R$^2$ Flow: Recursive Self-Improvement via Recursive Skill Evolution.

arXiv:2609.33867v3 Announce Type: replace Abstract: LLM-based agents can improve themselves across tasks by reusing and revising the skills they orchestrate into executable procedures. Flow-based training fits this loop: it samples procedures in proportion to