From 57e2897d69941a1de296df506e523840e0432abd Mon Sep 17 00:00:00 2001
From: magnaprog <132261408+magnaprog@users.noreply.github.com>
Date: Wed, 1 Jul 2026 22:30:49 -0700
Subject: [PATCH 1/3] fix: update msgpack and jupyterlab locks for security
 advisories

msgpack 1.2.0 to 1.2.1 resolves GHSA-6v7p-g79w-8964 (high: out-of-bounds
read / crash on Unpacker reuse after a caught error); msgpack ships in the
runtime container via the brokers extra. jupyterlab 4.5.8 to 4.6.1 resolves
GHSA-vmhf-c436-hxj4 (medium: stored XSS in the extension manager) and pulls
its dev-stack companions notebook 7.6.0 and jupyter-builder 1.0.2; these are
development tooling only and are not packaged or shipped.

Lock-level update only (neither package is a direct dependency);
requirements exports regenerated with the pinned Poetry toolchain.
Paper and expansion artifacts are regenerated in the follow-up commits
because poetry.lock is a release-critical fingerprinted input.
---
 poetry.lock                 | 188 ++++++++++++++++++++----------------
 requirements/brokers.lock   |   2 +-
 requirements/dev.lock       |   5 +-
 requirements/notebooks.lock |   5 +-
 requirements/runtime.lock   |   2 +-
 5 files changed, 112 insertions(+), 90 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 8cd91f3..9a8734e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2544,6 +2544,26 @@ jupyterlab = "*"
 nbconvert = "*"
 notebook = "*"
 
+[[package]]
+name = "jupyter-builder"
+version = "1.0.2"
+description = "JupyterLab build tools"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
+    {file = "jupyter_builder-1.0.2-py3-none-any.whl", hash = "sha256:b024f65d36e1d530542db597b00dd513261aa59842e0d0fbbb1015a9f1935e9c"},
+    {file = "jupyter_builder-1.0.2.tar.gz", hash = "sha256:6155d78a5325010532a6419ffcba89eac643fd1aa56ea83115e661924d6f6aab"},
+]
+
+[package.dependencies]
+jupyter-core = "*"
+traitlets = "*"
+
+[package.extras]
+dev = ["build", "hatch", "mypy", "pre-commit", "ruff (==0.15.11)"]
+test = ["copier (>=9.3,<10)", "coverage", "jinja2-time", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-cov"]
+
 [[package]]
 name = "jupyter-client"
 version = "8.9.1"
@@ -2715,14 +2735,14 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.5.8"
+version = "4.6.1"
 description = "JupyterLab computational environment"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
-    {file = "jupyterlab-4.5.8-py3-none-any.whl", hash = "sha256:7d514c856d0d607601ec7692374da4f26e2aaf3b6e7cd363136b422a50588d6c"},
-    {file = "jupyterlab-4.5.8.tar.gz", hash = "sha256:af54d7242cc689a1e6c3ad213cc9b6d9781787d9ec67c52ec9a8f4707088cadd"},
+    {file = "jupyterlab-4.6.1-py3-none-any.whl", hash = "sha256:85a58546c831f3dce6cf919468c26874c9065e99c42279fb4abb8e1b552a98bb"},
+    {file = "jupyterlab-4.6.1.tar.gz", hash = "sha256:75315982ed28427edaa62bb85eadb5105e4043a757643c910efd787fe6ed0837"},
 ]
 
 [package.dependencies]
@@ -2730,21 +2750,20 @@ async-lru = ">=1.0.0"
 httpx = ">=0.25.0,<1"
 ipykernel = ">=6.5.0,<6.30.0 || >6.30.0"
 jinja2 = ">=3.0.3"
+jupyter-builder = ">=1.0.2"
 jupyter-core = "*"
 jupyter-lsp = ">=2.0.0"
-jupyter-server = ">=2.4.0,<3"
+jupyter-server = ">=2.19.0,<3"
 jupyterlab-server = ">=2.28.0,<3"
 notebook-shim = ">=0.2"
 packaging = ">=23.2"
-setuptools = ">=41.1.0"
 tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.11.12)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.2.0)", "sphinx-copybutton"]
-docs-screenshots = ["altair (==6.0.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.3.post1)", "matplotlib (==3.10.0)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.15.1)"]
-test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.15.15)", "shellcheck-py"]
+docs-screenshots = ["altair (==6.0.0)", "ipykernel (<7.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.3.post1)", "matplotlib (==3.10.0)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.15.1)"]
+test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "pytest-xdist", "requests", "requests-cache", "virtualenv"]
 upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
 [[package]]
@@ -3393,79 +3412,79 @@ tests = ["pytest (>=4.6)"]
 
