tongminglaic/ako4all · SKILL.md

ako4all skillA

ako4all is agent-read markdown (skill) from tongminglaic/ako4all: Drive an agentic loop that iteratively optimizes a GPU kernel for maximum speedup. Use this skill whenever the user wants to optimize / speed up / benchmark a GPU kernel (CUDA, Triton, TileLang, C++, Python), mentions AKO / AKO4ALL / AKO4X / agentic kernel optimization, asks to "make this kernel faster", or has a kernel they want measured against a PyTorch reference. The skill handles setup, profiling (ncu), correctness checking, iteration logging, and git commits. Bootstraps a workspace in any .

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add tongminglaic/ako4all/ako4all@git:20260814.e04516e
Exact content
mdr add tongminglaic/ako4all/ako4all@sha256:0ccd86b6475faf8a

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_7dwjlh3pcxycanme.svg)](https://markdownregistry.com/a/art_7dwjlh3pcxycanme)

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Versions

versioncommittedcommitsizeaudit
git:20260814.e04516e latest2026-08-14 e04516e 16,156 BA view · diff
git:20260813.a2b7e632026-08-13 a2b7e63 15,813 BA view · diff
git:20260531.767175e2026-05-31 767175e 15,640 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (16156 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

tongminglaic/ako4all · 366 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7dwjlh3pcxycanme
GET https://markdownregistry.com/api/v1/resolve?ref=tongminglaic/ako4all/ako4all
GET https://markdownregistry.com/api/v1/blob/0ccd86b6475faf8aae5ac372e0dadf831ac3fba7fde7dc4d29a15b52a65e85ba

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.