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Get Started Free →Human-in-the-loop integration for LangGraph workflows with approval and intervention points
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | -13% | 0% |
| case-01 | ✗→✗ | ＝ Same ✗ | 16% | 0% |
| case-02 | ✗→✗ | ＝ Same ✗ | 16% | 0% |
| case-03 | ✗→✗ | ＝ Same ✗ | 10% | 0% |
| case-04 | ✗→✗ | ＝ Same ✗ | -16% | 0% |
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