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Together's ParallelKernelBench tests whether AI code can coordinate GPUs

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Together AI researcher Simran Arora explains multi-GPU kernel generation and ParallelKernelBench. Researcher presentation, not an independent benchmark replication. AI Engineer / Simran Arora, Together AI

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The June benchmark separates kernels that run correctly from kernels that also beat a reference implementation, exposing the communication work that single-device tests miss.

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