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agentic evolution 1ascend c 1knowledge augmentation 1large language models 1neural processing unit 1operator generation 1

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cs.SE2026

Don't Regenerate, Debug: A Domain-Specific Agent for Repairing Near-Miss Hardware Operators

Yansong Sun, Shenxiu Wu, Siyuan Chen +6

Kernel generation for hardware accelerators such as GPUs and NPUs has become a proving ground for large language models (LLMs), and state-of-the-art systems raise correctness throu…