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+---
+id: linear-algebra-kernels-age-of-research-winners
+title: "Linear Algebra Kernels: Congratulations"
+date: 2026-08-17
+category: "General"
+---
+
+Congratulations again to the winners of the Linear Algebra Kernels for the Age of Research competition.
+
+I'm especially happy to see some of the top entrants write down how they achieved such strong results.
+
+- [QR Decomp at the Speed of Light](https://ml-mike.com/writing/qr_v2/)
+- [Auto-research with Codex](https://sankalp.bearblog.dev/autoresearch/)
+- [QR2 Shape-Specialized Householder Megakernels](https://github.com/fishmingyu/qrv2-gpu-mode)
+- [Another Typical Autoresearch Post](https://elianaive.com/posts/another-typical-autoresearch-post/)