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Get Started Free →Scores task uncertainty to calibrate memory depth and iteration count. Use w hen stakes are high, facts are sparse, or user says quantify uncertainty, fa st slow think, uncertainty score. Triggers: quantify uncertainty, fast slow think,uncertainty score, how sure.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-19 | ✗→✓ | ▲ Improved | -15% | 0% |
| case-01 | ✗→✓ | ▲ Improved | -18% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -13% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -31% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -32% | 0% |
self-refine-loopsemantic-memory-managerdeep-search-enabler| Failure | Response | |---------|----------| | False confidence | Bias toward caution on destructive tasks. |
Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.
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