---
title: "Writing Optimized Triton GPU Kernels - Air Market"
description: "You need a GPU kernel for a deep learning operation and you are writing it in Triton rather than calling one. This spans the range from basic vector operations up to Flash Attention, persistent matmu…"
canonical: "https://airmarket.ai/app/triton-kernel"
---

[Air Market](/) / [Developer Tools](/category/devtools) / Writing Optimized Triton GPU Kernels

Skill by [唯品会](/@vipshop)

# Writing Optimized Triton GPU Kernels

Deep learning kernels written by hand in Triton

## What this does

You need a GPU kernel for a deep learning operation and you are writing it in Triton rather than calling one. This spans the range from basic vector operations up to Flash Attention, persistent matmul, fused normalization and quantized GEMM, plus memory-efficient patterns. Reach for it when the kernel is yours to write.

### Top 3 things it does for you

- Write a Triton kernel for a deep learning operation
- Build Flash Attention or fused normalization
- Work on persistent matmul or quantized GEMM

## Information

**Writing Optimized Triton GPU Kernels at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [唯品会](/@vipshop) |
| Category | [Developer Tools](/category/devtools) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 74 KB |
| Licence | Apache-2.0 |
| Repository | [vipshop/cache-dit](https://github.com/vipshop/cache-dit/tree/929041eeaddb2eba434e19baf0bd3d03600bed78/.copilot/skills/triton-kernel) |
| GitHub stars | 1,257 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Writing Optimized Triton GPU Kernels and flagged nothing. AIR's verdict: **safe**.

**What Writing Optimized Triton GPU Kernels's check was run against**

|  |  |
| --- | --- |
| Commit | 929041eeaddb2eba434e19baf0bd3d03600bed78 |
| Content hash | b770cd7f9e247c8dd9f786a75b8ae73e41876b2601652d68415893728af8d80e |
| Files read | [Browse the files at this exact commit](https://github.com/vipshop/cache-dit/blob/929041eeaddb2eba434e19baf0bd3d03600bed78/.copilot/skills/triton-kernel/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Writing Optimized Triton GPU Kernels](/security/triton-kernel)

## About Writing Optimized Triton GPU Kernels

For writing optimized Triton GPU kernels for deep learning operations.

Coverage runs the full spectrum, from basic vector ops through to Flash Attention, persistent matmul, fused normalization, quantized GEMM and memory-efficient patterns.

## What's inside

- SKILL.md - instructions
- triton-dynamic-launcher-tiling.md - reference
- triton-flash-attention-v2.md - reference
- triton-fused-epilogue-kernels.md - reference
- triton-fused-normalizations.md - reference
- triton-gpu-kernel-optimization.md - reference
- triton-memory-efficient-patterns.md - reference
- triton-opt.md - reference
- triton-persistent-warp-matmul.md - reference
- triton-quantized-block-scaled-gemm.md - reference
- triton-sequential-stateful-blocks.md - reference

## Questions

### Is Writing Optimized Triton GPU Kernels safe to install?

AIR scanned this exact version of Writing Optimized Triton GPU Kernels and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 929041eeaddb, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/triton-kernel.

### How do I install Writing Optimized Triton GPU Kernels?

Open https://airmarket.ai/app/triton-kernel on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/vipshop/cache-dit/tree/929041eeaddb2eba434e19baf0bd3d03600bed78/.copilot/skills/triton-kernel. Install from that link, not the branch.

## Related on Air Market

- [More Developer Tools listings](/category/devtools)
- [Everything by 唯品会](/@vipshop)

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Canonical URL: <https://airmarket.ai/app/triton-kernel>