PaperAgent

Mar 5, 2026 · Artificial Intelligence

Bridging Agent Runtime and RL: Inside the Claw‑R1 Training Framework

Claw‑R1, a new reinforcement‑learning framework from the USTC Cognitive Intelligence Lab, integrates the OpenClaw Agent Runtime with RL training to enable agents to learn directly in real environments, addressing the gap between simulated tasks and true tool‑calling, multi‑step reasoning, and stable long‑task execution.