Author

Ming-Kai Zheng

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#artificial intelligence Preprint Sep 2026

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

This work designs Diamond Agent, an agentic system that enables intelligent execution of HPC workflows across heterogeneous clusters with typed skills as the interface, and reduces the median additional completion time relative to the fastest observed placement from 42 seconds to 4 seconds, a 10.5x reduction.

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

A comparative study of eight candidate methods by combining the base model, SFT, RAG, and ICL using a ticket database of 60,000 question-answer pairs from Texas Advanced Computing Center suggests that combining ICL, RAG, and a powerful base model is a promising solution for LLM-enabled user support in computing centers...

Ming-Kai Zheng, Fang-Ru Linghu, Sikan Li et al. · Practice and Experience in A... · 0 citations