Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
jev-benchmark
Rubric-Based Zero-Shot Classification Benchmark: Jev vs Claude Haiku 4.5 vs Claude Sonnet 5 vs OpenJev on rubric-conditioned classification, chained decision execution, and exam grading -- with full price tracking.
Project facts
- Relationship to Jev
- Research
- Evidence
- Documented
- Language
- Python
- License
- MIT
- Origin
- Original repository
- Repository status
- Not archived
- Created
- 2026-09-23
- GitHub stars
- 3
- Evidence checked
- 2026-09-24T08:40:10.508Z
- Metadata checked
- 2026-09-24T08:40:10.508Z
- Check status
- current
Stars measure the whole repository, including work unrelated to Jev.
Evidence and scope
Documented records the linked documentation or source. JevHunt has not independently run or benchmarked this project.
| **Jev** (`jev-1.13`) | TypeSafe AI's purpose-built rubric-classification model. Three primitives: `Noul` (yes/no), `Choice` (pick 1 of ≤255 options), `Score` (rate against an ordered rubric). | $0.042 / Mtok input, **output free** |
Evidence commit: 70e96c8b62d487a96b4631718d591a61dc82096f
Discovered through: awesome-jev.
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