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Author

Chenyu Ma

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Jul 2026

Harness Engineering for LLM-Driven GPU Kernel Generation

The Agent-Ass kernels outperform the Full-Agent artifacts across the evaluated definitions, indicating that expert-provided optimization directions, high-quality references, and workload context remain critical for reliable AI-driven kernel optimization.

Yue Shui, Chenyu Ma, Hang Xu et al. · 1 citation

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