microsoft avatar

Airunway Aks Setup

You've got an AKS cluster and want to run LLMs on it. This walks you through the full setup: verifying the cluster, installing the AI Runway controller and CRDs, checking what GPUs you have, picking an inference provider like KAITO or vLLM, and deploying your first model. It's structured as six sequential steps with references for each, and you can skip ahead if you're resuming mid-setup. The main thing to watch is GPU cost, an A100 node can run you $3 to $5 an hour, so don't just click through without noticing. Good for first-time AI Runway setups where you need the full walkthrough instead of hunting through docs.

skills.sh installs
452K
GitHub stars
1.6K
last updated
Aug 21, 2026

Install

$ npx -y skills add microsoft/azure-skills --skill airunway-aks-setup --agent claude-code

Installs into .claude/skills of the current project.

Files

AI Runway AKS Setup

This skill walks users from a bare Kubernetes cluster to a running AI model deployment. Follow each step in sequence unless the user provides skip-to-step N to resume from a specific phase.

Cost awareness: GPU node pools incur significant compute charges (A100-80GB can cost $3–5+/hr). Confirm the user understands cost implications before provisioning GPU resources.

Prerequisites

This skill assumes an AKS cluster already exists. If the user does not have a cluster, hand off to the azure-kubernetes skill first to provision one (with a GPU node pool unless CPU-only inference is acceptable), then return here.

Quick Reference

PropertyValue
Best forEnd-to-end AI Runway onboarding on AKS
CLI toolskubectl, make, curl
MCP toolsNone
Related skillsazure-kubernetes (cluster setup), azure-diagnostics (baseline troubleshooting), optional aks-gpu-inference (existing GPU/inference Day-2 incidents only)

When to Use This Skill

Sponsors

Details

Repository
github.com/microsoft/azure-skills
Categories
DevOps & CI/CD, AI & Agent Building, Release Management, Cloud & Infrastructure
First seen
May 16, 2026

More from microsoft/azure-skills

All 39
1heygen-com avatarhyperframes-studioheygen-com/hyperframesUse when working with a person on a HyperFrames project in Studio: first, whether their message asks for a change at all (questions, loose ideas and "don't chan451.6Kskills.sh installs
2stablyai avatarorchestrationstablyai/orcaUse Orca orchestration for structured multi-agent coordination: threaded messages, blocking ask/reply flows, task dispatch, worker_done/escalation waits, task D357Kskills.sh installs
3remotion-dev avatarremotion-saasremotion-dev/skillsBuild an app with Remotion288.4Kskills.sh installs
4runcomfy-com avatarcodex-petruncomfy-com/skillsCodex Pet generator on RunComfy. Build a Codex-compatible Codex Pet spritesheet.webp + pet.json from a single reference image, drop it into `${CODEX_HOME:-$HOME274.3Kskills.sh installs
5mattpocock avatarwrite-a-skillmattpocock/skillsCreate new agent skills with proper structure, progressive disclosure, and bundled resources. Use when user wants to create, write, or build a new skill.219.7Kskills.sh installs
6higgsfield-ai avatarhiggsfield-soul-idhiggsfield-ai/skillsTrain a Soul Character — a personalized model on a person's face that Higgsfield uses for identity-faithful image and video generation. Use when: "create my Sou212.7Kskills.sh installs