This is research software and should not be treated as a security boundary or production authorization system without an independent review.

Please report vulnerabilities privately through GitHub's security-advisory feature after the repository is published. Do not include credentials, private datasets, model tokens, or proprietary checkpoints in issues, notebooks, manifests, or benchmark outputs.