cute-dsl SKILL.md skillA

cute-dsl from tongminglaic/ako4x is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add tongminglaic/ako4x/cute-dsl@git:20260531.0fd4b5f

Pins git:20260531.0fd4b5f in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: tongminglaic/ako4x
Path: templates/skills/cute-dsl/SKILL.md
Versions recorded: 1
Latest version: git:20260531.0fd4b5f, committed May 31, 2026
Size: 1,083 bytes
Repository stars: 84
License: MIT

CuTe DSL reference — NVIDIA's CUTLASS Python DSL. Use whenever writing or debugging a CuTe DSL kernel — covers the `@cute.kernel` + `@cute.jit` + `.launch()` host pattern, `from_dlpack` tensor conversion, API-probing against the installed wheel, the launch-kwarg table, and the well-known graph-capture pitfall (CuTe's TVM-FFI stream binding does NOT pick up CUDA-graph capture mode — flashinfer-bench issue 414).

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# CuTe DSL

Reference for CuTe DSL kernel writers. Detailed guide: `cute-dsl.md`.

## When to consult

- Writing a kernel via `@cute.kernel.launch()` decorators.
- Selecting layout / tile algebra primitives for matmul or reduction.
- Resolving silent kernel-skip under CUDA graph capture (the second-order gotcha — TVM-FFI stream binding does not capture; see `cute-dsl.md` "Second-order gotcha").

## COUPLED references

None directly to runtime. Per-operator CuTe wins / traps live under `docs/prior/` (when your operator has a prior archive) — notably the `dsa-sparse-attention` archive for graph-capture interactions.

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add tongminglaic/ako4x/cute-dsl@sha256:bd06226f9246e5a0

The line at the top of this page pins the label git:20260531.0fd4b5f, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

[![mdr](https://markdownregistry.com/badge/art_apmrgodcl3zli7g6.svg)](https://markdownregistry.com/a/art_apmrgodcl3zli7g6)

6 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on May 31, 2026.

version	committed	commit	size	audit
git:20260531.0fd4b5f latest	2026-05-31	0fd4b5f	1,083 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (1083 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/ako4x · 84 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_apmrgodcl3zli7g6
GET https://markdownregistry.com/api/v1/resolve?ref=tongminglaic/ako4x/cute-dsl
GET https://markdownregistry.com/api/v1/blob/bd06226f9246e5a069aac44313fefeb38dbde142fcbc77521bd6a0783f0739d7

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.