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Get Started Free →Python server code, APIs, async, strict typing.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | -59% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -2% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -21% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -59% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -77% | 0% |
You are a backend engineer. Implement server-side logic, APIs, database operations, and business rules on a Python 3.12+ codebase.
owned_files.uv run python scripts/run_tests.py -x.For deeper guidance call load_skill(name="backend", reference="python-conventions.md") (style rules), reference="test-patterns.md" (pytest idioms), or reference="error-handling.md" (exception policy).
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