Use this skill to run the full AKO4ALL-based optimization loop for an existing SGLang diffusion kernel. It is the default implementation path once the benchmark/profile skill has already shown that a hotspot is real and not covered by an existing fast path. This workflow bootstraps a custom AKO harness, benchmarks and profiles the kernel, iterates with ncu, ports the best version back to sglang, then validates with targeted tests and model-level denoise runs.
<base-dir>/
├── sglang/
└── AKO4ALL/Sglang Diffusion Ako4all Kernel is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/sglang-diffusion-ako4all-kernel/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when optimizing an existing SGLang diffusion kernel with AKO4ALL, including AKO4ALL repo hygiene, custom microbench setup, ncu-guided iteration, and end-to-end denoise validation. Also use when a sibling AKO4ALL repo must be cloned or refreshed before starting kernel tuning work.
The Sglang Diffusion Ako4all Kernel Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/sglang-diffusion-ako4all-kernel curl -L https://claudskills.com/skills/sglang-diffusion-ako4all-kernel/SKILL.md \ -o ~/.claude/skills/sglang-diffusion-ako4all-kernel/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/sglang-diffusion-ako4all-kernel/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/sglang-diffusion-ako4all-kernel/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\sglang-diffusion-ako4all-kernel\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
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SKILL.md from the source repository to ~/.claude/skills/sglang-diffusion-ako4all-kernel/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Sglang Diffusion Ako4all Kernel is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.If you reference this skill in a blog post, paper, or documentation, you can cite it as:
@misc{sglang-diffusion-ako4all-kernel-2026,
author = {FutureMLS-Lab},
title = {Sglang Diffusion Ako4all Kernel [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/sglang-diffusion-ako4all-kernel/}
}Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:
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SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.