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Docker, Kubernetes, and AWS ECS/Fargate patterns.
Passed 20 of 22 test cases with the skill, and 18 of 22 without it.
2 fixed18 passed either way2 still failing0 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.
How do you forward local machine port 8080 to port 80 of a Kubernetes service named 'app-service' using kubectl?
| Checked | Without skill | With skill |
|---|---|---|
| The command invokes kubectl port-forward svc/app-service 8080:80 | Missed | Passed |
The instructions your model reads when the skill loads.
Facts verified as of 2026-07.
Docker and Kubernetes patterns for containerized applications.
# Use specific version, not :latest
FROM python:3.11-slim AS builder
# Set working directory
WORKDIR /app
# Copy dependency files first (better caching)
COPY requirements.txt .
RUN pip install --no-cache-dir -r requirements.txt
# Copy application code
COPY src/ ./src/
# Production stage (multi-stage build)
FROM python:3.11-slim
WORKDIR /app
# Create non-root user
RUN useradd --create-home appuser
USER appuser
# Copy from builder
COPY --from=builder /app /app
# Set environment
ENV PYTHONUNBUFFERED=1
# Health check
HEALTHCHECK --interval=30s --timeout=3s \
CMD curl -f http://localhost:8000/health || exit 1
test cases passed, vs 18 / 22 without
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