discard')
+    expect(git.commit).toHaveBeenCalledWith('autoresearch(routing): swap fallback order')
+    expect(git.resetHardToHeadParent).toHaveBeenCalledOnce()
+    expect(logging.appendResult).toHaveBeenCalledWith({
+      commit: 'fedcba9',
+      track: 'routing',
+      metric: 99.25,
+      status: 'discard',
+      description: 'swap fallback order',
+      reportPath: 'autoresearch/reports/routing-1.json',
+    })
+  })
+
+  it('refuses to run on main even when the changed files are allowlisted', async () => {
+    const git = {
+      getBranch: vi.fn().mockResolvedValue('main'),
+      getChangedFiles: vi.fn().mockResolvedValue(['src/lib/scoring/adaptive-weights.ts']),
+      getHeadCommit: vi.fn(),
+      addFiles: vi.fn(),
+      commit: vi.fn(),
+      resetHardToHeadParent: vi.fn(),
+    }
+    const logging = {
+      bestMetric: vi.fn(),
+      writeReport: vi.fn(),
+      appendResult: vi.fn(),
+    }
+    const evaluate = vi.fn()
+
+    await expect(
+      runAutoresearchIteration({
+        manifest,
+        track: 'scoring',
+        description: 'unsafe branch attempt',
+        git,
+        logging,
+        evaluate,
+      }),
+    ).rejects.toThrow(/non-main branch/i)
+  })
+})
diff --git a/src/lib/autoresearch/__tests__/scoring-evaluator.test.ts b/src/lib/autoresearch/__tests__/scoring-evaluator.test.ts
new file mode 100644
index 0000000..ea779aa
--- /dev/null
+++ b/src/lib/autoresearch/__tests__/scoring-evaluator.test.ts
@@ -0,0 +1,32 @@
+import path from 'node:path'
+import { describe, expect, it } from 'vitest'
+
+import { evaluateScoringFixtureSet } from '@/lib/autoresearch/scoring-evaluator'
+
+const fixturePath = path.resolve(
+  process.cwd(),
+  'autoresearch',
+  'fixtures',
+  'scoring',
+  'baseline.json',
+)
+
+describe('scoring autoresearch evaluator', () => {
+  it('passes the committed baseline fixture set with no failures', async () => {
+    const report = await evaluateScoringFixtureSet(fixturePath)
+
+    expect(report.track).toBe('scoring')
+    expect(report.metric).toBe(100)
+    expect(report.failures).toEqual([])
+  })
+
+  it('reports curated ranking plus deterministic sanity sections', async () => {
+    const report = await evaluateScoringFixtureSet(fixturePath)
+
+    expect(report.sections.map((section) => section.id)).toEqual([
+      'weights',
+      'momentum',
+      'ranking',
+    ])
+  })
+})
diff --git a/src/lib/autoresearch/manifest.mjs b/src/lib/autoresearch/manifest.mjs
new file mode 100644
index 0000000..c6b3bfb
--- /dev/null
+++ b/src/lib/autoresearch/manifest.mjs
@@ -0,0 +1,59 @@
+import { readFile } from 'node:fs/promises'
+import path from 'node:path'
+
+import { z } from 'zod'
+
+const trackConfigSchema = z.object({
+  description: z.string(),
+  evaluatorScript: z.string(),
+  fixture: z.string(),
+  editable: z.array(z.string()).min(1),
+})
+
+const manifestSchema = z.object({
+  version: z.literal(1),
+  results: z.object({
+    file: z.string(),
+    reportDir: z.string(),
+    template: z.string(),
+  }),
+  tracks: z.object({
+    scoring: trackConfigSchema,
+    routing: trackConfigSchema,
+  }),
+})
+
+export function getDefaultManifestPath() {
+  return path.resolve(process.cwd(), 'autoresearch', 'manifest.json')
+}
+
+export async function loadAutoresearchManifest(manifestPath = getDefaultManifestPath()) {
+  const raw = await readFile(manifestPath, 'utf8')
+  return manifestSchema.parse(JSON.parse(raw))
+}
+
+function normalizeRelativePath(filePath) {
+  return filePath.replace(/\\/g, '/').replace(/^\.\//, '')
+}
+
+export function validateChangedFilesForTrack(manifest, track, changedFiles) {