 [[package]]
 name = "msgpack"
-version = "1.2.0"
+version = "1.2.1"
 description = "MessagePack serializer"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
 markers = "extra == \"brokers\" or extra == \"all\""
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+    {file = "msgpack-1.2.1.tar.gz", hash = "sha256:04c721c2c7448767e9e3f2520a475663d8ee0f09c31890f6d2bd70fd636a9647"},
 ]
 
 [[package]]
@@ -3821,19 +3840,20 @@ test-extras = ["pytest-mpl", "pytest-randomly"]
 
 [[package]]
 name = "notebook"
-version = "7.5.7"
+version = "7.6.0"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
-    {file = "notebook-7.5.7-py3-none-any.whl", hash = "sha256:1f95f79d117e47d20b5555b5c85a397d2cfecf136978aaab767cf0314b09165b"},
-    {file = "notebook-7.5.7.tar.gz", hash = "sha256:d6d59288a25303b25e1dcb71e9b017ec3a785f7d92f38b9bc288ca1970d5b0a8"},
+    {file = "notebook-7.6.0-py3-none-any.whl", hash = "sha256:98aa2811b54ac191321d5dfce12ca700f8a511a33a26e4de2fa106a357c43d6a"},
+    {file = "notebook-7.6.0.tar.gz", hash = "sha256:ea13e79e601bf273074895fdfb17dd3f2da916d3c045e0b9c47d18b16ab62481"},
 ]
 
 [package.dependencies]
-jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.5.8,<4.6"
+jupyter-builder = ">=1.0.2,<2"
+jupyter-server = ">=2.19.0,<3"
+jupyterlab = ">=4.6.0,<4.7"
 jupyterlab-server = ">=2.28.0,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
@@ -3841,7 +3861,7 @@ tornado = ">=6.2.0"
 [package.extras]
 dev = ["hatch", "pre-commit"]
 docs = ["myst-parser", "nbsphinx", "pydata-sphinx-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["importlib-resources (>=5.0) ; python_version < \"3.10\"", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.28.0,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
+test = ["ipykernel", "jupyter-server[test] (>=2.19.0,<3)", "jupyterlab-server[test] (>=2.28.0,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
 
