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Get Started Free →Plan, draft and refine research papers with reproducible analysis and publication-ready manuscripts.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 7% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -4% | 0% |
| case-05 | ✓→✗ | ▼ Worse | 6% | 0% |
| case-03 | ✓→✓ | ＝ Same ✓ | 12% | 0% |
| case-04 | ✓→✓ | ＝ Same ✓ | 9% | 0% |
Purpose
Provide a systematic workflow for designing, analyzing, writing and submitting academic research.
Workflow
Other measured skills in the registry, with their headline benchmark lift.