Author

Yingjun Shang

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Preprint Aug 2026

CAi Copilot: Reducing Operational Workload in Molecular Design through Intent-Driven Agentic Workflows

Results show that CAi turns broad molecular-design intent into transparent, traceable workflows that connect interim decisions to candidate-level evidence, while exposing limits in long-horizon execution.

Zhuo-Lei Wang, Jiangyu Chen, Yingjun Shang et al. · 0 citations

Preprint Aug 2026

$A^2E$ : An End-to-End Agent Auditing Engine

Experiments conducted with A^2E (Agent Auditing Engine) reveal that model-harness combinations exhibit substantial performance variation across different types of tasks, and that no single combination consistently outperforms all others across every task.

Haoning Wang, Mingxun Zhang, Chenyue Yu et al. · 0 citations