architecture SKILL.md skillA
architecture 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/architecture@git:20260906.2f687b4Pins git:20260906.2f687b4 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/architecture/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260906.2f687b4, committed Sep 6, 2026
- First version recorded
- Jul 3, 2026
- Size
- 1,940 bytes
- Repository stars
- 98
- License
- Apache-2.0
Use for Claude Code architectural review of the Nebius Physical AI platform, workbench layer, orchestrator choices, and partner model.
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
# Architecture Context Detailed rationale and the preserved May 2026 architecture snapshot live in `docs/architecture/contributor-context.md`. The platform progression is: 1. Tools: Workbench. 2. Composition: Platform. 3. Intelligence: agentic layer. The current phase is Workbench, the Tools layer: marketplace model, pay per use, `npa` CLI/SDK/agents. The May 2026 snapshot covers LeRobot, FiftyOne, Genesis, Isaac Lab, Cosmos, LanceDB, GR00T, and SONIC. It is historical context, not the current tool count or proof that a newly built image works. Resolve current capabilities from the workflow catalog and `skills/index.yaml`; resolve image validation and publication from `npa/src/npa/deploy/images.py` and `docs/workbench/container-image-catalog.md`. New source and replacement digests need their own real capability and artifact evidence. SkyPilot is the sole orchestrator. Argo is deprecated. Partner model: partners listed in the ecosystem must run workloads on Nebius infrastructure when accessed through the platform. LeRobot connects data generation to robot policy training and is the default training framework for robot policy workflows. …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/architecture@sha256:f592098fc3af1fdbThe line at the top of this page pins the label git:20260906.2f687b4, 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_s7gvt2saknrv6vac)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Jul 3, 2026 and Sep 6, 2026, about one every 33 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260906.2f687b4 latest | 2026-09-06 | 2f687b4 | 1,940 B | A | view · diff |
| git:20260717.d7dfe61 | 2026-07-17 | d7dfe61 | 1,829 B | A | view · diff |
| git:20260703.774344b | 2026-07-03 | 774344b | 1,356 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 (1940 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 · 98 stars · license Apache-2.0 · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_s7gvt2saknrv6vac GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/architecture GET https://markdownregistry.com/api/v1/blob/f592098fc3af1fdbd87b34f659103bfe7bdd0a8c8de840da58ab22bc8513b0b2
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.
More from nebius/nebius-physical-ai
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