Lifelong Context Adaptation through Bidirectional Memory-Skill Learning.

arXiv:2610.32295v1 Announce Type: new Abstract: Lifelong LLM agents must learn from an expanding history of interactions while making each decision within a bounded context window. Memory makes past experience available, but the agent may still need to infer h