More Memory, Worse Agents: Error Reproduction and Anti-Persistence in LLM Agents.

arXiv:2610.27406v1 Announce Type: new Abstract: LLM agents can improve across tasks without updating model parameters by storing experience from their own executions in external memory and reusing it to guide later decisions. A central design question is wheth