AgentStream: How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks?

arXiv:2608.00155v2 Announce Type: replace Abstract: Large language model (LLM) agents can self-evolve by continually improving from their own accumulated experience. However, existing studies predominantly adopt independent evaluation. Consequently, the behavi