---
title: "Discussion on \"The beauty of persistent kernels\" | Hashnode"
description: "Discussion on \"The beauty of persistent kernels\". At some point you get tired of launching the same GPU kernel a few million times a day just to move a few bytes. RingKernels in DotCompute are the answer to that particular form of self-inflicted pain.\nPersistent kernels flip the model: launch once, ..."
url: "https://hashnode.com/posts/the-beauty-of-persistent-kernels/690a6a604d3e72e6cb8d398f"
---

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# [The beauty of persistent kernels](https://mivertowski.hashnode.dev/the-beauty-of-persistent-kernels?utm_source=hashnode&utm_medium=feed)

At some point you get tired of launching the same GPU kernel a few million times a day just to move a few bytes. RingKernels in DotCompute are the answer to that particular form of self-inflicted pain. Persistent kernels flip the model: launch once, ...

Nov 4, 2025 · 6 min read · mivertowski.hashnode.dev  
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-   [#dotcompute](https://hashnode.com/tag/dotcompute)
-   [#persistent-kernel](https://hashnode.com/tag/persistent-kernel)
-   [#gpu](https://hashnode.com/tag/gpu)
-   [#dotnet](https://hashnode.com/tag/dotnet)
-   [#kernel](https://hashnode.com/tag/kernel)

## Written by

[Michael Ivertowski](https://hashnode.com/@mivertowski)

@mivertowski · Zurich, Switzerland

  
[View profile](https://hashnode.com/@mivertowski)

Research Engineer and Engineering Director

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