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MaxKernel: Agentic Kernel Generation for TPUs

MaxKernel, a new agentic system presented by Google, uses large language models with real-time compiler feedback to generate high-performance custom kernels for Tensor Processing Units (TPUs), addressing the complexity of hardware-level kernel authoring.

read1 min views4 publishedSep 7, 2026

Designing and authoring high-performance custom kernels for accelerators is a complex task that requires deep hardware-level expertise. Large Language Models (LLM) can be leveraged together with real-time compiler feedback to build agentic systems for kernel generation. In this work, we present MaxK

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