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arXiv — cs.AI

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Root-Cause Attribution Is a Search Problem: Continual Search for Long-Horizon Agent Failures

The increasing deployment of AI agents in long-horizon tasks yields massive execution logs. Diagnosing failures within these records is crucial for reliability, as it transforms outcome-level signals into actionable interventions. The sheer scale of the data renders human review…

arXiv — cs.AIBy: Harsh Raj, David Lee, Anas Mahmoud, Renxiong Wang, Razvan-Gabriel Dumitru, Chenguang Wang, Tong Zhao, Yunzhong He, Darvin Yi, Vipul GuptaSeptember 15, 2026 (Sep 15)
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AI Summary & Key Takeaways

  • The increasing deployment of AI agents in long-horizon tasks yields massive execution logs
  • Diagnosing failures within these records is crucial for reliability, as it transforms outcome-level signals into actionable interventions
  • The sheer scale of the data renders human review…
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Root-Cause Attribution Is a Search Problem: Continual Search for Long-Horizon Agent Failures

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