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Guides Docker, CI/CD pipelines, deployment strategies, infrastructure as code, and observability setup.
Passed 20 of 22 test cases with the skill, and 15 of 22 without it.
and 1 more in the full report
5 fixed15 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
Write a terraform block declaration in HCL configuring AWS S3 state storage backend. The state configuration must enable state file locking mechanism to prevent concurrent execution conflicts.
| Checked | Without skill | With skill |
|---|---|---|
| Includes use_lockfile = true in Terraform S3 backend configuration. | Missed | Passed |
| Configures S3 backend bucket and key parameters. | Passed | Passed |
The instructions your model reads when the skill loads.
Copy this checklist and track progress:
DevOps Setup Progress:
- [ ] Step 1: Containerize application (Dockerfile)
- [ ] Step 2: Set up CI/CD pipeline
- [ ] Step 3: Define deployment strategy
- [ ] Step 4: Configure monitoring & alerting
- [ ] Step 5: Set up environment management
- [ ] Step 6: Document runbooks
- [ ] Step 7: Validate against anti-patterns checklist
# WRONG: Single stage, bloated image
FROM node:22
WORKDIR /app
COPY . .
RUN npm install
RUN npm run build
CMD ["node", "dist/index.js"]
# Result: 1.2GB image with devDependencies and source code
# CORRECT: Multi-stage build
FROM node:22-alpine AS builder
WORKDIR /app
COPY package*.json ./
test cases passed, vs 15 / 22 without
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