“The clever way you investigated a flaky test yesterday is a private artifact and it dies with your session. None of these agents learn from each other.”

Public agent transcripts are the fix for knowledge that dies inside individual sessions: "The next person to hit a similar problem starts from this thread, not from a blank prompt."