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 432b45f..cfd8337 100644
Binary files a/paper/quantcortex_audit_anonymous.pdf and b/paper/quantcortex_audit_anonymous.pdf differ
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 1e8cb87..baf7f02 100644
Binary files a/paper/quantcortex_audit_neurips2026.pdf and b/paper/quantcortex_audit_neurips2026.pdf differ
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": [
       {
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\""
 files = [
-    {file = "msgpack-1.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ed8c9495a0f12d17a2b4b69e23f895b88f26aabe40911c86594d3fbddecfff08"},
-    {file = "msgpack-1.2.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d7384859c90b45a28a4b31aa50b49cca84504c9f27df459cea6e072627650dcb"},
-    {file = "msgpack-1.2.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:63b35e8e65f04ff7ad5c9c70885da587c74f51e4b4eb3db624eac6d250e8cf59"},
-    {file = "msgpack-1.2.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9004c5a02acd3eca4e15e1ae7b461c32e3711105a28b1ad78be2f6facff4c523"},
-    {file = "msgpack-1.2.0-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7e2032dacb0a973fcbf7bd088415a369dae31c5af40e199d234806be22e86765"},
-    {file = "msgpack-1.2.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:c1feb100651fbe4b39826207cb20af065dfbfbfa43b1bafd7eaa2252abf7acfd"},
-    {file = "msgpack-1.2.0-cp310-cp310-musllinux_1_2_riscv64.whl", hash = "sha256:82487709d4c597d252311a65370220675fb1cc859e7da9269a3060c03ac02cf6"},
-    {file = "msgpack-1.2.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:0268c67a74f5f913f545a0fdbbfaa3f6ebcf23b4c3209bb99704a2ea87e13f90"},
-    {file = "msgpack-1.2.0-cp310-cp310-win32.whl", hash = "sha256:7df87173b0e13ddd134919731f13525dbbf75204145597decf1cb86887ebb492"},
-    {file = "msgpack-1.2.0-cp310-cp310-win_amd64.whl", hash = "sha256:6371edb47788fbfd8a22016f9a97b5616dd9849bc50abcbb8e82d38f71efa096"},
-    {file = "msgpack-1.2.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:ec35cd3f127f50806aa10c3f74bf27b749f13ddf1d2217964ada8f38042d1653"},
-    {file = "msgpack-1.2.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:317eb298297121bfad9173d748124a04a36af27b6ac39c2bbc1db1ce57608dcf"},
-    {file = "msgpack-1.2.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:50fe6434de89073273026dd032a62e8b63f8857a261d7a2df5b07c9e72f3a8f7"},
-    {file = "msgpack-1.2.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:106c6d333ff3d4eda075b7d4b9695d1752c5bcc635e40d0dbaf4e276c9ed80e1"},
-    {file = "msgpack-1.2.0-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:67055a611e871cb1bd0acb732f2e9f64ca8155ca0bba1d0a5bb362e7209e5541"},
-    {file = "msgpack-1.2.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:ceec7f8e633d5a4b4a32b0416bef90ee3cd1017ea36247f705e523072e576119"},
-    {file = "msgpack-1.2.0-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:7ec5851160a3c2c0f77d68ddec620318cd8e7d88d94f9c058190e8ce0dfa1d31"},
-    {file = "msgpack-1.2.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:dd7140f7b09dbe1984a0dff3189375d840247e3e4cf4ac45c5a499b3b599c8d2"},
-    {file = "msgpack-1.2.0-cp311-cp311-win32.whl", hash = "sha256:cbfd54018d386da0951c7a2be13de0f58559d251313e613b2155e52ed1cbd8f1"},
-    {file = "msgpack-1.2.0-cp311-cp311-win_amd64.whl", hash = "sha256:653373c4614c31463ba486a67776e4bb396af289921bd5353e209534b71467fa"},
-    {file = "msgpack-1.2.0-cp311-cp311-win_arm64.whl", hash = "sha256:7a260aea1e5e7d6c7f1d9284c7360d29021627b61dc4dd7df144b81210810537"},
-    {file = "msgpack-1.2.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e2d6047ccd11a12c96a69f2bfe026471abef67334c3d0494a93e5310e45140a2"},
-    {file = "msgpack-1.2.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0347e3ac0dfee99086d3b68fe959da3f5f657c0019ddbaeaaa259a85f8603422"},
