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Author

Qian-Kun Li

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Review Open access Aug 2026

Agentic systems in computational pathology: architectures, evidence, and translational challenges

This work reviews agentic systems in computational pathology using an operational taxonomy based on dynamic control flow, inference-time tool selection, and knowledge integration to emphasize validation scope, computational cost, workflow integration, hallucination and security risks, regulatory requirements, patient p...

Xin-Yu Lu, Qian-Kun Li, Yak Gao et al. · 1 citation
#machine learning Preprint Aug 2026

JIT-Agent: Scaling Harness Intelligence via Just-in-Time Harness Evolution

To the authors' knowledge, JIT-Agent is the first model purpose-built for just-in-time harness generation, establishing harness intelligence as a trainable, transferable, and compounding dimension of agent capability orthogonal to model scaling.

Gui-Bin Zhang, Leo Lu, Fang-Zhou Xie et al. · 14 citations

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