Exploring Next
Exploring Next — Ep 466 w/ Justy & Cody — Rethinking Continual Experience Internalization for Self-Evolving LLM Agents
Jingwen Chen et al. diagnose why iterative experience internalization fails in LLMs and prescribe a three-part fix—principle-level granularity, step-wise injection, off-policy context-distillation—that turns capability collapse into compounding improvement.