-    {file = "msgpack-1.2.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:25552ff1f2ff3dc8333e27eabb94f702da5929ed0e07969688194a3e9f12e151"},
-    {file = "msgpack-1.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a0d94420d9d52c56568159a69200af7e45eadb29615fa9d09fada140de1c38c7"},
-    {file = "msgpack-1.2.0-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:d16e1f2db4a9eebc07b7cc91898d71e710f2eed8358711a605fee802caff8923"},
-    {file = "msgpack-1.2.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e9cb2e700e85f1e27bbb5c9de6cc1c9a4bc5ac64d5404bdcbcb37a0dc7a947a3"},
-    {file = "msgpack-1.2.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:717d0b166dd176a5f786aeafff081f6439680acf5af193eb63e6266c12b04d3d"},
-    {file = "msgpack-1.2.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e87c7a21654d18111eb1a89bd5c42baba42e61887365d9e89585e112b4203f9e"},
-    {file = "msgpack-1.2.0-cp312-cp312-win32.whl", hash = "sha256:967e0c891f5f23ab65762f2e5dc95922759c79f1ef99ef4c7e1fdd863e0d0af9"},
-    {file = "msgpack-1.2.0-cp312-cp312-win_amd64.whl", hash = "sha256:6c23e33cee28dcffa112ae205661da4636fd7b06bd9ad1559a890623b92d060b"},
-    {file = "msgpack-1.2.0-cp312-cp312-win_arm64.whl", hash = "sha256:6eeb771571f63f68045433b1a35c0256b946f31ed62f006997e40b8ad8b735af"},
-    {file = "msgpack-1.2.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:3a1d30df1f302f2b7a7404afbac2ab76d510036c34cf34dffb01f704a7288e45"},
-    {file = "msgpack-1.2.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:581e317112260d8ca488d490cad9290a5682276f309c41c7de237a85ed8799c8"},
-    {file = "msgpack-1.2.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c6827d12eacc16873eba62408a1b7bbe8ecfb4a8f7ed78a631ae9bae6ad43cf2"},
-    {file = "msgpack-1.2.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a186027e4279efa4c8bf06ce30605498d7d0d3af0fba0b9799dce85a3fd4a93c"},
-    {file = "msgpack-1.2.0-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a96142c14a11cf1a509e8b9aaf72858a3b742b7613e095ce646913e88ce7bd99"},
-    {file = "msgpack-1.2.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:50c220579b68a6085b95408b2eaa486b259520f55d8e363ddc9b5d7ba5a6ac6d"},
-    {file = "msgpack-1.2.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:4dcb9d12ab100ecacdfaaf37a3d72fe8392eacc7054afc1916b12d1b747c8446"},
-    {file = "msgpack-1.2.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a804727188ab0ebb237fadb303b743f04925a69d8c3247292d1e33e679767c15"},
-    {file = "msgpack-1.2.0-cp313-cp313-win32.whl", hash = "sha256:1a1ac6ae1fe23298f79380e7b144c8a454e5d05616b0096584f353ba2d750114"},
-    {file = "msgpack-1.2.0-cp313-cp313-win_amd64.whl", hash = "sha256:1c3c80949d79578f9dc85fd9fb91edfe6694e8a729cd5744634d59d8455fdde3"},
-    {file = "msgpack-1.2.0-cp313-cp313-win_arm64.whl", hash = "sha256:fcf8f76fa587c2395fd0057c7232dbf071241f9ad280b235adb7ab585289989e"},
-    {file = "msgpack-1.2.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:f854fa1a8b55d75d82ef9a905d9cdbeffdf7897c088f6020bd221867da5e56a5"},
-    {file = "msgpack-1.2.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:e90df581f80f53b372d5d9d9349078d729851a3a0d0bd74f53ccb598d01e45b8"},
-    {file = "msgpack-1.2.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b276ed50d8ac75d1f134a433ae79af8557d0fa25ee5b4737da533dfc2ce382e8"},
-    {file = "msgpack-1.2.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:544d972459c92aa32e63b800d07c2d9cf2734a3be29cee3a0b478a622850e9f5"},
-    {file = "msgpack-1.2.0-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a070147cc2cf6b8a891734e0f5c8fe8f70ed8739ab30ba140b058005a6e86af4"},
-    {file = "msgpack-1.2.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7685e23b0f51745a751629c31713fbefdef8896b31b2bb38299dfa4ae6c0740c"},
-    {file = "msgpack-1.2.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:b9204daeee8d91a7ae5acf2d2a8e3983be9a3025f38aa21bfaefbd7eea84a7dc"},
