TTSE: A Two-Track Online Self-Evolution Framework.

arXiv:2609.24289v1 Announce Type: cross Abstract: As Large Language Model (LLM) agents are applied in continuously interactive environments, driving the evolution of their own capabilities becomes a core problem for achieving long-term autonomy. Currently, env