Embedded Evaluators for AI Labs

Independent, third‑party specialists would be embedded inside AI companies (or operate with inside access) to audit and verify that safety practices, testing, and risk‑mitigation are actually followed as models scale. These evaluators would report to cross‑company or governmental standards bodies and could serve as a practical compliance mechanism short of formal regulation. — If adopted, embedded evaluators could become a practical middle path between purely voluntary industry norms and heavy regulation, changing how safety is enforced and verified across international AI development.