Jev research use cases
Autoresearch loops, citation checks, and feature discovery. Jev turns notes and papers into numbers a model or reviewer can use.
| Use case | Pattern | Jev confidence | Builder | Cost | Latency | Result |
|---|---|---|---|---|---|---|
Autoresearch feature discovery Propose Jev questions that turn tasting notes into numeric features for CatBoost. | Research | TypeSafe cookbook | Held-out RMSE 1.77 after five rounds, versus 3.09 for the mean baseline | |||
Double-checking citations Decide whether a quoted passage actually supports a claim. | Research | TypeSafe cookbook | Citations gated by support plus confidence | |||
13 questions in one Jev call Run a regulatory briefing as one batched Jev request instead of 13 singles. | Research | TypeSafe cookbook | 12.2x cheaper than 13 single-question calls | 10.0x faster than sequential singles | Same answers under both batching strategies |