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ResearchSeptember 15, 2026

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…

Harsh Raj, David Lee, Anas Mahmoud, Renxiong Wang, Razvan-Gabriel Dumitru, Chenguang Wang, Tong Zhao, Yunzhong He, Darvin Yi, Vipul Gupta·arXiv — cs.AI
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Key Takeaways
  • 01.The increasing deployment of AI agents in long-horizon tasks yields massive execution logs
  • 02.Diagnosing failures within these records is crucial for reliability, as it transforms outcome-level signals into actionable interventions
  • 03.The sheer scale of the data renders human review…

This material is provided as an extended analytical summary.

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Aggregated within AI Qazaqstan national intelligence stream with author attribution.

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