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Jiachen Xu

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#artificial intelligence Preprint Aug 2026

Robustness Analysis of Agentic AI to Inconsistent and Incomplete Tool Responses

The results show that tool failures can be recognized at the return boundary, but reliable diagnosis requires combining multiple signals, and likelihood-based signals clearly capture incomplete returns and some direct inconsistencies, while action-based signals reveal how strongly a failure changes the next decision.

Jiachen Xu, T. Pedersen, Zhongming Yao et al. · 0 citations
Preprint Aug 2026

A-CPES: A Reference Framework for Agentic AI in Cyber-Physical Energy Systems

It is argued the loop is indivisible, tune where and how tightly it may close, state eight structural failure modes as falsifiable predictions, and specify six governance modules that rebuild the authorization frame until it covers the loop, before the loop starts turning.

Xiao-Yu Zhang, Qiu-Ye Sun, Jiachen Xu et al. · 0 citations

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