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I Built an Agent That Optimizes GPU Kernels While the Model Keeps Serving

This story is from 2026-08-31. It is preserved in the archive; the latest stories are on the live feed.

I created this for the purposes of entering the All Things Agentic Hackathon . Writing optimized GPU kernels follows a loop that gets kind of boring after the third time. You profile an operation. You figure out why it's slow — usually memory bandwidth, sometimes compute. You write a fused kernel t…

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  1. 2026-08-31 21:17 · DEV Community — Machine Learning
    I Built an Agent That Optimizes GPU Kernels While the Model Keeps Serving

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