Experiment 013: static packed Q4/Q6/Q8 adoption study

.github/workflows/ci.yml

@@ -31,24 +31,24 @@ jobs:
           python-version: "3.11"
           version: "0.11.31"
       - name: Install
-        run: uv pip install --system -e ".[dev,eval]"
+        run: uv sync --frozen --all-extras
       - name: Verify frozen MBPP confirmation
         run: |
-          recurquant verify-confirmation \
+          uv run --frozen recurquant verify-confirmation \
             evidence/mbpp-v02-confirmation.json \
             evidence/mbpp-v02-confirmation-manifest.json \
             --expect-artifact-sha256 70394c419298fc872cdd08e8aec12d17d5a56aa20f7d3c9f09fe8fdbf26c6ba9 \
             --expect-artifact-evidence-sha256 2a652df92f99fa81f785244d966829e909d31f200e5a1520b76e6b46fb45d3e0
       - name: Verify frozen StateLease Stage-A record
         run: >-
-          recurquant verify-statelease-stage-a
+          uv run --frozen recurquant verify-statelease-stage-a
           evidence/experiment012-statelease-stage-a-666.json
       - name: Lint
-        run: ruff check .
+        run: uv run --frozen ruff check .
       - name: Test
-        run: pytest
+        run: uv run --frozen pytest
       - name: Check generated README assets
-        run: python scripts/generate_readme_assets.py --check
+        run: uv run --frozen python scripts/generate_readme_assets.py --check
 
   package:
     name: Build wheel and sdist

.gitignore

@@ -9,6 +9,7 @@ __pycache__/
 .pytest-of-*/
 .pytest/
 .ruff_cache/
+.cache/
 .coverage
 htmlcov/
 dist/

.gitleaks.toml

@@ -45,6 +45,14 @@ regexes = [
   '''"[A-Za-z0-9_./-]+\.md"\s*:\s*"[0-9a-f]{64}"''',
 ]
 
+[[allowlists]]
+description = "Pinned public RULER Git blob object IDs"
+targetRules = ["generic-api-key"]
+regexTarget = "line"
+regexes = [
+  '''"scripts/[A-Za-z0-9_./-]+"\s*:\s*\(?"[0-9a-f]{40}"''',
+]
+
 [[allowlists]]
 description = "Dtype assertions on recurrent-state buffers"
 targetRules = ["generic-api-key"]

pyproject.toml

@@ -1,5 +1,5 @@
 [build-system]
-requires = ["hatchling>=1.27"]
+requires = ["hatchling==1.31.0"]
 build-backend = "hatchling.build"
 
 [project]
@@ -63,7 +63,7 @@ recurquant = "recurquant.cli:main"
 packages = ["src/recurquant"]
 
 [tool.pytest.ini_options]
-addopts = "-q --basetemp ./.pytest-ci"
+addopts = "-q --basetemp ../.pytest-recurquant"
 testpaths = ["tests"]
 
 [tool.ruff]

requirements/experiment013-calibration.txt

@@ -0,0 +1,42 @@
+# Exact Windows/Python 3.11 calibration environment accepted on 2026-08-02.
+# The official CUDA wheel is URL- and SHA-256-pinned because PyPI's Windows
+# wheel is not the required CUDA 13.0 build. The sealed runtime manifest binds
+# every installed file at point of use; this file freezes the resolved versions.
+annotated-doc==0.0.5
+anyio==4.14.2
+certifi==2026.7.22
+charset-normalizer==3.4.9
+click==8.4.2
+colorama==0.4.6
+filelock==3.32.2
+fsspec==2026.7.0
+h11==0.16.0
+hf-xet==1.5.2
+httpcore==1.0.9
+httpx==0.28.1
+huggingface-hub==1.26.0
+idna==3.18
+Jinja2==3.1.6
+markdown-it-py==4.2.0
+MarkupSafe==3.0.3
+mdurl==0.1.2
+mpmath==1.3.0
+networkx==3.6.1
+numpy==2.4.6
+packaging==26.2
+pyarrow==25.0.0
+Pygments==2.20.0
+PyYAML==6.0.3
+regex==2026.7.19
+requests==2.34.2
+rich==15.0.0
+safetensors==0.8.0
+shellingham==1.5.4
+sympy==1.14.0
+tokenizers==0.22.2
+torch @ https://download-r2.pytorch.org/whl/cu130/torch-2.13.0%2Bcu130-cp311-cp311-win_amd64.whl#sha256=45e97bd9bc0416f4f4190b5098c55119a389fa5a7c8bbf2639f08f1d04e0a0dc
+tqdm==4.70.0
+transformers==5.14.1
+typer==0.27.0
+typing-extensions==4.16.0
+urllib3==2.7.0

