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Expand Up @@ -7,6 +7,14 @@ category: "General"

Congratulations again to the winners of the Linear Algebra Kernels for the Age of Research competition.

The top three in each problem, in first-to-third order on the public B200 standings as of September 7:

- **[QR](https://www.gpumode.com/leaderboard/774?tab=rankings):** 🥇 10billiontokens, 🥈 gau.nernst, 🥉 dhu.randhar.
- **[eigh](https://www.gpumode.com/leaderboard/775?tab=rankings):** 🥇 teelaitila, 🥈 nikhilbarhate99, 🥉 elianaive.
- **[Cholesky](https://www.gpumode.com/leaderboard/776?tab=rankings):** 🥇 zhongmingee, 🥈 Frosty40, 🥉 Olek.

Thank you to everyone who competed and shared their code. You can study the implementations in the [GPU MODE linear-algebra submissions dataset on Hugging Face](https://huggingface.co/datasets/GPUMODE/kernelbot-data/viewer/linalg_submissions), including leading entries such as 10billiontokens’ QR that have no accompanying writeup.

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/)
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