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Ming-Kai Zheng

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#artificial intelligence Preprint Sep 2026

Diamond Agent: Agentic Control of Federated HPC Resources as a Service

Efficiently aggregating and orchestrating computing power across heterogeneous clusters for HPC workflows faces four practical challenges: preserving workflow context across independently administered clusters, moving large datasets between sites, reasoning about site-specific environments and scheduler policies, and e...

Haotian Xie, Jun-Lin Chen, Ming-Kai Zheng et al. · 0 citations
Book Open access Jul 2026

A Comparative Study on LLM-enabled HPC User Support

Providing accurate and efficient user support with the emerging large language model (LLM) techniques for high-performance computing (HPC) centers is extremely challenging. The major obstacle lies in the integration of specialized knowledge that is not available in the base LLMs. Supervised Fine-tuning (SFT), Retrieval...

Mingkai Zheng, Fangru Linghu, Sikan Li et al. · 0 citations

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