Embedded evaluators in AI labs are far better than the status quo of nothing at all. Yet auditors will lack teeth and trust until backed by government authority: orgs like METR will be stuck with no shield against the accusation (or reality) of capture. I wrote for @TheAtlantic about the traps of "independent" audits, and what it takes to get this right:…