# AI assistance record

Codex assisted with goal interpretation, architecture/contracts, independent
MoonBit implementation and final 0.2.0 extension, testing, native file/measurement
boundaries, Python validators, examples and documents. The maintainer chose final
version 0.2.0 and authorized scoped commits as yzy726. Initial 0.2.0 verification
was local; subsequent GitHub CI validates the published source before the
maintainer publishes the package to Mooncakes.

Evidence is produced by actual tools: three-backend check/build/test (195 tests
each), 24 CLI flows, nine examples, binary64 exports/independent signal analysis,
1/10-minute streams, repeated matrix measurements, actual libsamplerate calls,
and isolated archive/registry consumers. Values are not invented sample scores.
Failures and window corrections remain in development logs; public contracts,
error enum compatibility and generated interfaces were reviewed.

No human listening panel, external production acceptance, independent human
mathematical sign-off, third-party security audit or legal opinion was completed.
AI review is not represented as independent human approval. Signals contain no
private recordings. Sources are documented in THIRD_PARTY.md. Limitations and
release boundaries and reproducible commands are documented in docs/TESTING.md.