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Get Started Free →CrewAI multi-agent orchestration setup for collaborative AI systems
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-10 | ✗→✓ | ▲ Improved | -6% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -44% | 0% |
| case-01 | ✗→✗ | ＝ Same ✗ | -14% | 0% |
| case-02 | ✗→✗ | ＝ Same ✗ | -14% | 0% |
| case-03 | ✗→✗ | ＝ Same ✗ | -13% | 0% |
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