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Get Started Free →Use this skill when building Python APIs with FastAPI and you want consistent boundary validation, async correctness, and maintainable dependency injection patterns.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-08 | ✗→✓ | ▲ Improved | 22% | 0% |
| case-01 | ✓→✓ | = Same ✓ | -23% | 0% |
| case-02 | ✓→✓ | = Same ✓ | -40% | 0% |
| case-03 | ✓→✓ | = Same ✓ | -8% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 20% | 0% |
Use this skill when building Python APIs with FastAPI and you want consistent boundary validation, async correctness, and maintainable dependency injection patterns.
async defpytest; keep endpoint changes small and typed.Other measured skills in the registry, with their headline benchmark lift.