Before you press play
What you’ll find in the video
- Jev evaluates state against explicit developer-defined options across three question types: Noul (binary probability), Choice (categorical selection with distribution), and Score (scaled ordinal judgment).
- Constrained checkbox-style outputs prevent structural hallucinations like inventing categories, but Jev can still select incorrect answers or assign high confidence to ungrounded choices.
- Reported vendor and outside benchmarks indicate substantial speed and cost advantages for narrow classification tasks, but show potential quality trade-offs compared to reasoning frontier models.
Worth knowing
Gemini-assisted video/transcript review. Output adherence to defined categories does not mean decisions are correct or well-calibrated; TypeSafe has not published sufficient technical data or architecture details to independently verify calibration.