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Get Started Free →Enforce Python testing standards (pytest, coverage, fixtures)
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 13% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -25% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 11% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 7% | 0% |
| case-19 | ✗→✓ | ▲ Improved | -4% | 0% |
unittest.pytest.fixture for shared setup; avoid setUp/tearDown methods.test_<module>.py and test functions test_<behavior>.pytest.mark.parametrize for data-driven tests.unittest.mock.patch — never hit real APIs in tests.Other measured skills in the registry, with their headline benchmark lift.