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Notes from the loop

• July 11, 2026

  Every loop leaves a tail: why AI systems need evidence, not just logs

  Logs tell you what happened. Evidence proves what happened, how it was judged, and what you changed. The difference decides your next audit, incident, and enterprise deal.