produced by Classmethod

# Jev articles

I tried out the Decisions API that became generally available (GA) in Azure OpenAI right away

けーま (川田圭真)

2026.10.25

"I Spoke at DevelopersIO 2026 Tokyo with the Title 'You Don't Need an LLM for That Judgment'" #devio2026

けーま (川田圭真)

2026.10.24

Trying Out Document Value Reconciliation with OpenAI's Decisions API and Comparing It to Jev and Clef

けーま (川田圭真)

2026.10.12

I tried showing document images (Japanese) to OpenAI's Responses API to have it find errors in OCR results

けーま (川田圭真)

2026.10.11

I Showed a Document Image (in English) to OpenAI's Decisions API and Had It Find Errors in the OCR Results

けーま (川田圭真)

2026.10.11

I Had OpenAI's Decisions API Classify Document Types and Compared It with Clef

けーま (川田圭真)

2026.10.10

What is OpenAI's Decisions API? A Summary of the Differences with Jev and Clef

けーま (川田圭真)

2026.10.07

I compared document value matching using Cloudflare's Clef with Jev

けーま (川田圭真)

2026.10.05

I tried having Cloudflare's Clef classify document types

けーま (川田圭真)

2026.10.04

What is Cloudflare's Clef? A Summary of the Differences with Jev

けーま (川田圭真)

2026.10.04

I Compared a Browser Agent Running on Jev with Claude Code + Playwright MCP by Giving Them the Same Task

2026.09.28

Ran the OSS model "Kev", a judgment-specialized AI Jev-compatible model, on MLX with an M4 Mac, and tested the judgment accuracy of the 4B version

2026.09.27

Tried running "Kev", an OSS implementation of a compatible API for the judgment-specialized AI "Jev", on Docker

2026.09.27

Trying a 2B Model Distilled from DeepSeek V4 Flash's Judgments as the Classifier in NeMo Switchyard

嶋田怜央成 / Reona Shimada

2026.09.24

The story of how assigning Jev the task of selecting automation scripts for routine work got it done in 52% of the time Codex would have taken

越井琢巳 (Koshii Takumi)

2026.09.23

[TypeSafe] I tried to see if Jev can classify OCR-processed documents by page type

けーま (川田圭真)

2026.09.21

[TypeSafe] Can LLMs Get Faster by Limiting Output? Comparing Speed and Cost of Gemini 3.8 Flash and Jev on the Same 107 Cases

けーま (川田圭真)

2026.09.21

[TypeSafe] How Far Can Jev Go for Document Item Matching? Measuring Accuracy, Speed, and Cost

けーま (川田圭真)

2026.09.20