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docs: Add theory documentation, benchmarks, and utilities for L1-L5 kernels#572

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docs: Add theory documentation, benchmarks, and utilities for L1-L5 kernels#572
peder1981 wants to merge 1 commit into
microsoft:mainfrom
peder1981:pr/3-docs-bench

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Documentation, Benchmarks, and Utilities

Documentation

  • docs/theory/00-index.md to 06-5-levels.md — full mathematical foundation
  • docs/invariants.md — 8 mathematical principles with proofs and tests
  • docs/decision-matrix.md — D1–D4 decision guidance
  • docs/hardware-compatibility.md — CPU→mode table for 6 configs
  • docs/findings-cpu-universal.md — 4 real bugs found during research
  • docs/training/acdc-rect-training-spec.md — ACDC rectangular training spec
  • examples/ — 3 D4 persona walkthroughs (medical, legal, finance)
  • Updated README.md, ROADMAP.md, CONTRIBUTING.md, NEXT_STEPS.md
  • verification-report.md — AC-01…AC-13 validation

Benchmarks

  • benchmarks/ — FWHT AVX2 benchmark + methodology + JSON/MD results
  • utils/bench_publish.py — CLI for publishing benchmark results

Utilities

  • utils/extract_acdc_diagonal.py — ACDC diagonal extraction
  • utils/*_benchmark.py — per-kernel benchmarks (WHT, FWHT, tropical, HRR)
  • utils/rag_demo.py — CPU RAG demo

Part of a split from original PR #567.

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