In-the-Flow Agentic System Optimization for Effective Planning and Tool Use
ICLROral2026
TL;DR
We introduce AgentFlow, a trainable agentic system, and Flow-GRPO, an on-policy RL algorithm that optimizes the planner "in-the-flow" by broadcasting a final outcome reward to all steps, enabling effective long-horizon planning and tool use.
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Topics
optimization planning agent