cpu-kernel-authoring SKILL.md skillA
cpu-kernel-authoring from outlinedriven/outline-driven-development is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add outlinedriven/outline-driven-development/cpu-kernel-authoring@git:20260912.b809cc1Pins git:20260912.b809cc1 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/cpu-kernel-authoring/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260912.b809cc1, committed Sep 12, 2026
- First version recorded
- Sep 5, 2026
- Size
- 10,944 bytes
- Repository stars
- 55
- License
- Apache-2.0
Use when writing, optimizing, or benchmarking a C++ CPU kernel with AVX2 or AVX512 intrinsics for the Hugging Face kernels ecosystem. Not for CUDA kernels: use cuda.
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
# CPU kernel authoring ## Contract | Field | Bound contract | |---|---| | Trigger | A C++ CPU kernel for the Hugging Face kernels ecosystem must be written, optimized, or benchmarked with AVX2 or AVX512 intrinsics against a PyTorch baseline. | | Authority | Reversible local. Writes C++ kernel sources, `build.toml`, and `torch_binding.cpp` under the kernel directory, a wheel under `dist/`, the installed kernel package in the active Python environment, and trial state under `trials/<kernel_name>/` and `output/`. Rollback is version control for the sources, `pip uninstall <package>` for the package, and removal of `dist/`, `trials/<kernel_name>/`, and `output/`. No remote mutation. | | Side effect | Kernel sources and build files change; a wheel is built and installed; trial directories and result records accumulate. | | Done | The kernel passes the correctness check in `scripts/benchmark_cpu.py`, every trial up to `max_trials` has run or the speedup exceeded `early_stop_speedup`, and the best trial is finalized into `output/` with its final measurement; or a failure class from the table below is reported with the recovery step taken. | ## Inputs …
Read the whole file at its exact version.
How to install
mdr add outlinedriven/outline-driven-development/cpu-kernel-authoring@sha256:146b9480cf13e81aThe line at the top of this page pins the label git:20260912.b809cc1, 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.
[](https://markdownregistry.com/a/art_637xrptspvnjak72)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Sep 5, 2026 and Sep 12, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260912.b809cc1 latest | 2026-09-12 | b809cc1 | 10,944 B | A | view · diff |
| git:20260912.5c5b759 | 2026-09-12 | 5c5b759 | 10,943 B | A | view · diff |
| git:20260905.aeb0f9e | 2026-09-05 | aeb0f9e | 10,816 B | A | view · diff |
| git:20260905.fd53e99 | 2026-09-05 | fd53e99 | 10,741 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (10944 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
outlinedriven/outline-driven-development · 55 stars · license Apache-2.0 · pushed 2026-09-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_637xrptspvnjak72 GET https://markdownregistry.com/api/v1/resolve?ref=outlinedriven/outline-driven-development/cpu-kernel-authoring GET https://markdownregistry.com/api/v1/blob/146b9480cf13e81a9f4f8ae88c05fca1b756634a4367754d077df4d40644f9d1
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.