# GPU compute mode
Chandran joins Netflix's One Piece for its second season as the character Nefertari Vivi
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Brendan also noted that changing the API would have been politically difficult:
Inspired by @karpathy/autoresearch -- which demonstrated autonomous AI agents for LLM training research. AutoKernel applies the same philosophy to GPU kernel optimization: agent modifies one file, runs a fixed evaluation, keeps or reverts, repeats forever.