AINeutralarXiv – CS AI · 8h ago6/10
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Route by State, Recover from Trace: STAR with Failure-Aware Markov Routing for Multi-Agent Spatiotemporal Reasoning
Researchers present STAR, a failure-aware routing framework for multi-agent AI systems that handles spatiotemporal reasoning tasks by intelligently routing between specialist agents based on typed failure states rather than generic success/failure signals. The system learns recovery transitions from execution traces and demonstrates improved performance across multiple benchmarks, suggesting that explicit failure-aware routing is more effective than implicit language-based decision-making in complex reasoning tasks.