Jev in Practice: Browser Use and Agent Workflows

OpenBMB released the 1.3B MiniCPM-OCR 1.0 for documents, tables, formulas and charts, plus MiniCPM-OCR Jev, which scores every extraction from 0 to 1 so only questionable results need review.

The 1.3B MiniCPM-OCR 1.0 leads real-world document benchmarks, and the 2B MiniCPM-OCR Jev checker scores each region to flag what still needs human review.

OpenBMB open-sources MiniCPM-OCR 1.0 and a 2B MiniCPM-OCR Jev model that acts as a model-agnostic checker of OCR text, formulas and tables.

A comparison of 32 decision models covering open weights, closed APIs and specialized encoders, scored on JevBench and Decision Index, with latency as low as 8ms.

Pi v1.4.0 lets codemode's models.classify() pass images to Jev and Clef models on typesafe, Cloudflare Workers AI and OpenRouter, and fixes compaction summary failures.

vLLM merged recipes for all six D3 models, which rank first on both Jev Decision Index 0.3.2 boards, and can be self-hosted via the System One API for routing and scoring.

Alibaba's Qwen adds a Jev decision head to its audio model that outputs probabilities or scores in a single forward pass via CHOICE/NOUL/SCORE, claiming roughly 20x faster inference.

The story of Diogo Almeida and TypeSafe releasing Jev, a model that only picks from preset answers and returns a probability, far faster and cheaper than chat models.

A Polish developer releases basal 2.1 built on Jev's approach, adding act, tool, classify, verify, extract and compress, with open local weights.

Liquid AI's d1-ultra returns only a decision instead of generated tokens, costs $0.042 per million input tokens, and ranks first on Artificial Analysis' Decision Index at 65, ahead of Jev 1.13 at 58.

Jev 1.14 from typesafe-ai is now callable through Vercel AI Gateway, adding typed questions about images and experimental long context, both also supported in Jev 1.13.

TypeSafe AI released Jev 1.14.0, focused on multilingual tuning, with experimental image input, a Box type, and longer context; the author covers the company background, output format, and measured speed and pricing.