von

What Jev does in von

The project describes itself this way: Open alternative: a 395M non-autoregressive System One model that answers typed questions with calibrated probabilities in under 15 ms, positioned as a local drop-in replacement for Jev. In the Community additions category, Jev typically decides a single well-defined judgment, such as a label, a score or a yes/no check.

Verification

Verified. We confirmed this repository and its Jev relevance through the GitHub API and the source lists below. A specific file link has not been recorded yet.

Topics

• decision-model
• jev
• machine-learning
• python
• rlcd
• system-one
• typesafe

How Community additions projects use Jev

Projects added from community lists and direct submissions. Many are small, single-purpose experiments, which makes them some of the easiest places to see how a Jev question is framed in real code.

Related Jev projects in Community additions

1. heyjunpenn/awesome-jevheyjunpenn/awesome-jevLarge table of projects with stars, language and last-commit date, plus a searchable site.★ 520
   TypeScript
2. v-modal/awesome-jev-toolsv-modal/awesome-jev-toolsTools only, no articles or models.★ 657
3. jev-align (Sutro)sutro-sh/jev-alignDataset engineering: evaluates CSV, Parquet, and JSONL rows with Jev `Choice`, `Score`, or `Boolean` decisions, sends ambiguous and audit samples to a human, and uses accepted human labels to optimize the saved definition with GEPA.★ 275
   Python
4. openJev-verdict-2.0Heman10x-NGU/openJev-verdict-2.0Open decision engine: a calibrated 151M non-autoregressive model that reports beating both TypeSafe Jev and Laya on typed-decision benchmarks, shipped with its own test suite.★ 264
   Python
5. DocJevjerryjliu/docjevDocument pipelines: LlamaIndex's open-source library that classifies a document against natural-language category rules or finds the boundaries between sub-documents, with swappable OCR backends (liteparse or LlamaParse) and a benchmark harness whose 40-document pilot classified 40/40 originals correctly at about 182 ms Jev decision p50.★ 259
   Python
6. ai-pythonvercel-labs/ai-pythonPython ecosystem: the official Vercel AI SDK for Python carries Jev through its evaluation operation and Gateway examples.★ 185
   Python

See all 156 Community additions projects →

Where we found it

• yibie/awesome-jev
• MrJev/awesome-jev