# AI Assistance Disclosure

OpenAI Codex assisted with project direction, MoonBit implementation, tests,
debugging, documentation, CI configuration, and rejection-response analysis.
The repository owner `okMambaOut` remains responsible for reviewing the code,
maintaining the project, explaining its behavior, and ensuring every submission
claim is accurate.

No unknown-license material was intentionally introduced. Suggested code was
compiled, tested, revised against explicit acceptance flows, and recorded in
normal incremental Git commits attributed to `okMambaOut`.

September 2026 maintenance by `ZJH-666-ZJH` used Codex assistance for the
rolling-state matcher, oracle tests and documentation. Attribution does not
imply unaided authorship. The contributor remains responsible for reviewing
and explaining the changes; measured results and theoretical bounds are
reported separately in `docs/MAINTENANCE.md`.