An extensible RL framework for training LLM agents with advanced search capabilities, built on VERL and supporting state-of-the-art search strategies.

AgentFlow: In-the-Flow Agentic System Optimization

A MemAgent framework that can be extrapolated to 3.5M, along with a training framework for RL training of any agent workflow.

Search-R1: An Efficient, Scalable RL Training Framework for Reasoning & Search Engine Calling interleaved LLM based on veRL

verl: Volcano Engine Reinforcement Learning for LLMs