CAST Improves Reliability of Long-Horizon Tool-Calling Agents
August 30, 2026
CAST introduces critique-aware supervision to help LLM agents avoid irreversible errors in stateful environments. It addresses the lack of systematic verification rationales in current optimization-based methods to improve agentic reliability across long trajectories.
HOW THIS AFFECTS YOU
●
builderThis can help you build more dependable agents for high-stakes, interactive tasks.
●
researcherThis provides a more systematic way to produce training rationales for agent verification.