gpu-first-guidance SKILL.md skillA
gpu-first-guidance from nebius/nebius-physical-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nebius/nebius-physical-ai/gpu-first-guidance@git:20261001.0555584Pins git:20261001.0555584 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nebius/nebius-physical-ai
- Path
skills/atomic/gpu-first-guidance/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261001.0555584, committed Oct 1, 2026
- First version recorded
- Aug 19, 2026
- Size
- 5,134 bytes
- Repository stars
- 106
- License
- Apache-2.0
Use when recommending how to run a workbench workload, writing user-facing docs, or answering "what should I run first?" — lead with the Nebius GPU path and keep hosted-inference options framed as what they are, rather than as ways to avoid GPUs.
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
# Lead with the GPU path (kindly) Nebius Physical AI exists to run real physical-AI work on Nebius AI Cloud GPUs. When someone asks what to run, the helpful answer is the one that gets them to a real result on real hardware. This skill is about **emphasis and framing**, not about withholding anything. Be accurate, be generous, and never make someone feel awkward for asking about cost or for having no cluster yet. ## The habit When you recommend a path, order it like this: 1. **Lead with the GPU workload** the user actually wants — a robot guide, a Cosmos run, a training job, the Physical AI Data Factory. 2. **Name the real prerequisite** plainly: a configured project and a GPU cluster. `npa provision-if-absent` gets them there. 3. **Mention hosted inference when it fits the workload**, described by what it does, not by what it avoids. Before presenting a checked-in tool command as runnable, resolve or preflight its image. A publication-quarantined default is not a recommendation even when the old registry tag still pulls. Lead with the intended GPU path, then state that execution currently requires a separately scanned immutable image override …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/gpu-first-guidance@sha256:3f1828b55746fd1fThe line at the top of this page pins the label git:20261001.0555584, 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_4xhtop5yhg4zzm7v)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Aug 19, 2026 and Oct 1, 2026, about one every 44 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261001.0555584 latest | 2026-10-01 | 0555584 | 5,134 B | A | view · diff |
| git:20260819.307f3be | 2026-08-19 | 307f3be | 4,704 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 (5134 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
nebius/nebius-physical-ai · 106 stars · license Apache-2.0 · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4xhtop5yhg4zzm7v GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/gpu-first-guidance GET https://markdownregistry.com/api/v1/blob/3f1828b55746fd1f86b13cefe36737c48472274db1a204917dfef7e0d9dabd57
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.