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.

Thariq's focus agent uses Jev to classify activity and notification priority in real time, gating interruptions by mode and letting the agent define new modes.

A look at how Jev exposes each agent decision — the question asked, the probability returned, and why it traded or didn't — plus where to see top agents' setups.

An article argues that label-and-probability decision models like Jev should be treated as a distinct primitive in agent architectures, handling routing and judgment calls that need no reasoning so frontier models only wake when the path truly forks.

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 released a 1.3B open-source OCR model plus MiniCPM-OCR Jev, which rates the reliability of each extraction with a confidence score for manual review instead of auto-correcting.

A personal AI-native macOS dock with focus modes uses Jev to classify activity and notifications in real time and act on them, while an agent customizes and adds modes.

The author maps mainstream AI browser automation into eight camps, with Jev Ultrafast compressing action space and interactive elements to cut inference latency and token cost.

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.

Jev decides only on information you supply, while Parallel Decisions runs a 200ms web search first; the author offers 5k free calls to try it.

Parallel launches a Decisions API that pairs instant decision models like Jev with fresh web grounding in one call, for fact-checking, lead classification and strategy backtests at $0.001 per request.

The author shows using Jev as the brain to drive smart programmable routing.