---
title: "Discussion on \"A valid kernel submission can still copy the input\" | Hashnode"
description: "Discussion on \"A valid kernel submission can still copy the input\". Three adaptive DEV calls produced two JSON failures and one valid carrier with unchanged CUDA source. Inspect the saved evidence without inference."
url: "https://hashnode.com/posts/a-valid-kernel-submission-can-still-copy-the-input/6af616ec4c666ddd1b41af2b"
---

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# [A valid kernel submission can still copy the input](https://nodus-compute.hashnode.dev/a-valid-kernel-submission-can-still-copy-the-input?utm_source=hashnode&utm_medium=feed)

Three adaptive DEV calls produced two JSON failures and one valid carrier with unchanged CUDA source. Inspect the saved evidence without inference.

2d ago · 4 min read · nodus-compute.hashnode.dev  
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-   [#gpu](https://hashnode.com/tag/gpu)
-   [#machine-learning](https://hashnode.com/tag/machine-learning)

## Written by

[Viswaretas Kotra](https://hashnode.com/@viswa-kotra)

@viswa-kotra · San Francisco, USA

  
[View profile](https://hashnode.com/@viswa-kotra)

Founder @ Nodus Compute, previously in HFT, Distributed Systems, and AI.

Founder @ Nodus Compute

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