Use and Disuse: Intent-Structured Experience Consolidation for Memory and Learning in LLM Agents.

arXiv:2610.12124v1 Announce Type: new Abstract: The evolution of Large Language Model agents from single-task execution to long-term autonomous operation highlights the critical challenge of transforming continuous experiences into reusable knowledge. To addre