Vjeux's AI agents hit 2.6x speedups on Open Kernel Challenge kernels, then stalled

Vjeux · x · 2026-10-28

Frontend engineer Vjeux had his AI agents compete in the Open Kernel Challenge (Muse Spark kernel track) — and stayed competitive despite knowing nothing about kernels. He released five single-file CUDA/Python kernels (Apache-2.0, loadinline native CUDA, CUDA-graph capturable), judged against SGLang baselines on H200s:

No category wins; 8-15 pct behind each category leader. After progress stalled and costs mounted, he stopped and open-sourced the final code.

Related event: Vjeux Uses AI Agents in Open Kernel Challenge, Speeding Up Kernels Up to 2.6x(2 posts)→

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