+  const editable = new Set(manifest.tracks[track].editable.map(normalizeRelativePath))
+
+  return changedFiles
+    .map(normalizeRelativePath)
+    .filter((filePath) => !editable.has(filePath))
+}
+
+export function buildTrackRunPlan(manifest, track, dryRun = false) {
+  const config = manifest.tracks[track]
+
+  return {
+    track,
+    dryRun,
+    fixture: config.fixture,
+    evaluatorScript: config.evaluatorScript,
+    editable: [...config.editable],
+    resultsFile: manifest.results.file,
+    reportDir: manifest.results.reportDir,
+  }
+}
diff --git a/src/lib/autoresearch/module-loader.mjs b/src/lib/autoresearch/module-loader.mjs
new file mode 100644
index 0000000..13b4cd7
--- /dev/null
+++ b/src/lib/autoresearch/module-loader.mjs
@@ -0,0 +1,29 @@
+import { mkdtemp, rm, writeFile } from 'node:fs/promises'
+import os from 'node:os'
+import path from 'node:path'
+import { pathToFileURL } from 'node:url'
+
+import { build } from 'esbuild'
+
+export async function bundleAndImport(entryPath) {
+  const tempDir = await mkdtemp(path.join(os.tmpdir(), 'devtrends-autoresearch-'))
+  const outfile = path.join(tempDir, 'bundle.mjs')
+
+  try {
+    const result = await build({
+      entryPoints: [entryPath],
+      bundle: true,
+      format: 'esm',
+      platform: 'node',
+      write: false,
+      sourcemap: 'inline',
+      absWorkingDir: process.cwd(),
+      tsconfig: path.resolve(process.cwd(), 'tsconfig.json'),
+    })
+
+    await writeFile(outfile, result.outputFiles[0].text, 'utf8')
+    return await import(`${pathToFileURL(outfile).href}?t=${Date.now()}`)
+  } finally {
+    await rm(tempDir, { recursive: true, force: true })
+  }
+}
diff --git a/src/lib/autoresearch/routing-evaluator.mjs b/src/lib/autoresearch/routing-evaluator.mjs
new file mode 100644
index 0000000..052d033
--- /dev/null
+++ b/src/lib/autoresearch/routing-evaluator.mjs
@@ -0,0 +1,86 @@
+import { readFile } from 'node:fs/promises'
+import path from 'node:path'
+
+import { bundleAndImport } from './module-loader.mjs'
+
+function resolveFixturePath(fixturePath) {
+  return fixturePath ?? path.resolve(process.cwd(), 'autoresearch', 'fixtures', 'routing', 'baseline.json')
+}
+
+function scoreRoutingCase(testCase, routeTable) {
+  const route = routeTable[testCase.useCase]
+  const order = [route.preferredProvider, ...route.fallbackOrder]
+  const attemptedProviders = []
+  let chosenProvider = null
+  let chosenOutcome = null
+
+  for (const providerName of order) {
+    const outcome = testCase.providers[providerName]
+    if (!outcome || outcome.available === false) {
+      continue
+    }
+
+    attemptedProviders.push(providerName)
+
+    if (outcome.success) {
+      chosenProvider = providerName
+      chosenOutcome = outcome
+      break
+    }
+  }
+
+  const failures = []
+
+  if (!chosenProvider || !chosenOutcome) {
+    failures.push(`${testCase.id}: no provider satisfied the replay conditions`)
+  } else {
+    if (chosenProvider !== testCase.expectations.chosenProvider) {
+      failures.push(
+        `${testCase.id}: expected ${testCase.expectations.chosenProvider}, got ${chosenProvider}`,
+      )
+    }
+
+    if (chosenOutcome.qualityScore < testCase.expectations.minimumQualityScore) {
+      failures.push(`${testCase.id}: quality score ${chosenOutcome.qualityScore} below threshold`)
+    }
+
+    const maxLatencyMs = testCase.expectations.maxLatencyMs ?? route.maxLatencyMs
+    if (chosenOutcome.latencyMs > maxLatencyMs) {
+      failures.push(`${testCase.id}: latency ${chosenOutcome.latencyMs}ms exceeded ${maxLatencyMs}ms`)
+    }
+
