# AI assistance disclosure

This release was designed, implemented, tested and documented with an AI coding
agent under participant 3smallpig's delivery authorization. The agent performed
bounded ecosystem research, original coding, compilation/test iteration and
release automation. Claims are tied to reproducible tests and public CI, not the
agent's confidence. The participant remains responsible for competition review
and registration. No personal contact data or local application is published.