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Get Started Free →Implement Python functions and modules following best practices — type hints, error handling, testing, and idiomatic Python patterns.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-18 | ✓→✗ | ▼ Worse | -14% | 0% |
| case-12 | ✓→✓ | ＝ Same ✓ | -11% | 0% |
| case-01 | ✗→✗ | ＝ Same ✗ | -10% | 0% |
| case-02 | ✗→✗ | ＝ Same ✗ | -11% | 0% |
| case-03 | ✗→✗ | ＝ Same ✗ | 2% | 0% |
> Stub — implementation pending.
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