 [[package]]
 name = "notebook-shim"
diff --git a/requirements/brokers.lock b/requirements/brokers.lock
index ac7dc4c..4c28fd4 100644
--- a/requirements/brokers.lock
+++ b/requirements/brokers.lock
@@ -21,7 +21,7 @@ idna==3.18 ; python_version >= "3.11" and python_version < "3.15"
 joblib==1.5.3 ; python_version >= "3.11" and python_version < "3.15"
 kiwisolver==1.5.0 ; python_version >= "3.11" and python_version < "3.15"
 matplotlib==3.11.0 ; python_version >= "3.11" and python_version < "3.15"
-msgpack==1.2.0 ; python_version >= "3.11" and python_version < "3.15"
+msgpack==1.2.1 ; python_version >= "3.11" and python_version < "3.15"
 multidict==6.7.1 ; python_version >= "3.11" and python_version < "3.15"
 narwhals==2.22.1 ; python_version >= "3.11" and python_version < "3.15"
 nest-asyncio==1.6.0 ; python_version >= "3.11" and python_version < "3.15"
diff --git a/requirements/dev.lock b/requirements/dev.lock
index 0fe9dba..c3fa3d5 100644
--- a/requirements/dev.lock
+++ b/requirements/dev.lock
@@ -41,6 +41,7 @@ json5==0.14.0 ; python_version >= "3.11" and python_version < "3.15"
 jsonpointer==3.1.1 ; python_version >= "3.11" and python_version < "3.15"
 jsonschema-specifications==2025.9.1 ; python_version >= "3.11" and python_version < "3.15"
 jsonschema==4.26.0 ; python_version >= "3.11" and python_version < "3.15"
+jupyter-builder==1.0.2 ; python_version >= "3.11" and python_version < "3.15"
 jupyter-client==8.9.1 ; python_version >= "3.11" and python_version < "3.15"
 jupyter-console==6.6.3 ; python_version >= "3.11" and python_version < "3.15"
 jupyter-core==5.9.1 ; python_version >= "3.11" and python_version < "3.15"
@@ -52,7 +53,7 @@ jupyter==1.1.1 ; python_version >= "3.11" and python_version < "3.15"
 jupyterlab-pygments==0.3.0 ; python_version >= "3.11" and python_version < "3.15"
 jupyterlab-server==2.28.0 ; python_version >= "3.11" and python_version < "3.15"
 jupyterlab-widgets==3.0.16 ; python_version >= "3.11" and python_version < "3.15"
-jupyterlab==4.5.8 ; python_version >= "3.11" and python_version < "3.15"
+jupyterlab==4.6.1 ; python_version >= "3.11" and python_version < "3.15"
 kiwisolver==1.5.0 ; python_version >= "3.11" and python_version < "3.15"
 lark==1.3.1 ; python_version >= "3.11" and python_version < "3.15"
 markupsafe==3.0.3 ; python_version >= "3.11" and python_version < "3.15"
@@ -65,7 +66,7 @@ nbconvert==7.17.1 ; python_version >= "3.11" and python_version < "3.15"
 nbformat==5.10.4 ; python_version >= "3.11" and python_version < "3.15"
 nest-asyncio2==1.7.2 ; python_version >= "3.11" and python_version < "3.15"
 notebook-shim==0.2.4 ; python_version >= "3.11" and python_version < "3.15"
-notebook==7.5.7 ; python_version >= "3.11" and python_version < "3.15"
+notebook==7.6.0 ; python_version >= "3.11" and python_version < "3.15"
 numpy==2.4.6 ; python_version >= "3.11" and python_version < "3.15"
 overrides==7.7.0 ; python_version == "3.11"
 packaging==26.2 ; python_version >= "3.11" and python_version < "3.15"
diff --git a/requirements/notebooks.lock b/requirements/notebooks.lock
index d846224..5ee2a85 100644
--- a/requirements/notebooks.lock
+++ b/requirements/notebooks.lock
@@ -39,6 +39,7 @@ json5==0.14.0 ; python_version >= "3.11" and python_version < "3.15"
 jsonpointer==3.1.1 ; python_version >= "3.11" and python_version < "3.15"
 jsonschema-specifications==2025.9.1 ; python_version >= "3.11" and python_version < "3.15"
 jsonschema==4.26.0 ; python_version >= "3.11" and python_version < "3.15"
+jupyter-builder==1.0.2 ; python_version >= "3.11" and python_version < "3.15"
 jupyter-client==8.9.1 ; python_version >= "3.11" and python_version < "3.15"
 jupyter-console==6.6.3 ; python_version >= "3.11" and python_version < "3.15"
 jupyter-core==5.9.1 ; python_version >= "3.11" and python_version < "3.15"
@@ -50,7 +51,7 @@ jupyter==1.1.1 ; python_version >= "3.11" and python_version < "3.15"
 jupyterlab-pygments==0.3.0 ; python_version >= "3.11" and python_version < "3.15"
 jupyterlab-server==2.28.0 ; python_version >= "3.11" and python_version < "3.15"
 jupyterlab-widgets==3.0.16 ; python_version >= "3.11" and python_version < "3.15"
-jupyterlab==4.5.8 ; python_version >= "3.11" and python_version < "3.15"
+jupyterlab==4.6.1 ; python_version >= "3.11" and python_version < "3.15"
 kiwisolver==1.5.0 ; python_version >= "3.11" and python_version < "3.15"
 lark==1.3.1 ; python_version >= "3.11" and python_version < "3.15"
 markupsafe==3.0.3 ; python_version >= "3.11" and python_version < "3.15"
@@ -63,7 +64,7 @@ nbconvert==7.17.1 ; python_version >= "3.11" and python_version < "3.15"
 nbformat==5.10.4 ; python_version >= "3.11" and python_version < "3.15"
 nest-asyncio2==1.7.2 ; python_version >= "3.11" and python_version < "3.15"
 notebook-shim==0.2.4 ; python_version >= "3.11" and python_version < "3.15"
-notebook==7.5.7 ; python_version >= "3.11" and python_version < "3.15"
+notebook==7.6.0 ; python_version >= "3.11" and python_version < "3.15"
 numpy==2.4.6 ; python_version >= "3.11" and python_version < "3.15"
 overrides==7.7.0 ; python_version == "3.11"
 packaging==26.2 ; python_version >= "3.11" and python_version < "3.15"
diff --git a/requirements/runtime.lock b/requirements/runtime.lock
index 4861f6d..5e3cea0 100644
--- a/requirements/runtime.lock
+++ b/requirements/runtime.lock
@@ -30,7 +30,7 @@ lxml==6.1.1 ; python_version >= "3.11" and python_version < "3.15"
 markdown-it-py==4.2.0 ; python_version >= "3.11" and python_version < "3.15"
 matplotlib==3.11.0 ; python_version >= "3.11" and python_version < "3.15"
 mdurl==0.1.2 ; python_version >= "3.11" and python_version < "3.15"
-msgpack==1.2.0 ; python_version >= "3.11" and python_version < "3.15"
+msgpack==1.2.1 ; python_version >= "3.11" and python_version < "3.15"
 multidict==6.7.1 ; python_version >= "3.11" and python_version < "3.15"
 multitasking==0.0.13 ; python_version >= "3.11" and python_version < "3.15"
 narwhals==2.22.1 ; python_version >= "3.11" and python_version < "3.15"

From dddead6351d956223e2c7aecf959dd2d93388be9 Mon Sep 17 00:00:00 2001
From: magnaprog <132261408+magnaprog@users.noreply.github.com>
Date: Wed, 1 Jul 2026 22:40:12 -0700
Subject: [PATCH 2/3] fix: scope release cleanliness checks to release-critical
 paths

The dual-release flow documented in CLAUDE.md (commit source once, run the
expansion wrapper, then the paper wrapper, then commit generated artifacts)
was unsatisfiable for changed release-critical source: the paper wrapper
required a fully clean tracked tree AND an expansion manifest recording the
current HEAD as its source commit. A committed manifest cannot record the
commit that contains it, and running the expansion wrapper first leaves its
regenerated artifacts uncommitted, which the full-tree check rejected.