+    if (chosenOutcome.costUsd > testCase.expectations.maxCostUsd) {
+      failures.push(`${testCase.id}: cost ${chosenOutcome.costUsd} exceeded ${testCase.expectations.maxCostUsd}`)
+    }
+  }
+
+  return {
+    id: testCase.id,
+    chosenProvider,
+    attemptedProviders,
+    passed: failures.length === 0,
+    score: failures.length === 0 ? testCase.weight : 0,
+    maxScore: testCase.weight,
+    failures,
+  }
+}
+
+export async function evaluateRoutingFixtureSet(fixturePath) {
+  const absoluteFixturePath = resolveFixturePath(fixturePath)
+  const fixture = JSON.parse(await readFile(absoluteFixturePath, 'utf8'))
+  const routerModule = await bundleAndImport(
+    path.resolve(process.cwd(), 'src', 'lib', 'ai', 'router.ts'),
+  )
+
+  const cases = fixture.cases.map((testCase) => scoreRoutingCase(testCase, routerModule.ROUTING_TABLE))
+  const failures = cases.flatMap((testCase) => testCase.failures)
+  const total = cases.reduce((sum, testCase) => sum + testCase.maxScore, 0)
+  const earned = cases.reduce((sum, testCase) => sum + testCase.score, 0)
+
+  return {
+    track: 'routing',
+    metric: Math.round((earned / total) * 10000) / 100,
+    failures,
+    cases,
+  }
+}
diff --git a/src/lib/autoresearch/runner.mjs b/src/lib/autoresearch/runner.mjs
new file mode 100644
index 0000000..7cba866
--- /dev/null
+++ b/src/lib/autoresearch/runner.mjs
@@ -0,0 +1,256 @@
+import { appendFile, copyFile, mkdir, readFile, writeFile } from 'node:fs/promises'
+import { execFile } from 'node:child_process'
+import path from 'node:path'
+import { promisify } from 'node:util'
+
+import { buildTrackRunPlan, getDefaultManifestPath, loadAutoresearchManifest, validateChangedFilesForTrack } from './manifest.mjs'
+import { evaluateScoringFixtureSet } from './scoring-evaluator.mjs'
+import { evaluateRoutingFixtureSet } from './routing-evaluator.mjs'
+
+const execFileAsync = promisify(execFile)
+
+function buildCommitMessage(track, description) {
+  return `autoresearch(${track}): ${description}`
+}
+
+async function getRepoChangedFiles() {
+  const { stdout } = await execFileAsync('git', ['status', '--porcelain=v1', '--untracked-files=all'], {
+    cwd: process.cwd(),
+  })
+
+  return stdout
+    .split(/\r?\n/)
+    .filter(Boolean)
+    .map((line) => line.slice(3).trim().replace(/\\/g, '/'))
+    .filter((line) => !line.startsWith('autoresearch/results.tsv') && !line.startsWith('autoresearch/reports/'))
+}
+
+async function getCommitHash() {
+  const { stdout } = await execFileAsync('git', ['rev-parse', '--short', 'HEAD'], {
+    cwd: process.cwd(),
+  })
+
+  return stdout.trim()
+}
+
+async function getCurrentBranch() {
+  const { stdout } = await execFileAsync('git', ['branch', '--show-current'], {
+    cwd: process.cwd(),
+  })
+
+  return stdout.trim()
+}
+
+function timestampSlug() {
+  return new Date().toISOString().replace(/[:.]/g, '-')
+}
+
+async function ensureResultsFile(manifest) {
+  const resultsPath = path.resolve(process.cwd(), manifest.results.file)
+  const templatePath = path.resolve(process.cwd(), manifest.results.template)
+
+  try {
+    await readFile(resultsPath, 'utf8')
+  } catch {
+    await mkdir(path.dirname(resultsPath), { recursive: true })
+    await copyFile(templatePath, resultsPath)
+  }
+
+  return resultsPath
+}
+
+async function runEvaluation(track, fixturePath) {
+  if (track === 'scoring') {
+    return evaluateScoringFixtureSet(path.resolve(process.cwd(), fixturePath))
+  }
+
+  return evaluateRoutingFixtureSet(path.resolve(process.cwd(), fixturePath))
+}
+
+function isProtectedBranch(branch) {
+  return branch === 'main' || branch === 'master'
+}
+