-    {file = "msgpack-1.2.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:bfc057248609742ebbabf6bcd27fea4fd99c4980584e613c168c9b002318298f"},
-    {file = "msgpack-1.2.0-cp314-cp314-win32.whl", hash = "sha256:a3faa7edf2388337ae849239878e92f0298b4dab4488e4f1834062f9d0c410c9"},
-    {file = "msgpack-1.2.0-cp314-cp314-win_amd64.whl", hash = "sha256:1a3effc392a57744e4681e55d05f97d5ee7b598747d718340a9b4b8a970c40e1"},
-    {file = "msgpack-1.2.0-cp314-cp314-win_arm64.whl", hash = "sha256:56a318f7df6bec7b40928d6b0519961f20a510d8baabf6baa393a70444588f0a"},
-    {file = "msgpack-1.2.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:afa4a65ab2097795e771a74a3a81ea49534aaeba874eaf426a3332268e045ae6"},
-    {file = "msgpack-1.2.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:409550770632bb28daa70a11d0ed5763f7db38f40b06f7db9f11dd2794d01102"},
-    {file = "msgpack-1.2.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bf47e3cd11ce044965a9736a322afdd390b31ed602d1c1b10211d1a841f1d587"},
-    {file = "msgpack-1.2.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:204bc9f5d6e59c1718c0a4a84fc8ff71b5b4562faac257c1a68bca611ecf9b72"},
-    {file = "msgpack-1.2.0-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:610154307b27267266368bc1d1c7bb8aeb71da7be9356d403cb2442d9e6399f5"},
-    {file = "msgpack-1.2.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:6799f157bb63e79f11e2e590cfdb28423fc18dd60c270c3914b5b4586ae36f7e"},
-    {file = "msgpack-1.2.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:72bd844902cf0a5ac3af2ef742f253cd0b1e5bcd184f49b4fb9a6a1f7bf305e8"},
-    {file = "msgpack-1.2.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:3c0bd450f78d0d81722c80da6cdbf674a856967870a9db2f6c4debc4d8b3c67c"},
-    {file = "msgpack-1.2.0-cp314-cp314t-win32.whl", hash = "sha256:378caf74c4c718dfc17590ce68a6d710ed398ff6fcf08237de23b77755730b55"},
-    {file = "msgpack-1.2.0-cp314-cp314t-win_amd64.whl", hash = "sha256:553b42598165c4dd3235994fd6e4b0dfb1ce5f3fd33d94ba9609442643015f38"},
-    {file = "msgpack-1.2.0-cp314-cp314t-win_arm64.whl", hash = "sha256:2825bb1da548d214ab8a810906b7dd69a10f3838b615a2cc46e5172d3cb44f6e"},
-    {file = "msgpack-1.2.0.tar.gz", hash = "sha256:8e17af38197bf58e7e819041678f6178f4491493f5b8c8580414f40f7c2c3c41"},
+    {file = "msgpack-1.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8c7b398c56ff125feae96c2737abfec5595f1fa0aa186df60c56040b8accb95c"},
+    {file = "msgpack-1.2.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1548006a91aa93c5da81f3bdcebc1a0d10cea2d25969754fbe848da622b2b895"},
+    {file = "msgpack-1.2.1-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1dabedcd0f23559f3596428c6589c1cd8c6eaed3a0d720795b07b0225d769203"},
+    {file = "msgpack-1.2.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:83efa1c898e0fc5380fc0cabbf75164c52e3b5cbb45973710d75821928380c73"},
+    {file = "msgpack-1.2.1-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:01e2dd6c9b19d333a00282330cc8a73d38d8dabc306dc5b42cd668c3ac82e833"},
+    {file = "msgpack-1.2.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:350cb813d0af6e65d2f7ef0d729f7ff5be5a8bce03665892f43e5883d4ecc1b8"},
+    {file = "msgpack-1.2.1-cp310-cp310-musllinux_1_2_riscv64.whl", hash = "sha256:ee1d9ed27d0497b848923746cf762ed2e7db24f4be7eec8e5cbe8c766aa707b7"},
+    {file = "msgpack-1.2.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:633727297ed063441fd1cda2288865487f33ad14eeb8831afb5f0c396a62cfce"},
+    {file = "msgpack-1.2.1-cp310-cp310-win32.whl", hash = "sha256:298872ecf9e61950f1c6af4ca969b859ee91783bb920ef6e6172697d0c8aad74"},
+    {file = "msgpack-1.2.1-cp310-cp310-win_amd64.whl", hash = "sha256:2ff164c1b0bcb740b073b99e945234d0212852fa378e44a208c425379140dbeb"},
+    {file = "msgpack-1.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:29a3f6e9667868429d8240dfd063ea5ffdc1321c13d783aa23827a38de0dcb22"},
+    {file = "msgpack-1.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:aded5bdf32609dc7987a49bbbd15a8ef096193f96dd8bbeb791de729e650acf5"},