Both wrappers now scope their cleanliness checks to the release-critical
source paths they already fingerprint. Generation happens in a detached
worktree at the source commit, so artifact dirt in the working tree cannot
corrupt a release; uncommitted generator, schema, lock, or TeX changes are
still refused. This also makes each wrapper rerunnable after a failed
partner run without reverting regenerated artifacts.
---
 scripts/release_expansion_artifacts.sh | 32 +++++++++-------
 scripts/release_paper_artifacts.sh     | 52 ++++++++++++++------------
 2 files changed, 47 insertions(+), 37 deletions(-)

diff --git a/scripts/release_expansion_artifacts.sh b/scripts/release_expansion_artifacts.sh
index cdc8592..273ecdc 100755
--- a/scripts/release_expansion_artifacts.sh
+++ b/scripts/release_expansion_artifacts.sh
@@ -9,10 +9,25 @@ if [[ ! -x "${python_bin}" ]]; then
   printf '%s\n' "Python environment not found: ${python_bin}" >&2
   exit 1
 fi
-if ! git -C "${repo_root}" diff --quiet || \
-   ! git -C "${repo_root}" diff --cached --quiet; then
+# Generation runs from a detached worktree at the source commit, so only
+# uncommitted changes to release-critical source can corrupt a release.
+# Scoping the cleanliness check to those paths keeps the wrapper rerunnable
+# while regenerated artifacts sit uncommitted in the working tree.
+release_source_paths=(
+  quantcortex
+  schemas/canonical_target_tape.schema.json
+  pyproject.toml
+  poetry.lock
+  paper/preregistration.md
+  paper/expansion/protocol.json
+  scripts/fetch_expansion_data.py
+  scripts/release_expansion_artifacts.sh
+  scripts/run_expansion_experiments.py
+)
+if ! git -C "${repo_root}" diff --quiet -- "${release_source_paths[@]}" || \
+   ! git -C "${repo_root}" diff --cached --quiet -- "${release_source_paths[@]}"; then
   printf '%s\n' \
-    "commit tracked source changes before releasing expansion artifacts" >&2
+    "commit release-critical source changes before releasing expansion artifacts" >&2
   exit 1
 fi
 
@@ -36,17 +51,6 @@ done
 
 current_commit="$(git -C "${repo_root}" rev-parse HEAD)"
 reviewed_manifest="${repo_root}/paper/expansion/results/manifest.json"
-release_source_paths=(
-  quantcortex
-  schemas/canonical_target_tape.schema.json
-  pyproject.toml
-  poetry.lock
-  paper/preregistration.md
-  paper/expansion/protocol.json
-  scripts/fetch_expansion_data.py
-  scripts/release_expansion_artifacts.sh
-  scripts/run_expansion_experiments.py
-)
 
 if [[ -n "${QUANTCORTEX_EXPANSION_GENERATED_AT:-}" ]]; then
   source_commit="${current_commit}"
diff --git a/scripts/release_paper_artifacts.sh b/scripts/release_paper_artifacts.sh
index 9bfa7b1..2470a77 100755
--- a/scripts/release_paper_artifacts.sh
+++ b/scripts/release_paper_artifacts.sh
@@ -9,10 +9,36 @@ if [[ ! -x "${python_bin}" ]]; then
   printf '%s\n' "Python environment not found: ${python_bin}" >&2
   exit 1
 fi
-if ! git -C "${repo_root}" diff --quiet || \
-   ! git -C "${repo_root}" diff --cached --quiet; then
+
+# Generation runs from a detached worktree at the source commit, so only
+# uncommitted changes to release-critical source can corrupt a release.
+# Scoping the cleanliness check to those paths lets the paper release run
+# after the expansion wrapper has deposited regenerated artifacts in the
+# working tree, which the documented dual-release flow requires.
+release_source_paths=(
+  quantcortex
+  schemas
+  pyproject.toml
+  poetry.lock
+  scripts/build_paper.sh
+  scripts/generate_report.py
+  scripts/fetch_expansion_data.py
+  scripts/release_expansion_artifacts.sh
+  scripts/release_paper_artifacts.sh
+  scripts/run_expansion_experiments.py
+  scripts/run_paper_experiments.py
+  paper/main.tex
+  paper/anonymous.tex
+  paper/checklist.tex
+  paper/references.bib
+  paper/neurips_2026.sty
+  paper/preregistration.md
+  paper/expansion/protocol.json
+)
+if ! git -C "${repo_root}" diff --quiet -- "${release_source_paths[@]}" || \
+   ! git -C "${repo_root}" diff --cached --quiet -- "${release_source_paths[@]}"; then
   printf '%s\n' \
-    "commit tracked source changes before releasing paper artifacts" >&2
+    "commit release-critical source changes before releasing paper artifacts" >&2
   exit 1
 fi
 