+async function readResultsEntries(resultsPath) {
+  try {
+    const raw = await readFile(resultsPath, 'utf8')
+    const lines = raw.split(/\r?\n/).filter(Boolean)
+
+    if (lines.length <= 1) return []
+
+    return lines.slice(1).map((line) => {
+      const [commit, track, metric, status, description, reportPath = ''] = line.split('\t')
+      return {
+        commit,
+        track,
+        metric: Number(metric),
+        status,
+        description,
+        reportPath,
+      }
+    })
+  } catch {
+    return []
+  }
+}
+
+function createGitOps() {
+  return {
+    async getBranch() {
+      return getCurrentBranch()
+    },
+    async getChangedFiles() {
+      return getRepoChangedFiles()
+    },
+    async getHeadCommit() {
+      return getCommitHash()
+    },
+    async addFiles(files) {
+      await execFileAsync('git', ['add', '--', ...files], { cwd: process.cwd() })
+    },
+    async commit(message) {
+      await execFileAsync('git', ['commit', '-m', message], { cwd: process.cwd() })
+    },
+    async resetHardToHeadParent() {
+      await execFileAsync('git', ['reset', '--hard', 'HEAD~1'], { cwd: process.cwd() })
+    },
+  }
+}
+
+function createLoggingOps(manifest) {
+  const resultsPath = path.resolve(process.cwd(), manifest.results.file)
+  const reportDir = path.resolve(process.cwd(), manifest.results.reportDir)
+
+  return {
+    async bestMetric(track) {
+      const entries = await readResultsEntries(resultsPath)
+      const kept = entries.filter((entry) => entry.track === track && entry.status === 'keep')
+
+      if (kept.length === 0) return null
+      return kept.reduce((max, entry) => Math.max(max, entry.metric), Number.NEGATIVE_INFINITY)
+    },
+    async writeReport(track, report) {
+      await mkdir(reportDir, { recursive: true })
+      const reportFilename = `${track}-${timestampSlug()}.json`
+      const reportPath = path.join(reportDir, reportFilename)
+      await writeFile(reportPath, JSON.stringify(report, null, 2), 'utf8')
+      return path.relative(process.cwd(), reportPath).replace(/\\/g, '/')
+    },
+    async appendResult({ commit, track, metric, status, description, reportPath }) {
+      await ensureResultsFile(manifest)
+      const row = [
+        commit,
+        track,
+        metric.toFixed(2),
+        status,
+        description.replace(/\t/g, ' '),
+        reportPath ?? '',
+      ].join('\t')
+      await appendFile(resultsPath, `${row}\n`, 'utf8')
+    },
+  }
+}
+
+export async function runAutoresearchIteration({
+  manifest,
+  track,
+  description,
+  git = createGitOps(),
+  logging = createLoggingOps(manifest),
+  evaluate = (_track, fixturePath) => runEvaluation(_track, fixturePath),
+}) {
+  const branch = await git.getBranch()
+  if (isProtectedBranch(branch)) {
+    throw new Error(`Autoresearch iteration requires a non-main branch. Current branch: ${branch}`)
+  }
+
+  const changedFiles = await git.getChangedFiles()
+  if (changedFiles.length === 0) {
+    throw new Error(`No changed files found for ${track}. Create a candidate diff before running the loop.`)
+  }
+
+  const blockedFiles = validateChangedFilesForTrack(manifest, track, changedFiles)
+  if (blockedFiles.length > 0) {
+    throw new Error(`Track ${track} may not edit: ${blockedFiles.join(', ')}`)
+  }
+
+  const bestMetric = await logging.bestMetric(track)
+  const baseCommit = await git.getHeadCommit()
+  await git.addFiles(changedFiles)
+  await git.commit(buildCommitMessage(track, description))
+
+  const commit = await git.getHeadCommit()
+  let reportPath = ''
+
+  try {
+    const report = await evaluate(track, manifest.tracks[track].fixture)
