Rethinking Continual Experience Internalization for Self-Evolving LLM Agents

Jingwen Chen, Wenkai Yang, Shengda Fan +7

Experience internalization converts contextual experience from past interactions into reusable parametric capability, offering a promising path toward continual learning in large l…