build1 publisher
Jev's confidence scores cleared 86.5% of graded federal RFQs for automation at 96.7% precision
Jev's confidence scores cleared 641 of 741 quote-graded federal RFQs for automation at 96.7% precision, while a 35B Qwen model's top bucket stayed at 90.1%. In one author's benchmark, calibration decided how much of the queue could skip human review more than Jev's 2.3-point accuracy lead did.
Publishers:dev.to
Reality
- Evidence45
- Adoption
- Insufficient
- Hype gap+15
- Incentives
- Insufficient
- Confidence40