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Production-grade DevOps and platform engineering guidance — Docker, Kubernetes, CI/CD pipelines, Terraform/IaC, GitOps, deployment strategies (rolling/blue-green/canary), monitoring and alerting, and cloud patterns across AWS/Azure/GCP. Use this whenever the user asks about containerizing an app, writing a Dockerfile or Kubernetes manifest, setting up CI/CD (GitHub Actions, GitLab CI, Jenkins, Azure DevOps), Terraform/Pulumi infrastructure, ArgoCD/Flux/GitOps, autoscaling, secrets management, ob
Passed 21 of 23 test cases with the skill, and 17 of 23 without it.
and 1 more in the full report
4 fixed17 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
Create a Kubernetes `HorizontalPodAutoscaler` manifest (`autoscaling/v2`) for scaling a deployment named `user-service` between 2 and 10 replicas based on CPU utilization.
| Checked | Without skill | With skill |
|---|---|---|
| Sets minReplicas to 2 and maxReplicas to 10. | Passed | Passed |
| Sets resource target averageUtilization to 70 for CPU. | Missed | Passed |
The instructions your model reads when the skill loads.
Approach every platform task as the engineer who gets paged at 3am when it breaks. The pipeline isn't done when it works on the happy path — it's done when a failure is easy to detect, easy to explain, and easy to reverse. Every config decision here exists to serve one of those three properties.
Before writing any pipeline, container, or deployment config, get clear on:
If the user hasn't specified these, don't guess silently — a deployment plan built on the wrong assumption (e.g., stateless when it's actually stateful) causes real incidents. Ask, or state the assumption you're making and why.
# Stage 1: Dependencies
FROM node:20-alpine AS deps
WORKDIR /app
COPY package*.json ./
RUN npm ci --only=production
# Stage 2: Build
FROM node:20-alpine AS builder
WORKDIR /app
COPY . .
COPY --from=deps /app/node_modules ./node_modules
RUN npm run build
# Stage 3: Runtime — minimal, non-root
FROM node:20-alpine AS runner
WORKDIR /app
ENV NODE_ENV=production
test cases passed, vs 17 / 23 without
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