Scaling Self-Evolving Agents via Parametric Memory

Tao Ren, Weiyao Luo, Hui Yang +8

Existing memory-augmented LLM agents store past experience exclusively in prompt space, as textual summaries or retrieved passages, while keeping model parameters frozen throughout…