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9 Triton kernels in 9 weeks: what PyTorch taught me by winning

This story is from 2026-10-08. It is preserved in the archive; the latest stories are on the live feed.

I'm Richael (dh8116), a Year 11 student in Auckland. Since late July I've written one Triton kernel a week and benchmarked each against PyTorch, publishing the numbers even when PyTorch won, which was often. Here's what nine weeks taught me, kernel by kernel. The ones that won Fused softmax (week 2…

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  1. 2026-10-08 17:32 · DEV Community — AI
    9 Triton kernels in 9 weeks: what PyTorch taught me by winning

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