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CI/CD pipelines, containerization, Kubernetes, and infrastructure as code patterns
Passed 21 of 22 test cases with the skill, and 16 of 22 without it.
and 3 more in the full report
6 fixed15 passed either way0 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Can you write a hardened Dockerfile for a Node.js web application? I want a multi-stage container build optimized for minimal image size along with standard runtime security practices and health checking included.
| Checked | Without skill | With skill |
|---|---|---|
| The Dockerfile configures a non-root user with UID 1001 | Missed | Passed |
| The Dockerfile utilizes a multi-stage build structure | Passed | Passed |
| The Dockerfile configures a HEALTHCHECK instruction | Passed | Passed |
The instructions your model reads when the skill loads.
Comprehensive frameworks for CI/CD pipelines, containerization, deployment strategies, and infrastructure automation.
┌─────────────┐ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ Code │──▶│ Build │──▶│ Test │──▶│ Deploy │
│ Commit │ │ & Lint │ │ & Scan │ │ & Release │
└─────────────┘ └─────────────┘ └─────────────┘ └─────────────┘
│ │ │ │
▼ ▼ ▼ ▼
Triggers Artifacts Reports Monitoring
See
templates/github-actions-pipeline.ymlfor complete GitHub Actions workflow
test cases passed, vs 16 / 22 without
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