@@ -88,26 +114,6 @@ else
     printf '%s\n' "reviewed source commit is unavailable" >&2
     exit 1
   fi
-  release_source_paths=(
-    quantcortex
-    schemas
-    pyproject.toml
-    poetry.lock
-    scripts/build_paper.sh
-    scripts/generate_report.py
-    scripts/fetch_expansion_data.py
-    scripts/release_expansion_artifacts.sh
-    scripts/release_paper_artifacts.sh
-    scripts/run_expansion_experiments.py
-    scripts/run_paper_experiments.py
-    paper/main.tex
-    paper/anonymous.tex
-    paper/checklist.tex
-    paper/references.bib
-    paper/neurips_2026.sty
-    paper/preregistration.md
-    paper/expansion/protocol.json
-  )
   if ! git -C "${repo_root}" diff --quiet \
     "${reviewed_source_commit}" "${current_commit}" -- \
     "${release_source_paths[@]}"; then

From c04004b9587edadad1b460c3f53a788a469adebd Mon Sep 17 00:00:00 2001
From: magnaprog <132261408+magnaprog@users.noreply.github.com>
Date: Wed, 1 Jul 2026 22:53:47 -0700
Subject: [PATCH 3/3] docs: regenerate release artifacts for updated dependency
 locks

Both releases regenerated from clean source commit dddead6 via the release
wrappers (expansion first, then paper), with fixed UTC timestamps. Every
economic CSV, figure, and target-tape hash is byte-identical to the prior
release; the only content change in either PDF is the source-tree digest
hex string in the reproducibility appendix (verified by pdftotext diff:
one line per document). Manifests record the new source commit, clean
worktree at start, and updated dependency-lock digest.
---
 docs/img/performance_manifest.json            |   8 ++++----
 paper/build_manifest.json                     |  10 +++++-----
 paper/expansion/results/manifest.json         |  10 +++++-----
 paper/quantcortex_audit_anonymous.pdf         | Bin 728819 -> 728812 bytes
 paper/quantcortex_audit_anonymous.sha256      |   2 +-
 paper/quantcortex_audit_neurips2026.pdf       | Bin 730912 -> 730907 bytes
 paper/quantcortex_audit_neurips2026.sha256    |   2 +-
 ...antcortex_audit_neurips2026.sources.sha256 |   6 +++---
 paper/results/generated_values.tex            |   2 +-
 paper/results/manifest.json                   |  14 +++++++-------
 10 files changed, 27 insertions(+), 27 deletions(-)

