openJev-verdict-2.0

What Jev does in openJev-verdict-2.0

The project describes itself this way: Open 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. 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

• agentic-ai
• brier-score
• calibration
• decision-engine
• deep-learning
• encoder
• jev
• machine-learning
• modernbert
• non-autoregressive
• onnx
• openjev
• rlcd
• selective-prediction

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. 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
2. 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
3. ai-pythonvercel-labs/ai-pythonPython ecosystem: the official Vercel AI SDK for Python carries Jev through its evaluation operation and Gateway examples.★ 185
   Python
4. perchlakeday-org/perchSemantic linter that reads each method together with its callers and callees before asking about it. Rules are sentences in a YAML file.★ 170
   JavaScript
5. jev-gatewayvinilana/jev-gatewayLocal gateway for Codex and Claude Code that asks Jev which tool to call next and passes everything else to your usual model.★ 170
   TypeScript
6. Crush MonitorFerryCorleone/crush-monitorReads a WeChat conversation and labels each message with emotion and intent, rating how your own replies landed. Local, with your own key.★ 169
   TypeScript

See all 156 Community additions projects →

Where we found it

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