Baobao Algorithm Notes

Apr 20, 2025 · Artificial Intelligence

Can Agentic RL Transform LLM Training? A Deep Dive into VeRL and Search‑R1

This article explores the emerging concept of agentic reinforcement learning for large language models, analyzes ByteDance's VeRL and the Search‑R1 frameworks, identifies practical challenges in tool integration and environment parallelism, and proposes a unified, Ray‑based architecture to enable scalable, high‑quality RL environments.