gpu-selection SKILL.md skillA
gpu-selection 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-selection@git:20261003.c2d395cPins git:20261003.c2d395c 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-selection/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261003.c2d395c, committed Oct 3, 2026
- First version recorded
- Aug 2, 2026
- Size
- 5,330 bytes
- Repository stars
- 106
- License
- Apache-2.0
Use when choosing or reviewing GPU targets for NPA workbench tools, training, rendering, inference, or workflow YAML resources.
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
# GPU Selection ## When To Use Use this skill when a task asks which GPU family to use, changes workflow resources, updates image routing, or reviews render/training placement. ## Procedure 1. Identify whether the workload needs RT cores, tensor throughput, multi-GPU scaling, or only CPU resources. 2. Check the tool-specific skill for hard constraints. 3. Encode the choice in CLI flags, SDK config, or workflow YAML env/resources. 4. Keep image variants aligned with GPU selection. 5. For direct-Kubernetes Jobs, discover `nvidia.com/gpu.product` labels and construct an ordered, compatible candidate list. Move to the next product only for concrete scheduler evidence (`Unschedulable`, insufficient GPU resource, or no matching product/affinity); runtime, pull, credential, checkpoint, and application failures are not placement failures. ## Three-Tier Contract - CLI: commands expose GPU choices through flags such as `--gpu-type`, `--gpu-preset`, `--runtime`, or tool-specific image variant options. - SDK: runtime config and request builders should carry GPU type/count rather than deriving it from private environment names. …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/gpu-selection@sha256:c04f57fe58dfb512The line at the top of this page pins the label git:20261003.c2d395c, 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_xuewo42uv5fcpnix)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Aug 2, 2026 and Oct 3, 2026, about one every 12 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261003.c2d395c latest | 2026-10-03 | c2d395c | 5,330 B | A | view · diff |
| git:20260817.6860d2d | 2026-08-17 | 6860d2d | 4,788 B | A | view · diff |
| git:20260813.a1cc4ea | 2026-08-13 | a1cc4ea | 4,647 B | A | view · diff |
| git:20260812.d36a8f9 | 2026-08-12 | d36a8f9 | 3,700 B | A | view · diff |
| git:20260803.38398ce | 2026-08-03 | 38398ce | 3,205 B | A | view · diff |
| git:20260802.d3490b6 | 2026-08-02 | d3490b6 | 3,036 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 (5330 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_xuewo42uv5fcpnix GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/gpu-selection GET https://markdownregistry.com/api/v1/blob/c04f57fe58dfb512ebfcad377934a58ead0c7a573bc5c016a403881ff3e745ca
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.