physical-ai-image-attribute-augmentation SKILL.md skillA
physical-ai-image-attribute-augmentation 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-image-attribute-augmentation@git:20261012.f331310Pins git:20261012.f331310 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/cosmos-data-factory/physical-ai-image-attribute-augmentation/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261012.f331310, committed Oct 12, 2026
- Size
- 3,149 bytes
- Repository stars
- 106
- License
- Apache-2.0
Author, run, or inspect the NPA Cosmos Data Factory IAA workflow for person-image clothing, color, and footwear augmentation with attribute verification and search labels.
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
# Image Attribute Augmentation on NPA Use `workflows/cosmos-data-factory/paidf-image-attribute-augmentation.yaml`. Read [shared setup](../cosmos-data-factory-setup/SKILL.md) and the [IAA guide](../../../workflows/cosmos-data-factory/image-attribute-augmentation.md) for configuration, commands, inputs, and output contracts. Use EVG for seed-image-to-event-video synthesis; IAA edits person images. Preserve the nine-state graph: provenance → prepare images → sample configs → Qwen Image Edit service plus real PAIDF augmentation → validate → upstream postprocessing → Person Attribute Search → assemble dataset → reopen final handoffs. Service and batch share one state so generation remains available until its consumer finishes. Use generic workflow commands; upstream Airflow manifests cannot be submitted as NPA specs. Require authorized person images in a worker-readable S3 prefix. Keep source person directories, but disclose that NPA processes individual images rather than concatenating multiple views or applying Airflow's person-folder limit. Preparation verifies dimensions/decoding, creates RGB JPEG, and records both …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/physical-ai-image-attribute-augmentation@sha256:8e276a308d7f5f68The line at the top of this page pins the label git:20261012.f331310, 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_kn5ck4m65vcic47j)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 12, 2026.
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 (3149 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_kn5ck4m65vcic47j GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/physical-ai-image-attribute-augmentation GET https://markdownregistry.com/api/v1/blob/8e276a308d7f5f68a98e1209ea826a5e163842c14ef50c752883a1e0157c540b
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.