Memory-Centric Continual Learning for AI Agents.

arXiv:2610.29357v1 Announce Type: cross Abstract: Autonomous agents powered by foundation models can reason, plan, and use tools, but their fixed weights and context limits hinder sustained learning from experience over long-term deployment. While external mem