"Hawkeye: Hardware-Aware GPU Kernel Optimization with Minimal Supervision" Hawkeye teaches AI agents how to optimize for a new GPU using just 10 expert-written unit tests. Instead of hand-porting kernels to every new architecture, experts encode the key hardware tricks once and

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