Report security issues privately to the repository owner.

Do not publish proof-of-concept misuse instructions in public issues.

Use non-operational summaries, hashes, and safe reproductions when possible.

This project is a research prototype. It is not production-certified, security-certified, safety-certified, compliance-certified, or approved for live model-facing deployment without separate review, licensing, and integration work.