nemo-automodel-recipe-development SKILL.md skillA
nemo-automodel-recipe-development from nvidia/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nvidia/skills/nemo-automodel-recipe-development@git:20260912.46293cbPins git:20260912.46293cb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nvidia/skills
- Path
skills/nemo-automodel-recipe-development/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260912.46293cb, committed Sep 12, 2026
- First version recorded
- May 28, 2026
- Size
- 11,931 bytes
- Repository stars
- 3,871
- License
- Apache-2.0
Create and modify NeMo AutoModel training and evaluation recipes, including YAML structure, builders, and execution flow.
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
# NeMo AutoModel Recipe Development <!-- NVSkills signature refresh requested for AM-519. --> ## Instructions For recipe questions, answer with the smallest complete path to action: 1. Name the relevant recipe file or YAML section. 2. List the builder functions or config keys involved. 3. Include a minimal YAML or command example when the question asks how to configure something. 4. End with a local validation command or tiny CPU-compatible test. For conceptual recipe questions, answer from this skill without inspecting the repository or loading other AutoModel skills unless the user asks you to edit files. Keep the response focused on recipe YAML, builders, CLI routing, tests, and local validation. Use these compact answer patterns for common questions: - New finetuning recipe variant: start from the closest file under `nemo_automodel/recipes/`, update the model, dataset or dataloader, optimizer, loss, LR scheduler, step scheduler, and checkpoint builders, register a recipe alias only if adding a new recipe class, add example YAML under `examples/`, then add a tiny CPU-compatible unit test and run `automodel <config.yaml>`. …
Read the whole file at its exact version.
How to install
mdr add nvidia/skills/nemo-automodel-recipe-development@sha256:57acf26200f269a7The line at the top of this page pins the label git:20260912.46293cb, 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_qc64yolh577ribpj)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between May 28, 2026 and Sep 12, 2026, about one every 53 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260912.46293cb latest | 2026-09-12 | 46293cb | 11,931 B | A | view · diff |
| git:20260629.e37c0a0 | 2026-06-29 | e37c0a0 | 11,396 B | A | view · diff |
| git:20260528.9a53de4 | 2026-05-28 | 9a53de4 | 11,259 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 (11931 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
nvidia/skills · 3,871 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qc64yolh577ribpj GET https://markdownregistry.com/api/v1/resolve?ref=nvidia/skills/nemo-automodel-recipe-development GET https://markdownregistry.com/api/v1/blob/57acf26200f269a7d6423059dd17cbb74476a8eb8b9450feae21e1a41d4537d2
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.