2026
In-The-Flow Agentic System Optimization for Effective Planning and Tool Use
ICLR 2026oral
Outcome-driven reinforcement learning has advanced reasoning in large language models (LLMs), but prevailing tool-augmented approaches train a single, monolithic policy that interleaves thoughts and tool calls under full context; this scales poorly with long horizons and diverse tools and generalize…