Your agent eval gate passed, but the next served request still scored zero

papaparija25 · reddit · 2026-10-17

The author recounts an unattended agent run that exited 0 with a green dashboard for a week while outputting a hallucinated no-op—hence "check the artefact, not the exit code." But he found a case where artefact checking still wasn't enough. Using reef's harness-evolution tutorial (three exact-answer coding tasks: sieve, fib, csv; an edit publishes only when a previously failing task passes), he shows: models that already pass everything record no failures so evolve never runs; unsupported model names record "skipped: no proposal"—no-ops written down as no-ops. Yet in the self-tools run, a 7B proposed two rules entries, the gate published them, and a later served request on sieve still scored 0.0. The takeaway: a gate is a comparison on the task list you gave it and says nothing about the request that arrives after; keep scoring served requests too—the gate's yes and the next request's no are two different measurements, and you want both.

Original post →

More from coding & agent

coding & agent channel →