STRACE improves long-horizon agent optimization by constructing a dependency graph to filter redundant traces and localize true root-cause modules for targeted policy updates.
• Track repeated failures:Maintain awareness of how many times each ac- tion type has been attempted and rejected under the current proof context
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From Noisy Traces to Root Causes: Structural Trajectory Analysis and Causal Extraction for Agent Optimization
STRACE improves long-horizon agent optimization by constructing a dependency graph to filter redundant traces and localize true root-cause modules for targeted policy updates.