diff --git a/docs/img/performance_manifest.json b/docs/img/performance_manifest.json
index ecb5631..60f9f1f 100644
--- a/docs/img/performance_manifest.json
+++ b/docs/img/performance_manifest.json
@@ -1,18 +1,18 @@
 {
   "schema_version": 4,
-  "generated_at": "2026-06-18T23:53:33Z",
+  "generated_at": "2026-07-02T05:47:22Z",
   "generator": {
     "path": "scripts/generate_report.py",
     "script_sha256": "b536aa7fc5e4fe7df6c7ff28c0992629a489869eaec46486db7aff1cb946099b",
     "git": {
-      "source_commit": "e0443b8f77cd23aee8f1fa64a2bc237e47626c47",
+      "source_commit": "dddead6351d956223e2c7aecf959dd2d93388be9",
       "worktree_clean_at_start": true
     },
     "source_tree": {
-      "sha256": "441586b7f43e68245a94a797d291fa80f51bb413c3174651d2e3dada17f56d3a",
+      "sha256": "d0f255e6b88db78b61480a90312e6074b323eca8dd3456dd2a3ec275612f224e",
       "file_count": 109,
       "files": {
-        "poetry.lock": "c0fd02871263d959522bb3d3d4717cffa1b89bfa047f584c68b81c7ad7cbbb5b",
+        "poetry.lock": "d4e2e756f8ba3ca67ca0e7592c56d1e3c42303fd8b5af06dd52f25658d9e6ceb",
         "pyproject.toml": "eaeeb454c28bf7f6d9e530002bb7e88624b56b6c3e1fcb71e6414045cb9c42a0",
         "quantcortex/__init__.py": "14bf1ebdacd054c3738e4704d33da6709a39206463df8b8ced5376da342c4036",
         "quantcortex/alpha/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
diff --git a/paper/build_manifest.json b/paper/build_manifest.json
index 3ca9e27..4c6bcb4 100644
--- a/paper/build_manifest.json
+++ b/paper/build_manifest.json
@@ -1,18 +1,18 @@
 {
   "anonymous_pdf": {
     "path": "quantcortex_audit_anonymous.pdf",
-    "sha256": "cbcee2583ea2da700b259c108d9991061033a17dd97c11d0aab676396eabef7b"
+    "sha256": "7a7e5283b098957602eea34e38dde3ffe5b2968a622f4789e0ad8bdbe0c3bbb6"
   },
   "pdf": {
     "path": "quantcortex_audit_neurips2026.pdf",
-    "sha256": "9bf806b296b6bade747de580142545a9825e2d3107c6a55531ea1456932ad2a5"
+    "sha256": "cf50fea34c2020061d86815c586106de87f26c9e29af46336524b899d1365cc2"
   },
   "schema_version": 1,
-  "source_commit": "e0443b8f77cd23aee8f1fa64a2bc237e47626c47",
-  "source_date_epoch": 1781826790,
+  "source_commit": "dddead6351d956223e2c7aecf959dd2d93388be9",
+  "source_date_epoch": 1782970812,
   "source_manifest": {
     "path": "quantcortex_audit_neurips2026.sources.sha256",
-    "sha256": "51039d9c9da79353f3a26298189881f1669252496cf6dcf2e186bee5e94e9f22"
+    "sha256": "39e28d3967612a086eaab5d81bbb69023dbb939900c119f42d28cab3ec48a631"
   },
   "tectonic_bundle": {
     "name": "default_bundle_v33.tar",
diff --git a/paper/expansion/results/manifest.json b/paper/expansion/results/manifest.json
index 49f54be..34f753a 100644
--- a/paper/expansion/results/manifest.json
+++ b/paper/expansion/results/manifest.json
@@ -163,9 +163,9 @@
       }
     ]
   },
-  "generated_at": "2026-06-18T23:53:33Z",
+  "generated_at": "2026-07-02T05:40:12Z",
   "git": {
-    "source_commit": "e0443b8f77cd23aee8f1fa64a2bc237e47626c47",
+    "source_commit": "dddead6351d956223e2c7aecf959dd2d93388be9",
     "tracked_worktree_clean_at_start": true
   },
   "protocol": {
@@ -180,7 +180,7 @@
     "files": {
       "paper/expansion/protocol.json": "e49e41a12a19fa5404a573ba5e21eb8a2888e616985f8c610d9652866923315c",
       "paper/preregistration.md": "06f4407daed7bcd594e00bbf2751e7bd32c5d00eae530b2a6b2f66625b864162",
-      "poetry.lock": "c0fd02871263d959522bb3d3d4717cffa1b89bfa047f584c68b81c7ad7cbbb5b",
+      "poetry.lock": "d4e2e756f8ba3ca67ca0e7592c56d1e3c42303fd8b5af06dd52f25658d9e6ceb",
       "pyproject.toml": "eaeeb454c28bf7f6d9e530002bb7e88624b56b6c3e1fcb71e6414045cb9c42a0",
       "quantcortex/__init__.py": "14bf1ebdacd054c3738e4704d33da6709a39206463df8b8ced5376da342c4036",
       "quantcortex/alpha/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
@@ -290,9 +290,9 @@
