Loop drift: how agents convince themselves they're making progress

The worst agent failures don’t crash — they keep working. A postmortem on loop drift: an agent that stayed busy for 40 steps without getting closer to done, why the model’s own progress reports can’t catch it, and the external signals and evals that can.

July 7, 2026 · 9 min · 1737 words · Loop & Retry