onboard-world-model SKILL.md skillA
onboard-world-model 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/onboard-world-model@git:20260906.525ee24Pins git:20260906.525ee24 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/workflows/onboard-world-model/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260906.525ee24, committed Sep 6, 2026
- First version recorded
- Jul 31, 2026
- Size
- 12,305 bytes
- Repository stars
- 106
- License
- Apache-2.0
Use when onboarding and containerizing a world model (learned action-conditioned simulator — Dreamer/Genie/Cosmos-style latent video prediction) into NPA as a multi-GPU BYOF registry candidate. Generalizes the Open Dreamer onboarding into a reusable playbook — containerize the repo, stage a real dataset, encode the train to tokenize to dynamics to dream to visualize loop as capability smokes, and validate on real 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
# Onboard a World Model (generic playbook) Reusable procedure for turning an arbitrary world-model research repo into an NPA **multi-GPU BYOF registry candidate** that runs live on Nebius GPUs and drops a viewable artifact into the agent's Rerun viewer. Distilled from the Open Dreamer onboarding; `skills/tools/open-dreamer/SKILL.md` is the worked reference example. Load together with: - `skills/workflows/byof-onboard/SKILL.md` — containerize + push + run mechanics (base profiles, `run_byof_repo.py` / `workbench.byof.repo` toolRef, workloads). - `skills/workflows/oss-solution-registry-onboard/SKILL.md` — registry/catalog admission contract (read upstream docs, encode each real capability as a `solution-smoke` with a named JSON artifact, collect live evidence). - `skills/atomic/real-components/SKILL.md` — every advertised stage must invoke the REAL component, not an echo/manifest stub. - `skills/tools/nebius-infra/SKILL.md`, `skills/atomic/gpu-selection/SKILL.md`, `skills/atomic/agent-visual-feedback/SKILL.md`. ## What Is A World Model (framing) A world model is a **learned, action-conditioned simulator**: it watches video …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/onboard-world-model@sha256:be16a96cff318477The line at the top of this page pins the label git:20260906.525ee24, 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_ltexufygplicgekj)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Jul 31, 2026 and Sep 6, 2026, about one every 19 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260906.525ee24 latest | 2026-09-06 | 525ee24 | 12,305 B | A | view · diff |
| git:20260813.941e608 | 2026-08-13 | 941e608 | 12,345 B | A | view · diff |
| git:20260731.dc46c94 | 2026-07-31 | dc46c94 | 12,316 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 (12305 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_ltexufygplicgekj GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/onboard-world-model GET https://markdownregistry.com/api/v1/blob/be16a96cff318477f36bb91a17de0240566d012c1913f61c545deeb92d249aa2
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.