Author

Chenkai Zhang

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Book Open access Oct 2026

AgentChaosBench: Benchmarking External Fault Detection and Localization in Agentic Systems

AgentChaosBench is presented, a benchmark for detecting and localizing runtime faults in agentic systems from their execution telemetry, and its held-out labels and compact prediction format support reproducible comparison of LLM-based and non-LLM diagnosis methods.

Chen-Kai Zhang, Yi-Ran Li, Yi-Fang Tian et al. · Proceedings of the 1st Inter... · 0 citations

#artificial intelligence Preprint Oct 2026

TCMClinicalReason-Bench: Can Language Models Reason from Pathogenesis to Prescription over Real-World Clinical Cases?

Large language models (LLMs) can generate clinical narratives that are insufficiently grounded in patient-specific evidence. In traditional Chinese medicine (TCM), errors can propagate from etiology and pathogenesis through syndrome diagnosis and treatment principles to prescription generation. We developed TCMClinical...

Ji Dai, Chen-Kai Zhang, Yan Jia et al. · 0 citations

Preprint Aug 2026

When Agentic Executions Fail: Detecting and Localizing Runtime Faults from Telemetry

AGENTCHAOSBENCH is presented, a benchmark for detecting and localizing runtime faults in agentic systems from their execution telemetry, and its held-out labels and compact prediction format support reproducible comparison of LLM-based and non-LLM diagnosis methods.

Chenkai Zhang, Yiran Li, Yifang Tian et al. · 0 citations