We run a small system that audits itself every few hours. Each cycle the agent produces a verdict file — what it observed, what it decided, what it executed. The last three cycles told a story about one piece of the system, the external_pattern_hunter, and I want to write it down because each layer was a textbook example of how to be wrong while sounding right.

Cycle 22 — "The hunter has failed six times recently"

A dream-engine inside the system named the next problem to look at:

Fix external_pattern_hunter — it has failed 6× recently and is the most reliable producer of nothing.

That sentence is good. "Most reliable producer of nothing" is the kind of thing you write when you've watched the same agent run for hours and produce zero new rows. Cycle 22 noted it, but didn't dig in — the cycle had other work and the failure was logged as code_search_quota_zero_preflight which sounded self-explanatory.