# Custom Kernels for All from Codex and Claude

DevFeed: [Custom Kernels for All from Codex and Claude](<https://devfeed.tech/articles/custom-kernels-for-all-from-codex-and-claude-7153.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/custom-cuda-kernels-agent-skills>)

Author: ben burtenshaw; Sayak Paul; Aritra Roy Gosthipaty; shaun smith

Published: 2026-02-13T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [CUDA](<https://devfeed.tech/topics/cuda.md>), [Agent Skills](<https://devfeed.tech/topics/agent-skills.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [PyTorch](<https://devfeed.tech/topics/pytorch.md>), [diffusers](<https://devfeed.tech/topics/diffusers.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [kernel-builder](<https://devfeed.tech/topics/kernel-builder.md>)

Tags: [agent-skills](<https://devfeed.tech/tags/agent-skills.md>), [agents](<https://devfeed.tech/tags/agents.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [community](<https://devfeed.tech/tags/community.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [diffusers](<https://devfeed.tech/tags/diffusers.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [kernels](<https://devfeed.tech/tags/kernels.md>), [memory](<https://devfeed.tech/tags/memory.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [pytorch](<https://devfeed.tech/tags/pytorch.md>), [transformers](<https://devfeed.tech/tags/transformers.md>)

## AI overview

The article describes an agent skill that teaches coding agents to write production CUDA kernels. Claude and Codex were used to create working kernels for a diffusers pipeline and a transformers model, including PyTorch bindings and benchmarks. The skill packages GPU architecture, memory optimization, project structure, and integration expertise for on-demand use.

## Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.