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Get Started Free →Measure an agent instead of vibing it: fixed task sets, seeded runs, and a rubric written before the results are seen.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 6% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 8% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 3% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -8% | 0% |
| case-19 | ✗→✓ | ▲ Improved | 1% | 0% |
Measure an agent instead of vibing it: fixed task sets, seeded runs, and a rubric written before the results are seen.
Other measured skills in the registry, with their headline benchmark lift.