+    reportPath = await logging.writeReport(track, report)
+
+    const decision = bestMetric == null || report.metric > bestMetric ? 'keep' : 'discard'
+
+    await logging.appendResult({
+      commit,
+      track,
+      metric: report.metric,
+      status: decision,
+      description,
+      reportPath,
+    })
+
+    if (decision === 'discard') {
+      await git.resetHardToHeadParent()
+    }
+
+    return {
+      mode: 'iterate',
+      track,
+      branch,
+      baseCommit,
+      commit,
+      metric: report.metric,
+      previousBestMetric: bestMetric,
+      decision,
+      reportPath,
+      changedFiles,
+    }
+  } catch (error) {
+    await git.resetHardToHeadParent()
+    await logging.appendResult({
+      commit,
+      track,
+      metric: 0,
+      status: 'crash',
+      description: `${description} [crash: ${(error instanceof Error ? error.message : String(error)).replace(/\t/g, ' ')}]`,
+      reportPath,
+    })
+    throw error
+  }
+}
+
+export async function runAutoresearchTrack({
+  track,
+  dryRun = false,
+  status = 'candidate',
+  description = 'manual run',
+  manifestPath = getDefaultManifestPath(),
+}) {
+  const manifest = await loadAutoresearchManifest(manifestPath)
+  const plan = buildTrackRunPlan(manifest, track, dryRun)
+
+  if (dryRun) {
+    const changedFiles = await getRepoChangedFiles()
+    const blockedFiles = validateChangedFilesForTrack(manifest, track, changedFiles)
+    return {
+      mode: 'dry-run',
+      ...plan,
+      changedFiles,
+      blockedFiles,
+    }
+  }
+
+  return runAutoresearchIteration({
+    manifest,
+    track,
+    description,
+  })
+}
diff --git a/src/lib/autoresearch/scoring-evaluator.mjs b/src/lib/autoresearch/scoring-evaluator.mjs
new file mode 100644
index 0000000..e92ca71
--- /dev/null
+++ b/src/lib/autoresearch/scoring-evaluator.mjs
@@ -0,0 +1,136 @@
+import { readFile } from 'node:fs/promises'
+import path from 'node:path'
+
+import { bundleAndImport } from './module-loader.mjs'
+
+function resolveFixturePath(fixturePath) {
+  return fixturePath ?? path.resolve(process.cwd(), 'autoresearch', 'fixtures', 'scoring', 'baseline.json')
+}
+
+function compareValues(leftValue, operator, rightValue, tolerance = 0.000001) {
+  switch (operator) {
+    case 'gt':
+      return leftValue > rightValue
+    case 'gte':
+      return leftValue >= rightValue
+    case 'lt':
+      return leftValue < rightValue
+    case 'lte':
+      return leftValue <= rightValue
+    case 'eq':
+      return leftValue === rightValue
+    case 'approx':
+      return Math.abs(leftValue - rightValue) <= tolerance
+    default:
+      throw new Error(`Unsupported operator: ${operator}`)
+  }
+}
+
+function evaluateAssertions(subject, assertions, contextLabel) {
+  const failures = []
+
+  for (const assertion of assertions) {
+    const leftValue = assertion.left === 'sum'
+      ? Object.values(subject).reduce((sum, value) => sum + (typeof value === 'number' ? value : 0), 0)
+      : subject[assertion.left]
+    const rightValue = Object.prototype.hasOwnProperty.call(assertion, 'right')
+      ? (typeof assertion.right === 'string' ? subject[assertion.right] : assertion.right)
+      : assertion.value
+
+    if (!compareValues(leftValue, assertion.operator, rightValue, assertion.tolerance)) {
+      failures.push(
+        `${contextLabel}: expected ${assertion.left} ${assertion.operator} ${
+          Object.prototype.hasOwnProperty.call(assertion, 'right') ? assertion.right : assertion.value
+        }`,
+      )
+    }
+  }
+
+  return failures
+}
+
+function scoreSection(id, weight, failures) {
