# AI usage disclosure

AI assisted project research, algorithm design, MoonBit implementation, tests, debugging, documentation, and release preparation. No claim of unaided authorship is made. All project commits use the participant-authorized repository-local shangwuxi identity; this identity describes human project ownership, not that every keystroke was human-written. AI is not added as a Git contributor. The participant remains responsible for review, provenance and contest submission.

Fixtures are synthetic numerical cells/sites. No experimental/private datasets, detector images, biological sequences or upstream implementation files were copied into the code. Search metadata snapshots are identified separately from source code. Verification evidence is actual command output, not AI estimates; a passing test does not certify physical accuracy or contest approval.