The Jev AI journal

AI Insights & Guides

A closer look at the models, ideas, and practical details that make AI useful. Read a guide. Try something real.

Recent articles

19 articles
Ollaya concept illustration of a laptop running interchangeable local models and returning a category, score, and yes-or-no decisionModel Guides

Ollaya runs open decision models on your own hardware. Learn how it works, which models it supports, and when a local setup makes sense compared with Jev.

Decision cards branch toward a hosted cloud service, a laptop, and a local GPU to illustrate Jev alternative deployment choicesModel Comparisons

Looking for a Jev alternative? Compare Laya, Kev, Decider, Winnow, OpenJev, structured-output LLMs, and classifiers by deployment needs and practical trade-offs.

An evaluation machine compares AI answer cards with reference material and sorts them into three review outcomesJev Tutorials

Use Jev as a Judge to check AI answers against evidence, build clear scoring rubrics, and compare typed evaluation with a traditional LLM judge.

OpenAI Decision API concept illustration showing text and image context flowing into a fixed choice and an application workflowAPI Guides

A practical guide to the OpenAI Decisions API: what it does, where it fits, what remains unpublished, and how it compares with Jev for everyday AI decisions.

Public code and connectors linking to a hosted Jev-style decision model that returns choice, yes or no, and score resultsModel Guides

Is Jev open source? Learn what is public, why the official weights are not downloadable, and how independent open source decision models compare with Jev.

An AI routing hub sends different chat tasks toward lightweight, balanced, and deeper model pathsModel Guides

Learn what Jev Router does, how its model and reasoning choices work, how to connect through an API, and when to choose Jev or another router instead.

Laya MLX concept showing a short message entering a local laptop decision model and returning three routing probabilitiesModel Guides

What is Laya MLX? Learn how the Apple Silicon port handles typed decisions, where its speed claims come from, and how it compares with Laya and Jev.

OmniJev visual decision concept with a phone, robot camera, video frames, and probability choicesModel Guides

What is OmniJev? A plain-English guide to its visual decision features, 0.8B, 2B, and 4B models, real limits, and how it compares with Jev and Jev-Omni.

Editorial illustration of case cards moving through a four-part decision model benchmark and becoming ranked resultsJev Guides

Learn what JevBench measures, how to read its four scores and model rankings, why sealed tests matter, and how to check a real decision in the Jev AI Playground.

Editorial illustration of a local GPU sorting text and image case cards into three decision routesModel Guides

A plain-English guide to Winnow-12B, its local typed decisions, Q8 and BF16 builds, vision support, JevBench results, and how it compares with Jev.

Five visual paths representing cloud, image, local chip, server, and probability scoring converge on a structured decision cardModel Comparisons

Compare Jev AI, Djev, Laya, OpenJev, and SemIf through real decision tasks: typed answers, images, local control, probability quality, and setup effort.

Text, photo, sound wave, and video frames converging on a structured decision card with probability barsModel Guides

What is Jev-Omni? Learn how this open multimodal decision model handles text, images, audio, and video, how it compares with Jev and Djev, and what to test first.