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Get Started Free →Autonomously engage with complex coding tasks — multi-step planning, tool use, self-correction, and solution verification without human intervention.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-11 | ✗→✓ | ▲ Improved | 7% | 0% |
| case-05 | ✓→✓ | ＝ Same ✓ | -40% | 0% |
| case-17 | ✓→✓ | ＝ Same ✓ | -3% | 0% |
| case-01 | ✗→✗ | ＝ Same ✗ | 276% | 0% |
| case-02 | ✗→✗ | ＝ Same ✗ | -52% | 0% |
> Stub — implementation pending.
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