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cuda SKILL.md skillA

cuda from outlinedriven/outline-driven-development is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add outlinedriven/outline-driven-development/cuda@git:20260905.fd53e99

Pins git:20260905.fd53e99 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: outlinedriven/outline-driven-development
Path: .devin/skills/cuda/SKILL.md
Versions recorded: 1
Latest version: git:20260905.fd53e99, committed Sep 5, 2026
Size: 7,313 bytes
Repository stars: 56
License: Apache-2.0

Use when writing CUDA kernels, managing the thread, block, and grid hierarchy, tiling shared memory, using streams, setting nvcc flags, or using Thrust. Not for kernel debugging: use cuda-debugging.

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

# CUDA

## Contract

| Field | Bound contract |
|---|---|
| Trigger | CUDA C or C++ kernel code is being written, optimized, or reviewed: launch configuration, memory hierarchy, streams, nvcc flags, Thrust, or known performance traps such as warp divergence and uncoalesced access. |
| Authority | Read-only. The skill emits guidance and code; it writes no files. Nothing to roll back. No remote mutation. |
| Side effect | Guidance, code samples, and flag recommendations in chat output. |
| Done | A launch configuration, memory plan, build command, and pitfall review exist for the kernel in question, each grounded in the toolkit version the project pins. |

## Inputs

1. Kernel goal (required): the operation to move to the GPU, or the existing kernel under review.
2. GPU model (required if code must run on it): compute capability from `nvidia-smi --query-gpu=compute_cap`.
3. Toolkit version (required if not inferrable): `nvcc --version`. The grounded current stable is CUDA Toolkit 13.3 Update 1.
4. Build system (optional): existing nvcc or CMake CUDA flags.

## Procedure
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add outlinedriven/outline-driven-development/cuda@sha256:ea71bdb484c3d852

The line at the top of this page pins the label git:20260905.fd53e99, 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_5w6vgp47ghy4obno.svg)](https://markdownregistry.com/a/art_5w6vgp47ghy4obno)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 5, 2026.

version	committed	commit	size	audit
git:20260905.fd53e99 latest	2026-09-05	fd53e99	7,313 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 (7313 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

outlinedriven/outline-driven-development · 56 stars · license Apache-2.0 · pushed 2026-09-28 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5w6vgp47ghy4obno
GET https://markdownregistry.com/api/v1/resolve?ref=outlinedriven/outline-driven-development/cuda
GET https://markdownregistry.com/api/v1/blob/ea71bdb484c3d8528459d2ff7e0a4f79d76386a0a47ed379b9630db0ad6c91a1

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.

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