+  return {
+    id,
+    weight,
+    passed: failures.length === 0,
+    score: failures.length === 0 ? weight : 0,
+    failures,
+  }
+}
+
+export async function evaluateScoringFixtureSet(fixturePath) {
+  const absoluteFixturePath = resolveFixturePath(fixturePath)
+  const fixture = JSON.parse(await readFile(absoluteFixturePath, 'utf8'))
+
+  const adaptiveWeightsModule = await bundleAndImport(
+    path.resolve(process.cwd(), 'src', 'lib', 'scoring', 'adaptive-weights.ts'),
+  )
+  const momentumModule = await bundleAndImport(
+    path.resolve(process.cwd(), 'src', 'lib', 'scoring', 'enhanced-momentum.ts'),
+  )
+  const compositeModule = await bundleAndImport(
+    path.resolve(process.cwd(), 'src', 'lib', 'scoring', 'composite.ts'),
+  )
+
+  const sections = []
+  const failures = []
+
+  const weightFailures = []
+  for (const check of fixture.weights) {
+    const weights = adaptiveWeightsModule.getAdaptiveWeights(
+      check.input.category,
+      check.input.dataAgeDays,
+      check.input.dataCompleteness,
+    )
+    weightFailures.push(...evaluateAssertions(weights, check.assertions, check.id))
+  }
+  sections.push(scoreSection('weights', fixture.sectionWeights.weights, weightFailures))
+  failures.push(...weightFailures)
+
+  const momentumFailures = []
+  for (const check of fixture.momentum) {
+    const analysis = momentumModule.analyzeMomentum(check.scores)
+    momentumFailures.push(...evaluateAssertions(analysis, check.assertions, check.id))
+  }
+  sections.push(scoreSection('momentum', fixture.sectionWeights.momentum, momentumFailures))
+  failures.push(...momentumFailures)
+
+  const rankingFailures = []
+  for (const check of fixture.rankings) {
+    const computed = check.candidates.map((candidate) => {
+      const weights = adaptiveWeightsModule.getAdaptiveWeights(
+        candidate.category,
+        candidate.dataAgeDays,
+        candidate.dataCompleteness,
+      )
+      const result = compositeModule.computeCompositeScore(candidate.subScores, weights, candidate.category)
+      return {
+        id: candidate.id,
+        composite: result.composite,
+      }
+    })
+
+    const ranked = computed
+      .sort((left, right) => right.composite - left.composite)
+      .map((candidate) => candidate.id)
+
+    if (JSON.stringify(ranked) !== JSON.stringify(check.expectedOrder)) {
+      rankingFailures.push(
+        `${check.id}: expected ${check.expectedOrder.join(' > ')}, got ${ranked.join(' > ')}`,
+      )
+    }
+  }
+  sections.push(scoreSection('ranking', fixture.sectionWeights.ranking, rankingFailures))
+  failures.push(...rankingFailures)
+
+  const totalWeight = sections.reduce((sum, section) => sum + section.weight, 0)
+  const earned = sections.reduce((sum, section) => sum + section.score, 0)
+
+  return {
+    track: 'scoring',
+    metric: Math.round((earned / totalWeight) * 10000) / 100,
+    failures,
+    sections,
+  }
+}
diff --git a/src/lib/scoring/adaptive-weights.ts b/src/lib/scoring/adaptive-weights.ts
index 51ada75..90a9e73 100644
--- a/src/lib/scoring/adaptive-weights.ts
+++ b/src/lib/scoring/adaptive-weights.ts
@@ -64,10 +64,10 @@ export function getAdaptiveWeights(
   // Low completeness: reduce weight of dimensions more likely to be missing
   // (jobs data is often sparse for niche techs)
   if (dataCompleteness < 0.5) {
-    raw.jobs *= 0.8
-    raw.ecosystem *= 0.9
-    raw.github *= 1.1
-    raw.community *= 1.1
+    raw.jobs *= 0.75
+    raw.ecosystem *= 0.85
+    raw.github *= 1.12
+    raw.community *= 1.12
     if (isBlockchain && raw.onchain !== undefined) {
       raw.onchain *= 0.95
     }