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#artificial intelligence Review Sep 2026

CRC-Router: Risk-Constrained Routing for Medical Agentic AI Systems

CRC-Router is proposed, a risk-constrained, uncertainty-aware routing module that is applicable to both conventional medical prediction models and agentic medical AI systems, and achieves the strongest empirical risk--coverage trade-off among the evaluated baselines.

Xue-Yang Li, Ming Jiang, Ge-Lei Xu et al. · 0 citations

How Coding Agents Fail Their Users: A Large-Scale Analysis of Developer-Agent Misalignment in 20,574 Real-World Sessions

An observational study of 20,574 coding-agent sessions from 1,639 repositories across IDE and CLI workflows operationalizes misalignment as a breakdown made visible through developer pushback, and annotates each episode along four axes: form, cause, cost, and resolution.

Ningzhi Tang, Chaoran Chen, Gelei Xu et al. · 10 citations · ⚡1

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