<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>gpuemu Insights</title><description>Writing on GPU-kernel correctness from the team behind gpuemu.</description><link>https://gpuemu.skelfresearch.com/</link><item><title>What silent GPU-kernel bugs actually cost</title><link>https://gpuemu.skelfresearch.com/insights/what-silent-kernel-bugs-cost/</link><guid isPermaLink="true">https://gpuemu.skelfresearch.com/insights/what-silent-kernel-bugs-cost/</guid><description>A silently-wrong kernel doesn&apos;t crash — it runs at scale. Here&apos;s the real cost: GPU-hours billed for broken work, untraceable quality regressions, and months of green CI hiding the failure.</description><pubDate>Fri, 22 May 2026 00:00:00 GMT</pubDate></item><item><title>The correctness illusion in LLM-generated GPU kernels</title><link>https://gpuemu.skelfresearch.com/insights/the-correctness-illusion/</link><guid isPermaLink="true">https://gpuemu.skelfresearch.com/insights/the-correctness-illusion/</guid><description>Why a single torch.allclose check accepts silently-wrong CUDA/Triton kernels as correct — and what a measured 26-op corpus revealed when we replaced it with an operator-aware oracle.</description><pubDate>Wed, 20 May 2026 00:00:00 GMT</pubDate></item></channel></rss>