Jev for Education

12 curated Jev resources. Education, learning, and assessment.

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Docs1
Repos & sites5
Posts2
Articles1
Playgrounds3

All 12 Jev resources for Education

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12 resources

A native Brazilian Portuguese typed-decisions benchmark: seven choice and noul tasks over legislative, legal, scientific, and fact-checking text, with a tuned 4B model at 72.9% mean.

Jev Benchmarks & EvaluationsDocs#community#evaluation#calibration

Community

JEV Book Tags

Calibre plugin that asks Jev typed questions about each book's genre and subjects, applies configurable per-category probability thresholds, preserves existing tags and leaves uncertain results for manual review. Supports single-book, selected-books and whole-library classification with caching, CSV export and restore.

Jev Tools & CLIs#community#calibre#library

Community

iamjonatha/jev-book-tagsPython

jev-research-pipeline

A CLI that checks new papers, repositories and feeds each morning against your open research questions, asking Jev Noul gates and Score dimensions through Pydantic AI's typesafe model; an LLM writes only the prose into Obsidian notes.

Jev Tools & CLIs#community#research#cli

Community

shimo4228/jev-research-pipelinePython

Auto-optimizing Jev: Half the Errors, 1/7 the Cost

Kiln points its autoresearch loop at Jev for Mandarin pinyin disambiguation. The optimized harness, built from jieba segmentation and CC-CEDICT word evidence with some chained Jev calls, cuts mistakes from 316 to 147 on 61,750 decision positions, ahead of a DeepSeek reasoning baseline at $1.60 versus $11 per pass.

Jev Practices & PatternsArticle#community#optimization#chinese-nlp

Community

Knowledge Signal

A Show HN prototype that turns study notes into a confidence-aware knowledge profile by scoring them with Jev.

Jev Tools & CLIs#community#evaluation

Community

sumant1122/knowledge-signalJavaScript

WORKLAUDE learn

A spoken-language learning experience where video scenes branch on TypeSafe Jev decisions instead of multiple-choice clicks.

Jev Demos & ExperimentsPlayground#community#playground#agents

Community

Show HN: Worklaude – learn by speaking

The Hacker News thread for WORKLAUDE, described as video scenes that branch on TypeSafe Jev while learners speak.

Jev Guides & ArticlesPost#community#agents

Community

I was impressed by Jev, please explain why I shouldn't be

A qualitative-research use case thread: classifying free-text participant responses without training a custom model first.

Jev Guides & ArticlesPost#community#classification

Community

Jev Calibration game

Sixteen true-or-false statements you answer, then Jev answers with a Noul probability. Keeping only its confident calls is the point of the game.

Jev Demos & ExperimentsPlayground#community#games#playground

Community

Jev Detector

A no-login page that scores pasted prose sentence by sentence with Jev, using a 0–4 style rubric, and highlights only the sentences that cross its threshold.

Jev Demos & ExperimentsPlayground#community#playground#moderation

Community

Snake Jev

A desktop Snake experiment where Jev assesses the board each tick and Python combines its answers into a move; one recorded run reached 29 foods in 461 ticks before trapping itself.

Jev Cookbooks#community#python#games

Community

siroccomask/snake-jevPython

Jev Visual

316

An educational Jev-like inference project for Apple Silicon: Qwen3.5-0.8B scores candidate answers from shared multimodal context instead of generating text, with browser, CLI, and HTTP interfaces.

Jev Repos & SDKs#community#python#open-models

Community

hr98w/jev-visualPython

Related industries

Industries that overlap with Education.

Jev articles

Original guides that go deeper on Jev education.

All Jev articles

Fine-Tuning and Calibration: Making an Open Checkpoint Yours

Oct 9, 2026

Base decision checkpoints sit near chance on purpose. The typed-decisions loop, the corpora behind the students, and the temperature fit that turns probabilities into thresholds.

Jev Practices & Patterns#fine-tuning#calibration#open-models

Read article

Watch: Jev in action

Video walkthroughs and demos from the community.

YouTube: Nate Herk compares speed and cost against ordinary models, then builds an X feed classifier and a paper-trading prototype.

YouTube: Ray Amjad puts Jev inside an agentic coding loop and looks at what it costs to run.

YouTube: David Ondrej explains the architecture behind Jev and how to build a business on it.

Discussions about Jev

Threads from Reddit and Hacker News about building with Jev.

Hacker News: Nikola Balić on what made the Jev launch easy to try and easy to share.

nkko2 pointsWhat TypeSafe Got Right with the Jev LaunchRead the thread on Hacker News

Hacker News: Pointer to a DiffusionGemma plus vLLM tutorial for a Jev-shaped classifier.

1 pointHow to build a Jev-style classifier with DiffusionGemma and vLLMRead the thread on Hacker News

Hacker News: SafeDep Gryph plus Jev checks for compromised coding-agent behavior.

2 pointsDetecting Compromised AI Coding Agents with Jev and GryphRead the thread on Hacker News

Hacker News: Thread on Selmar's Jev code-review calibration notes and ordering.py comparisons.

Lectem2 pointsCalibrating Jev as a Code ReviewerRead the thread on Hacker News

From the Jev community

Posts from builders shipping with Jev right now.

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