This paper teaches small, local AI models to write deep, insightful research reports by letting writing and planning work together instead of staying separate.
FS-Researcher is a two-agent system that lets AI do very long research by saving everything in a computer folder so it never runs out of memory.
Youtu-LLM is a small (1.96B) language model that was trained from scratch to think, plan, and act like an agent instead of just copying bigger models.
MemEvolve teaches AI agents not only to remember past experiences but also to improve the way they remember, like a student who upgrades their study habits over time.