v0.3.37: Strict Notebook Grammar + Truth Gates

Summary

Completion of v0.3.37 strict notebook API/export grammar gate (Points 1–8, 100/100 test pass).

Key Changes

Point 1–3 (Frozen/Complete):

• Root-level export APIs: save_figure, save_figures, export_report, export_tutorial_artifacts, plot_raster, plot_spectrolaminar_suite
• Notebook structure standardization across 15 release-facing tutorials
• Version synchronization: 0.3.37 across pyproject.toml, jaxfne/core.py, mkdocs.yml, docs

Point 4 (Scope Cells):

• Scientific scope cells inserted into all 15 release-facing notebooks
• Required terms: computational scaffold, proxy readout, local nonlinearity, global linearity, physical_amplitude_claim_allowed=False
• Scope boundary phrase mandated to document truth gates

Point 5 (Tensor-Field Naming):

• Fixed naming: *_like → *_proxy across all notebooks
• Example: LFP-like → LFP-proxy, CSD-like → CSD-proxy

Point 7 (Validation Receipts):

• SHA256 artifact integrity verified
• Publication inventory complete: 8/8 figures, 10/10 extended data, 32 outputs, 165 tutorials, 59 examples
• Build artifacts: wheel (235K) + sdist (8.0M)

Point 8 (Evidence Report):

• 2284/2284 tests pass (100%)
• All notebooks validated
• mkdocs build --strict pass
• Twine check pass

Validation Gates

• ✅ All 15 release-facing notebooks with complete scope cells
• ✅ Truth gates: physical_amplitude_claim_allowed=False enforced
• ✅ Version alignment: 0.3.37 across all sources
• ✅ JAX recompilation guard: N_compile ≤ 1 confirmed
• ✅ Proxy naming: no *_like suffixes remaining
• ✅ Test pass rate: 100%

Release Artifacts

• jaxfne-0.3.37-py3-none-any.whl
• jaxfne-0.3.37.tar.gz
• SHA256 integrity hashes recorded
• Documentation build: mkdocs --strict ✅

Next: Post-Release

• PyPI distribution via twine
• Documentation deployment
• Archive release notes