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Use when deploying an existing web application or API to an already-running Azure Kubernetes Service cluster. Detects the framework, generates a Dockerfile and Kubernetes manifests, validates against AKS Deployment Safeguards, and deploys with verification. WHEN: deploy app to AKS, deploy to existing AKS cluster, containerize app for Kubernetes, generate K8s manifests for Azure, set up CI/CD for AKS, my AKS deployment is failing safeguard checks, I have a Django/Express/Spring Boot app to run on
Passed 22 of 23 test cases with the skill, and 21 of 23 without it.
2 fixed20 passed either way0 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
I have a FastAPI service that I need to deploy to an existing Azure Kubernetes Service cluster. Could you generate the complete Dockerfile along with the Kubernetes Deployment and Service YAML configurations required for AKS?
| Checked | Without skill | With skill |
|---|---|---|
| The Dockerfile specifies explicit version tags for the base image rather than relying on the latest tag. | Passed | Passed |
| The Kubernetes Deployment manifest specifies a container securityContext with runAsNonRoot set to true. | Missed | Passed |
| The Kubernetes Deployment manifest includes liveness and readiness probes targeting the FastAPI health path. | Passed | Passed |
The instructions your model reads when the skill loads.
Use when: deploying a web app/API to AKS; containerizing for Kubernetes; generating manifests; AKS CI/CD; DS001–DS013 failures.
Not for: provisioning clusters (azure-kubernetes), AKS Automatic readiness (azure-kubernetes-automatic-readiness), non-AKS targets.
Requires: existing AKS cluster, az login, kubectl configured. Follow phases/quick-deploy.md. On failure: references/rollback.md.
<LATEST_STABLE_*> resolutionLoad knowledge-packs/frameworks/<framework>.md per detected framework. Available: spring-boot, express, nextjs, fastapi, django, nestjs, aspnet-core, go, flask
templates/ (dockerfiles/, k8s/, github-actions/, mermaid/).
test cases passed, vs 21 / 23 without
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