AI Firms Embed Independent Evaluators

Companies would host independent, third‑party evaluators inside their development teams to run continuous safety audits and red‑team exercises with privileged access. The evaluators would report to an external board or regulator and share standardized findings with peers and public bodies to enable cross‑company safety benchmarks. — If firms adopt embedded evaluators, it could rewire AI governance by creating practical, industry‑level safety verification and lowering the need for blunt regulatory shutdowns or moratoria.