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Get Started Free →Minimal, pattern-matching code output. Write the least code that satisfies requirements. Match existing project patterns. Use Write/Edit tools only.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-09 | ✗→✓ | ▲ Improved | 72% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -65% | 0% |
| case-14 | ✗→✓ | ▲ Improved | -50% | 0% |
| case-01 | ✗→✗ | = Same ✗ | -6% | 0% |
| case-02 | ✗→✗ | = Same ✗ | -16% | 0% |
any, proper narrowing)component-builder (primary consumer)bug-investigator (fix implementation)Other measured skills in the registry, with their headline benchmark lift.