physical-ai-infrastructure-setup-and-resilient-scaling
physical-ai-infrastructure-setup-and-resilient-scaling is an agent skill published by nvidia, listed under deploy & operate. It lives in the NVIDIA/skills repository, which has 3,735 GitHub stars and is licensed under Apache-2.0; we last read it on 2026-09-16.
Sets up, scales, validates, and hardens NVIDIA physical AI infrastructure for synthetic data generation workflows on local MicroK8s or Azure AKS, including Kubernetes cluster management, inference endpoint deployment, and infrastructure failure recovery. Requires credentials for MicroK8s or Azure AKS.
Install
skills is a generic installer for any repository of Claude agent skills -- it reads NVIDIA/skills’s own structure rather than assuming one, the same way this page reads the skill’s own SKILL.md rather than assuming a format.
npx skills add NVIDIA/skills
What it connects to
Unverified means a mention in the skill’s own description, not a citation. A wrong claim here costs nothing to correct and nothing to trust yet.
Maintenance
Use when the user wants to set up, scale, validate, or harden NVIDIA physical AI infrastructure for synthetic data generation workflows across local MicroK8s or Azure AKS, including Kubernetes clusters, inference endpoint deployment, OSMO deployment, workload submission readiness, and infrastructure failure recovery. Trigger keywords: physical ai infrastructure, resilient scaling, SDG infrastructure, microk8s, azure aks, NVCF deployment, NIM Operator, OSMO deploy, workflow scaling. Don't trigger for: OSMO log summarization or workload-only operations unless infrastructure setup, scaling, validation, or recovery is requested.
physical-ai-infrastructure-setup-and-resilient-scaling compared with similar skills
| Skill | Publisher | What it does | Repo stars | Last update |
|---|---|---|---|---|
| physical-ai-infrastructure-setup-and-resilient-scaling (this page) | nvidia | Use when the user wants to set up, scale, validate, or harden NVIDIA physical AI infrastructure for synthetic… | 3,735 | 2026-10-26 |
| amc-setup-calibration-stack(same repository) | nvidia | Launch AutoMagicCalib microservice and web UI from NGC release images via Docker Compose. Use when user says… | 3,735 | 2026-10-26 |
| cuopt-install(same repository) | nvidia | Install cuOpt for Python, C, or server via pip, conda, or Docker; verify the install. For building cuOpt from… | 3,735 | 2026-10-26 |
| cupynumeric-hdf5(same repository) | nvidia | Read and write large cuPyNumeric arrays to HDF5 with Legate's parallel, distributed HDF5 I/O (legate.io.hdf5:… | 3,735 | 2026-10-26 |
| data-designer(same repository) | nvidia | Use when the user wants to create a dataset, generate synthetic data, or build a data generation pipeline. | 3,735 | 2026-10-26 |
| deepstream-generate-pipeline(same repository) | nvidia | Build DeepStream GStreamer pipelines interactively. Use when the user asks about pipelines for video/image in… | 3,735 | 2026-10-26 |
| deepstream-import-vision-model(same repository) | nvidia | Use this skill to bring a supported object-detection vision model from HuggingFace or NVIDIA NGC into an NVID… | 3,735 | 2026-10-26 |
Skills from the same repository first, then others for this job by repository stars. Figures are from each repository when we last read it.
Common questions about physical-ai-infrastructure-setup-and-resilient-scaling
- What does physical-ai-infrastructure-setup-and-resilient-scaling do?
- Sets up, scales, validates, and hardens NVIDIA physical AI infrastructure for synthetic data generation workflows on local MicroK8s or Azure AKS, including Kubernetes cluster management, inference endpoint deployment, and infrastructure failure recovery. Requires credentials for MicroK8s or Azure AKS.
- How do I install physical-ai-infrastructure-setup-and-resilient-scaling?
- Run npx skills add NVIDIA/skills. The skills installer reads the repository’s own structure, so it works for any repository of agent skills.
- Who publishes physical-ai-infrastructure-setup-and-resilient-scaling?
- nvidia.
- Is physical-ai-infrastructure-setup-and-resilient-scaling maintained, and what licence does it use?
- Its repository has 3,735 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-26. The repository declares the Apache-2.0 licence.
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