Machine Learning Algorithms & Natural Language Processing

Jul 30, 2026 · Artificial Intelligence

From LLM Rollout to Agentic Rollout: Design Insights and Lessons for an Agentic RL Training Framework

The article analyzes the transition from single‑step LLM rollouts to multi‑step Agentic RL rollouts, compares coupled and decoupled architectures, details the roles of Controller, Runtime Manager, Gateway and LLM Server, and discusses token‑level consistency, trajectory reconstruction, and scalability strategies for a production‑grade training pipeline.