# AI assistance disclosure

This project was developed with OpenAI Codex assistance for ecosystem research,
original MoonBit implementation, test design, documentation and delivery automation.
AI-generated code is not a correctness proof: acceptance uses compiler checks,
assertions, independent Python wire vectors, short-input matching/queue reference
models, four-target CI and a fresh package consumer. No benchmark superiority or
exhaustive standard compliance is claimed. The participant remains responsible for
review, maintenance and competition submission. No contact data, credentials or local
competition application are included in this repository or package.