+    {file = "msgpack-1.2.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:146ee4e9ce80b365c6d4c47073da9da7bcec473e58194ceee5dd7620ace77e06"},
+    {file = "msgpack-1.2.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a28d076ca7c82b9c8728ad90b7147489449557038bed50e4241eb832395169b4"},
+    {file = "msgpack-1.2.1-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7d31c0ac0c640f877804c67cb2bc9f4e23dc2db97e96c2e67fa27d38283b41f8"},
+    {file = "msgpack-1.2.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:8ff92d7feeaf5bc26c51495b69e2f99ed97ab79346fb6555f44be7dd2ac6503b"},
+    {file = "msgpack-1.2.1-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:779197a6513bab3c3632265e3d0f7cb3227e62510841a6f34f1eaa37efbb345e"},
+    {file = "msgpack-1.2.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:67f6dd22fa72a93752643f07889796d62739a13415ee630169a8ce764f86cf9f"},
+    {file = "msgpack-1.2.1-cp311-cp311-win32.whl", hash = "sha256:91054a783328e0ea7954b8771095705c8d2243b814743fbaadf14552c9c52c5d"},
+    {file = "msgpack-1.2.1-cp311-cp311-win_amd64.whl", hash = "sha256:2eda0b7ebb1283a98d3e4492ac933c8af6aff59fd3df1c3ed024f536af4b1dc8"},
+    {file = "msgpack-1.2.1-cp311-cp311-win_arm64.whl", hash = "sha256:6ee967f7c7e1df2890c671ff2ee51a28ded0efc95da3e507176dee881ce36c66"},
+    {file = "msgpack-1.2.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2ef59c659f289eddf8aa6623823f19fa2f40a4029266889eac7a2505dd210c35"},
+    {file = "msgpack-1.2.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:d3567748a5107cb40cdf66a275430c2f87c07777698f4bfd25c35f44d533258c"},
+    {file = "msgpack-1.2.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:60926b75d00c8e816ef98f3034f484a8bc64242d66839cef4cf7e503142316a0"},
+    {file = "msgpack-1.2.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:020e881a764b20d8d7ca1a54fc01b8175519d108e3c3f194fddc200bda95951a"},
+    {file = "msgpack-1.2.1-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:4202c74688ca06591f78cb18988228bd4cca2cc75d57b60008372892d2f1e6e6"},
+    {file = "msgpack-1.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8b267ce94efb76fbd1b3373511420074ee3187f0f7811bf394531de13294735a"},
+    {file = "msgpack-1.2.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:e4f1d0f8f98ade9634e01fb704a408f9336c0a8f1117b369f5db83dc7551d8b1"},
+    {file = "msgpack-1.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f02cf17a6ca1abe29b5f980644f7551f94d71f2011509b26d8625ce038f0df64"},
+    {file = "msgpack-1.2.1-cp312-cp312-win32.whl", hash = "sha256:0c0d9802354507bcba62af19c17918e3eb437cc25e6f50657d511b5856a77aac"},
+    {file = "msgpack-1.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:5c24aa15d5963051e1a5c62b12c50cd705992502b5ec1f3bece6046f33c9fc24"},
+    {file = "msgpack-1.2.1-cp312-cp312-win_arm64.whl", hash = "sha256:4227224aaec8f7fbcbfbd4272319347b2bb4030366502600f8c45588c5187b07"},
+    {file = "msgpack-1.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0a70e3cf2804a300d921bb0940426e35f4e489a23adfb77a808892241db0a064"},
+    {file = "msgpack-1.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:491cc39455ca765fad51fb451bf2915eb2cf41192ab5801ce8d67c1d614fe056"},
+    {file = "msgpack-1.2.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f310233ef7fb9c14e201c93639fe5f5260b005f56f0b29048e999c30935596cc"},
+    {file = "msgpack-1.2.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:787c9bebb5833e8f6fc8abca3c0597683d8d87f56a8842b6b89c75a5f3176e2d"},
+    {file = "msgpack-1.2.1-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:dc871b997a9370d855b7394465f2f350e847a5b806dd38dcc9c989e7d87da155"},
+    {file = "msgpack-1.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:85f57e960d877f2977f6430896191b04a21f8901b3b4baf2e4604329f4db5402"},
+    {file = "msgpack-1.2.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:1233ee2dd0cefba127583de50ea654677277047d238303521db35def3d7b2e7c"},
