Brian Bell b6a1727cb6 test+docs: quant_dequant test suite, theory journal engineering log ...

33 CPU-only tests: FP8 block-wise/per-channel round-trips, NVFP4
round-trips (direct + reciprocal scales, native vs manual unpack
agreement), scheme detection incl. ModelOpt MIXED_PRECISION, surgery
guard raises, and tiny synthetic FP8/NVFP4 GPT-2 checkpoints through
load_model end-to-end. Full suite: 870 passed (8 failures pre-exist on
main, verified against pristine checkout).

docs/theory_journal.md Appendices E-E2: engineering log of the 12
findings from implementation and real-checkpoint validation (nibble
order conventions, mixed-precision layouts, the 96GB OOM and the
chunked-unpack fix, transformers 5.x drift shims, Omni wrapper unwrap).

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..

beyond_sota_roadmap.md

Add ASPA framework, AutoObliterator, Watchtower, expanded eval corpus

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conditional-testing.md

docs: record Gate 3 conditional evidence

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EFFICIENCY_AUDIT.md

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index.html

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mechanistic_interpretability_research.md

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recursive_self_improvement.md

Add ASPA framework, AutoObliterator, Watchtower, expanded eval corpus

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RESEARCH_SURVEY.md

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SENSITIVE_DATA_AUDIT.md

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SUPPLY_CHAIN_POLICY.md

ci: add reproducible supply-chain gates

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theory_journal.md

test+docs: quant_dequant test suite, theory journal engineering log

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