physical-ai-data-factory SKILL.md skillA
physical-ai-data-factory 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/physical-ai-data-factory@git:20261106.20ba2bePins git:20261106.20ba2be 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/physical-ai-data-factory/SKILL.md- Versions recorded
- 18
- Latest version
- git:20261106.20ba2be, committed Nov 6, 2026
- First version recorded
- Aug 18, 2026
- Size
- 64,737 bytes
- Repository stars
- 106
- License
- Apache-2.0
Use when authoring, running, submitting, or validating native NVIDIA PAIDF workflows on Nebius + SkyPilot — VDA, scoped DIG, IAA, EVG, and the NPA-specific Cosmos3 VDA variant — with real components, exact model provenance, artifact handoffs, and runtime access checks.
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
# Physical AI Data Factory (NPA-native, no OSMO) ## Source And Attribution NPA translates NVIDIA's Physical AI Data Factory workflows into native SkyPilot graphs. The official ecosystem entry point is https://github.com/NVIDIA/physical-ai-data-factory: it publishes VDA and DIG agent workflows and links the PAIDF component repositories. The separate https://github.com/NVIDIA/paidf-orchestration repository is an Apache-2.0 Airflow-on-Kubernetes scaler that publishes the Image Attribute Augmentation and Event Video Generation DAGs translated here. NPA runtime-fetches their pinned component/configuration contracts and executes the graphs through SkyPilot; it does not execute the Airflow controller. Exact revisions and license boundaries are recorded in `skills/NOTICE-NVIDIA-PAIDF`. Earlier design analysis was adapted from https://github.com/NVIDIA/skills, primarily `physical-ai-video-data-augmentation`. Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. Upstream licenses: Apache-2.0 and CC-BY-4.0. See `skills/NOTICE-NVIDIA-SKILLS`. NPA orchestrates on SkyPilot (not OSMO or Airflow) and composes existing workbench tools. The separately named direct translations …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/physical-ai-data-factory@sha256:fcbcd2ede60205bdThe line at the top of this page pins the label git:20261106.20ba2be, 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_vscgxnjtyomtwmcu)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 18 versions of this file, between Aug 18, 2026 and Nov 6, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261106.20ba2be latest | 2026-11-06 | 20ba2be | 64,737 B | A | view · diff |
| git:20261029.41f5c45 | 2026-10-29 | 41f5c45 | 64,721 B | A | view · diff |
| git:20261028.c1d4650 | 2026-10-28 | c1d4650 | 62,840 B | A | view · diff |
| git:20261012.f331310 | 2026-10-12 | f331310 | 62,278 B | A | view · diff |
| git:20261010.ba2eed3 | 2026-10-10 | ba2eed3 | 61,905 B | A | view · diff |
| git:20261008.934146e | 2026-10-08 | 934146e | 61,191 B | A | view · diff |
| git:20261008.1248851 | 2026-10-08 | 1248851 | 60,262 B | A | view · diff |
| git:20261003.77e5d1f | 2026-10-03 | 77e5d1f | 59,696 B | A | view · diff |
| git:20261001.0555584 | 2026-10-01 | 0555584 | 59,582 B | A | view · diff |
| git:20260920.e4d7a2a | 2026-09-20 | e4d7a2a | 59,389 B | A | view · diff |
| git:20260918.3ae5a7a | 2026-09-18 | 3ae5a7a | 45,638 B | A | view · diff |
| git:20260918.ab3ed42 | 2026-09-18 | ab3ed42 | 44,975 B | A | view · diff |
| git:20260917.a8b1c33 | 2026-09-17 | a8b1c33 | 41,093 B | A | view · diff |
| git:20260906.7e3c7e8 | 2026-09-06 | 7e3c7e8 | 40,313 B | A | view · diff |
| git:20260906.525ee24 | 2026-09-06 | 525ee24 | 38,381 B | A | view · diff |
| git:20260906.4539e93 | 2026-09-06 | 4539e93 | 38,421 B | A | view · diff |
| git:20260820.74faf73 | 2026-08-20 | 74faf73 | 38,439 B | A | view · diff |
| git:20260818.c836fa3 | 2026-08-18 | c836fa3 | 34,924 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 (64737 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_vscgxnjtyomtwmcu GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/physical-ai-data-factory GET https://markdownregistry.com/api/v1/blob/fcbcd2ede60205bd5223caad2485bdf39f952009499a08a5552cdf944b97272e
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.