+    {file = "msgpack-1.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e3dc2feb0876209d9c38aa56cb1de169bd6c4348f1aa48271f241226590993e6"},
+    {file = "msgpack-1.2.1-cp313-cp313-win32.whl", hash = "sha256:6d09badf350af2be9d189184e04e64cf54ad93569ab3d96fca58bd3e84aad707"},
+    {file = "msgpack-1.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:33f14fba63278b714efe6ad07e50ea5f03d91537aa6a1c5f1ceca4cf44013ca9"},
+    {file = "msgpack-1.2.1-cp313-cp313-win_arm64.whl", hash = "sha256:afc5febcd4c99effbc02b528e49d6fd0760b2b7d48c05239e345a5fa6e743d9a"},
+    {file = "msgpack-1.2.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:05f340e47e7e47d2da8db9b53e1bb1d294369e9ef45a747441309f6650b8351d"},
+    {file = "msgpack-1.2.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:810b916696c86ef0deb3b74588480224df4c1b071136c34183e4a2a4284d7ac7"},
+    {file = "msgpack-1.2.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ca0dacff965c47afdc3749a8469d7302a8f801d6a28758d55120d75e66ce6889"},
+    {file = "msgpack-1.2.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0e2bf9280bceb5efca998435904b5d3e9fdbcc11d90dc9df30aec7973252b720"},
+    {file = "msgpack-1.2.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:aa6c4be5d1c02a42b066ca6ddb71adf36432868fdcdb6ee87e634e86e0674190"},
+    {file = "msgpack-1.2.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:ec0e675d59150a6269ddc9139087c722292664a37d071a849c05c473350f1f2d"},
+    {file = "msgpack-1.2.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:dd3bfe82d53edfe4b7fc9a7ec9761e23a7a5b1dac22264505af428253c29ed24"},
+    {file = "msgpack-1.2.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5ad5467fc3f68b5468e06c5f788d712e9f8ffc8b0cd1bcb160c105c1ee92dae7"},
+    {file = "msgpack-1.2.1-cp314-cp314-win32.whl", hash = "sha256:98b58bdb89c46190e4609bb36abe17c6d4105ad13f9c5f8f6f64d320f8ced3fb"},
+    {file = "msgpack-1.2.1-cp314-cp314-win_amd64.whl", hash = "sha256:74847557e28ce71bd3c438a447ca90e4b507e997ddbdef8a12a7b283b86c156b"},
+    {file = "msgpack-1.2.1-cp314-cp314-win_arm64.whl", hash = "sha256:b50b727bd652bdc37d950336c848ef20ec54a4cafc38dce19b1cd86ad625d0f7"},
+    {file = "msgpack-1.2.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:8d00f177ca88a77c1cf848d204a38f249751650b601cb6532acc68805d8a8273"},
+    {file = "msgpack-1.2.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:5bb9c386f0a329c035ddbab4b72d1028bf9627add8dda41070288563d57ed1b1"},
+    {file = "msgpack-1.2.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:20466cca18c49c7292a8984bc15d65857b171e7264bdcb5f96baf8be238791fc"},
+    {file = "msgpack-1.2.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:196300e7e5d6e74d50f1607ab9c06c4a1484c383cd22defd727902591f7e8dde"},
+    {file = "msgpack-1.2.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:575957e79cd51903a4e8495a242442949641e08f1efd5197b43bebd3ea7682b4"},
+    {file = "msgpack-1.2.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:8c2ed1e48cc0f460bf3c7780e7137ff21a4e18433451916f2442c1b21036cd7d"},
+    {file = "msgpack-1.2.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:5f6277e5f783c36786a145e0247fc189a03f35f84b251646e53592d2bc12b355"},
+    {file = "msgpack-1.2.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f9389552ecf4784886345ead0647e4edc96bee37cbab05b75540f542f766c48c"},
+    {file = "msgpack-1.2.1-cp314-cp314t-win32.whl", hash = "sha256:c1c79a604a2969a868a78b6ebd27a887e00c624f14f66b3038e0590cb23332d1"},
+    {file = "msgpack-1.2.1-cp314-cp314t-win_amd64.whl", hash = "sha256:f12038a35fabd52e56a3547bab42401af49a45caa6dd00b34c44de235bc93ee2"},
+    {file = "msgpack-1.2.1-cp314-cp314t-win_arm64.whl", hash = "sha256:0adcf06ffde0777c0e1a9b771a2b1c4226ba1bbf748c8efcc02fcdeca3299107"},
+    {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"
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