       "quantcortex/timing/vix_scaler.py": "a3667424e5573fb289e63c26c69da6a68d6c943742359f0466d29b25c56e3686",
       "schemas/canonical_target_tape.schema.json": "4f1c0bf6d5360305d2982adea78de3f61c4bc1ebae9207cb2ba2bd4379b43d44",
       "scripts/fetch_expansion_data.py": "678b5c7fcc1b89e333fc5298b1fdaeb8994de713bc7b2b5ed461e1ec1eb94403",
-      "scripts/release_expansion_artifacts.sh": "6d5da5f2a3c744d248f388249a0e956ec12c4f99995c3872238bdd3bf4472ae5",
+      "scripts/release_expansion_artifacts.sh": "c66de150012bc2ad4ea06f65e2f8993a564c003c717e3b220cf6c2f665d363e0",
       "scripts/run_expansion_experiments.py": "df9932dc67a1e1151faebc5dfd742f0aa622dfcf8093ce5ef9c55d9be4fbaf59"
     },
-    "sha256": "91c1957542d9397c0478985389ba2236d94eaa78f81c31c517c298e92fcd733d"
+    "sha256": "3aeaab12c2c63f8022700be3a45978b4ca4f429703fde4566877eb4f2c830f0f"
   }
 }
diff --git a/paper/quantcortex_audit_anonymous.pdf b/paper/quantcortex_audit_anonymous.pdf
index 432b45fc6fb92099fafe5c1fb57e78808f0811d6..cfd8337f03a86ab32d41c4db4c72fd3df5f3830c 100644
GIT binary patch
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diff --git a/paper/quantcortex_audit_anonymous.sha256 b/paper/quantcortex_audit_anonymous.sha256
index 77fc144..42b9e73 100644
--- a/paper/quantcortex_audit_anonymous.sha256
+++ b/paper/quantcortex_audit_anonymous.sha256
@@ -1 +1 @@
-cbcee2583ea2da700b259c108d9991061033a17dd97c11d0aab676396eabef7b  quantcortex_audit_anonymous.pdf
+7a7e5283b098957602eea34e38dde3ffe5b2968a622f4789e0ad8bdbe0c3bbb6  quantcortex_audit_anonymous.pdf
diff --git a/paper/quantcortex_audit_neurips2026.pdf b/paper/quantcortex_audit_neurips2026.pdf
index 1e8cb8728f57de37a5c531c572d8930eca5c05fb..baf7f0248446fe8ef1804223c9a615c445f000c5 100644
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diff --git a/paper/quantcortex_audit_neurips2026.sha256 b/paper/quantcortex_audit_neurips2026.sha256
index 3f6d8bc..3281168 100644
--- a/paper/quantcortex_audit_neurips2026.sha256
+++ b/paper/quantcortex_audit_neurips2026.sha256
@@ -1 +1 @@
-9bf806b296b6bade747de580142545a9825e2d3107c6a55531ea1456932ad2a5  quantcortex_audit_neurips2026.pdf
+cf50fea34c2020061d86815c586106de87f26c9e29af46336524b899d1365cc2  quantcortex_audit_neurips2026.pdf
diff --git a/paper/quantcortex_audit_neurips2026.sources.sha256 b/paper/quantcortex_audit_neurips2026.sources.sha256
index 21c658d..0282f6a 100644
--- a/paper/quantcortex_audit_neurips2026.sources.sha256
+++ b/paper/quantcortex_audit_neurips2026.sources.sha256
@@ -4,11 +4,11 @@ c2b36aafee0ad2e3ac631e05a5fc1b20e1acce10dd0b4758667f0a809cafff51  checklist.tex
 62609e68cbc90516cf19a46d52f80bf07ab0a4751880e4c078cc9be4ba842a5c  references.bib
 0c1ad36961fcd9198dcc2558cf2793e1df39973bde8264fd701f5e7970672757  neurips_2026.sty
 06f4407daed7bcd594e00bbf2751e7bd32c5d00eae530b2a6b2f66625b864162  preregistration.md
-c18f94e5566cfaf6336a01db507763dc48e8ce4a8fbec2cbdcd34555ae14fc37  results/generated_values.tex
-8847942a3b68fe2ad0311bb4525907b26558892e7cfb6bcde16b0ee23b82046b  results/manifest.json
+32e1a703329d6767d4184a940009c158a723738ba53c7de0ecc57bfac861da9b  results/generated_values.tex
+105d350319bac9a92bfb746d10da7414ad7de43140b69f6987ec5b54eca4c713  results/manifest.json
 e49e41a12a19fa5404a573ba5e21eb8a2888e616985f8c610d9652866923315c  expansion/protocol.json
 2dbaa11bfdd9a1936b45114f61bd96c53e3d57eefe103a75c488352486c0e2f9  expansion/results/generated_values.tex
-838a143d4b153370c44a0240ca359ce66d7356cb2bd18e81158f972a454935a4  expansion/results/manifest.json
+1db304ba19a96ac6890c3b6bec2bb7dc13793bf1298af990712b03ce617c4066  expansion/results/manifest.json
 18608aa1250c4554b2e27b507211f764fdf1ec1fb8e4b9f09e080601505e2e3a  figures/accounting_summary.pdf
 6765f7d1f827577ba648af7545d006ef7f005f0091194605c6130100215ac18c  figures/audit_protocol.pdf
 19df4c9eabe88add863ed4be4e9315aa0084b833be9deb4d5bb7633e769ced07  figures/bootstrap_robustness.pdf
