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AutomationPython

Agentic Kernel Optimization

by TongmingLAIC

Agentic Kernel Optimization is an Automation skill for Claude Code, published by TongmingLAIC in AKO4ALL.

347 stars24 forkson TongmingLAIC/AKO4ALLAdded 2026/07/16+1% in starsRepository updated 2026/05/31
View source on GitHubDownload repo ZIP
Install in seconds
Install Agentic Kernel Optimization
Copy Agentic Kernel Optimization into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/TongmingLAIC/AKO4ALL ~/.claude/skills/AKO4ALL

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/TongmingLAIC/AKO4ALL.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
SKILL.md in TongmingLAIC/AKO4ALL
Installs to
~/.claude/skills/AKO4ALL
Collection
The only skill cataloged from this repository
Category
Automation — 2226 skills

What Agentic Kernel Optimization does

Drives an agentic loop to iteratively optimize a GPU kernel for maximum speedup. Handles profiling, correctness checking, logging, and git commits. Use when you have a CUDA, Triton, or TileLang kernel to speed up.

Agentic Kernel Optimization is cataloged under Automation on DirSkills.

Documentation

README

AKO4ALL — Agentic Kernel Optimization

Drive a profile → modify → benchmark → log → commit loop on a GPU kernel until it runs faster than the reference. The user provides at minimum a kernel; everything else (reference, inputs, bench script, hints) is optional.

When this skill applies

  • "optimize this kernel" / "speed up this CUDA / Triton / TileLang kernel"
  • "run AKO / AKO4ALL on ..."
  • "benchmark this kernel against PyTorch"
  • "iterate on this kernel until it's faster"
  • mentions of ncu, kernel profiling, GPU speedup target

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Agentic Kernel Optimization

  • How does Agentic Kernel Optimization compare to other Automation skills?

    Agentic Kernel Optimization ranks #1398 by stars among the 2226 Automation skills in this catalog. The most-starred ones next to it are Autonomous Loops, Autonomous Agent Harness and Automation Audit Ops. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Agentic Kernel Optimization against them. Open each page to compare what they document and how they install.

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Agentic Kernel Optimization is one of 2226 Automation skills cataloged on DirSkills, ranked #1398 by stars among them.

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