requirements/experiment013-ruler.txt

@@ -0,0 +1,40 @@
+# Complete tokenizer-only environment used to generate the frozen Experiment
+# 013 RULER receipts. PyTorch is intentionally absent: this environment must
+# not load model weights.
+annotated-doc==0.0.5
+anyio==4.14.2
+beautifulsoup4==4.15.0
+certifi==2026.7.22
+click==8.4.2
+colorama==0.4.6
+defusedxml==0.7.1
+filelock==3.32.2
+fsspec==2026.7.0
+h11==0.16.0
+hf-xet==1.5.2
+html2text==2025.4.15
+httpcore==1.0.9
+httpx==0.28.1
+huggingface-hub==1.26.0
+idna==3.18
+joblib==1.5.3
+markdown-it-py==4.2.0
+mdurl==0.1.2
+nltk==3.8.1
+numpy==2.4.6
+packaging==26.2
+pygments==2.20.0
+PyYAML==6.0.3
+regex==2026.7.19
+rich==15.0.0
+safetensors==0.8.0
+scipy==1.17.1
+shellingham==1.5.4
+soupsieve==2.9.1
+tenacity==9.1.4
+tokenizers==0.22.2
+tqdm==4.70.0
+transformers==5.14.1
+typer==0.27.0
+typing-extensions==4.16.0
+wonderwords==3.0.1