diff --git a/paper/results/generated_values.tex b/paper/results/generated_values.tex
index aa0ba40..d83ba96 100644
--- a/paper/results/generated_values.tex
+++ b/paper/results/generated_values.tex
@@ -4,7 +4,7 @@
 \newcommand{\PaperRequiredWarmupSessions}{274}
 \newcommand{\PaperBootstrapReplications}{5,000}
 \newcommand{\PaperInputDigest}{efb384a62157e56a0cd8065abf45c1ed07d90ec26c681e5d54d74fe4cb9c55e1}
-\newcommand{\PaperSourceTreeDigest}{e5cbb756404c6776eb5945a1590664bb91b22dc7b0daea22efbf80a5be78c6b2}
+\newcommand{\PaperSourceTreeDigest}{5bf7019e1a5f23262701fa5d8e02780c9f274a9b12821a4323818fd282efd295}
 \newcommand{\PaperNetCAGR}{1.40\%}
 \newcommand{\PaperGrossCAGR}{3.17\%}
 \newcommand{\PaperCashCAGR}{2.50\%}
diff --git a/paper/results/manifest.json b/paper/results/manifest.json
index 3720c01..05f5a98 100644
--- a/paper/results/manifest.json
+++ b/paper/results/manifest.json
@@ -20,7 +20,7 @@
     "results/cost_sensitivity.csv": "25b9969cf8ecdabd19e7761ad2973252c9f5b9f994b6dc147595a2a112c24d88",
     "results/engine_comparison.csv": "ea0322dcd2aa4a1eb3b5996045c3a4b2ed25a85684a578ee788b013b99b643cd",
     "results/evaluation_contract.json": "77ee05ce64622ef9ba1bfbd7dae85c4f6fd44f07db0b21feaf6b3e0e418673e7",
-    "results/generated_values.tex": "c18f94e5566cfaf6336a01db507763dc48e8ce4a8fbec2cbdcd34555ae14fc37",
+    "results/generated_values.tex": "32e1a703329d6767d4184a940009c158a723738ba53c7de0ecc57bfac861da9b",
     "results/protocol_switches.csv": "20d5a0dc37e07a20c1f2772c8e9940ff6464ef1da98692edd5fdb06531bc2393",
     "results/return_decomposition.csv": "53a84aa9b91c92f0037e48dc09154807cbf003ccf0038f39da8406108bf709cc",
     "results/sharpe_uncertainty.csv": "aead873ced9b25c76c6944aa6e3ba0901ade65c784fa5cb8cc10ad1c6c01f136",
@@ -240,14 +240,14 @@
     "path": "results/evaluation_contract.json",
     "schema_version": 1
   },
-  "generated_at": "2026-06-18T23:53:33Z",
+  "generated_at": "2026-07-02T05:47:22Z",
   "generator": {
     "dependency_lock": {
       "path": "poetry.lock",
-      "sha256": "c0fd02871263d959522bb3d3d4717cffa1b89bfa047f584c68b81c7ad7cbbb5b"
+      "sha256": "d4e2e756f8ba3ca67ca0e7592c56d1e3c42303fd8b5af06dd52f25658d9e6ceb"
     },
     "git": {
-      "source_commit": "e0443b8f77cd23aee8f1fa64a2bc237e47626c47",
+      "source_commit": "dddead6351d956223e2c7aecf959dd2d93388be9",
       "worktree_clean_at_start": true
     },
     "packages": {
@@ -265,7 +265,7 @@
     "source_tree": {
       "file_count": 112,
       "files": {
-        "poetry.lock": "c0fd02871263d959522bb3d3d4717cffa1b89bfa047f584c68b81c7ad7cbbb5b",
+        "poetry.lock": "d4e2e756f8ba3ca67ca0e7592c56d1e3c42303fd8b5af06dd52f25658d9e6ceb",
         "pyproject.toml": "eaeeb454c28bf7f6d9e530002bb7e88624b56b6c3e1fcb71e6414045cb9c42a0",
         "quantcortex/__init__.py": "14bf1ebdacd054c3738e4704d33da6709a39206463df8b8ced5376da342c4036",
         "quantcortex/alpha/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
@@ -375,10 +375,10 @@
         "quantcortex/timing/vix_scaler.py": "a3667424e5573fb289e63c26c69da6a68d6c943742359f0466d29b25c56e3686",
         "schemas/canonical_target_tape.schema.json": "4f1c0bf6d5360305d2982adea78de3f61c4bc1ebae9207cb2ba2bd4379b43d44",
         "schemas/evaluation_contract.schema.json": "970f24f587e669925306625d12c5a84dffd03ff5b222a59905849b2fa222784f",
-        "scripts/release_paper_artifacts.sh": "cbbde7be2dbe5fa51da153ded2d5f27a8e35a4844a5f658584fe527db5370fbd",
+        "scripts/release_paper_artifacts.sh": "410b1f444ce242b94fa9ba7bcf5868fcc74ad664f2c24f9503d4f3a230e8b38c",
         "scripts/run_paper_experiments.py": "922bf3c414e0eadca5c13ee831528347dd83a0cd174efbdf15a987b511845de5"
       },
-      "sha256": "e5cbb756404c6776eb5945a1590664bb91b22dc7b0daea22efbf80a5be78c6b2"
+      "sha256": "5bf7019e1a5f23262701fa5d8e02780c9f274a9b12821a4323818fd282efd295"
     },
     "threadpools": [
       {