STRATA: Self-Maintaining Structured Experience Graphs for Self-Evolving Language Agents.

arXiv:2610.19386v1 Announce Type: new Abstract: Large language model (LLM) agents can self-evolve at test time by accumulating experience: retrieving relevant memories before acting and writing new lessons back afterwards. Yet most are single-level: trajectori