research/experiment013-parquet-materializations.json

@@ -0,0 +1,104 @@
+{
+  "datasets": {
+    "humaneval_plus": {
+      "conversion_revision": "1cf4467306a94e0828b355ff1f32e9222d2d588a",
+      "dataset_id": "evalplus/humanevalplus",
+      "failed": [],
+      "files": [
+        {
+          "config": "default",
+          "git_blob_oid": "9877db06683d4245bc39aed18ee7cbad013ba5fa",
+          "immutable_path": "default/test/0000.parquet",
+          "lfs_sha256": "4436f5c03d77c17e0cbc57543b90665b5c1266f55a43992a5ed7922cd34a7558",
+          "lfs_size_bytes": 2902210,
+          "logical_split": "test",
+          "size_bytes": 2902210
+        }
+      ],
+      "partial": false,
+      "pending": [],
+      "selected_splits": [
+        "test"
+      ],
+      "source_revision": "d32357cf319e50e9c8d8dab5ea876c72b0fd321b"
+    },
+    "pg19": {
+      "conversion_revision": "b3624dc44b60cb01e74876e8869234d2660812cf",
+      "dataset_id": "emozilla/pg19",
+      "failed": [],
+      "files": [
+        {
+          "config": "default",
+          "git_blob_oid": "00245b214ff9806a04f32debff0fd2e7b0737997",
+          "immutable_path": "default/partial-train/0000.parquet",
+          "lfs_sha256": "ea701af2e8a11bb8601150a47affff658452d687494dbed52a82d3b1fcf48811",
+          "lfs_size_bytes": 603127902,
+          "logical_split": "train",
+          "size_bytes": 603127902
+        },
+        {
+          "config": "default",
+          "git_blob_oid": "1169b6deb8c1cd46a46f0ae752b68806c9b5cca9",
+          "immutable_path": "default/partial-train/0001.parquet",
+          "lfs_sha256": "5c1c025f46b4a6b52b56167efeb89a2b9378f9ea8a50cdf5ddcbca8c4e17db1f",
+          "lfs_size_bytes": 526793959,
+          "logical_split": "train",
+          "size_bytes": 526793959
+        },
+        {
+          "config": "default",
+          "git_blob_oid": "b9413777553240574488fa36b74f4bd286c06719",
+          "immutable_path": "default/partial-train/0002.parquet",
+          "lfs_sha256": "80cc198a2ef5239bf22a496eb10e6afd6fba075c4f6dd3d26dae7ed82c3bb1ad",
+          "lfs_size_bytes": 576668259,
+          "logical_split": "train",
+          "size_bytes": 576668259
+        },
+        {
+          "config": "default",
+          "git_blob_oid": "08f92b1ad15eb9f90268fa7cf9823523f1fb056a",
+          "immutable_path": "default/partial-train/0003.parquet",
+          "lfs_sha256": "326718129b7d13a9f45ae8e6e68ae90d95c15bf40fa457a053716832e4d07c1c",
+          "lfs_size_bytes": 583939098,
+          "logical_split": "train",
+          "size_bytes": 583939098
+        },
+        {
+          "config": "default",
+          "git_blob_oid": "9cb48d05cf6568879582eb5bd894a7d1b34aee7b",
+          "immutable_path": "default/partial-train/0004.parquet",
+          "lfs_sha256": "c4dff8b2cd993d1bb6bded41eb0eef56dff5449753ea13c79e730b7a9e1f6907",
+          "lfs_size_bytes": 588756614,
+          "logical_split": "train",
+          "size_bytes": 588756614
+        },
+        {
+          "config": "default",
+          "git_blob_oid": "6a1b9b38d31ca025cbf06192a3dfd66067eb7571",
+          "immutable_path": "default/partial-train/0005.parquet",
+          "lfs_sha256": "9ab4d07d379720a9b18e7e3a060a948e2338b7aa338e9534a12d52fbc4fd8e2e",
+          "lfs_size_bytes": 321273724,
+          "logical_split": "train",
+          "size_bytes": 321273724
+        },
+        {
+          "config": "default",
+          "git_blob_oid": "3e86263f595fae38387a938ec882417649c2bbd4",
+          "immutable_path": "default/partial-validation/0000.parquet",
+          "lfs_sha256": "81680529564d4ead1c0e3859509a62d86c7126c32afc95dce6bd98e729e491ef",
+          "lfs_size_bytes": 10803864,
+          "logical_split": "validation",
+          "size_bytes": 10803864
+        }
+      ],
+      "partial": true,
+      "pending": [],
+      "selected_splits": [
+        "train",
+        "validation"
+      ],
+      "source_revision": "c021754c8e01c5b1cc83a1f549c1f97fbbb756b8"
+    }
+  },
+  "schema": "recurquant.experiment013.parquet-materializations.v1"
+}

scripts/capture_statelease_stage0.py

@@ -112,6 +112,11 @@
     "src/recurquant/confirmation.py",
     "src/recurquant/evaluation.py",
     "src/recurquant/evidence.py",
+    "src/recurquant/experiment013_calibration_api.py",
+    "src/recurquant/experiment013_parquet.py",
+    "src/recurquant/experiment013_qwen35_adapter.py",
+    "src/recurquant/experiment013_source.py",
+    "src/recurquant/experiment013_stage_a.py",
     "src/recurquant/finite_difference.py",
     "src/recurquant/fisher_sensitivity.py",
     "src/recurquant/horizon.py",
@@ -132,6 +137,9 @@
     "src/recurquant/rht.py",
     "src/recurquant/row_policy.py",
     "src/recurquant/signals.py",
+    "src/recurquant/static_q468.py",
+    "src/recurquant/static_q468_cache.py",
+    "src/recurquant/static_q468_calibration.py",
     "src/recurquant/statelease.py",
     "src/recurquant/statelease_artifact.py",
     "src/recurquant/statelease_baselines.py",