CoPE: Teaching Language Agents to Forecast Their Own Future Actions
Published:
Agentic RL learns from a single reward at the end of a long rollout. CoPE squeezes more out of every successful rollout by training the agent to forecast the actions that come next, so acting and forecasting co-evolve in one model.