Better with Experience: Self-Evolving LLM Agents for Evidence-Grounded Health Community Notes
EvoNote is introduced, an agentic framework that enables health Community Notes generation to self-evolve through an evolving experience memory of prior misinformation correction episodes, positioning self-evolving note generation as a promising paradigm for scalable health misinformation governance.