Jev Numeric Judgment Demo

The build runs Jev ten times through Lollipop! AI Gateway from Claude Code, saves the JSON responses, aggregates them, and renders numeric motion graphics with HyperFrames, adding BGM and sound effects via media-use. Jev returns numeric-only results for probability, score, or choice judgments, and repeated identical prompts produced varying numbers.

View on X

右よし左よし秋よし@AIエンタメ@akiyoshisan𝕏

Jevが9/24まで無料だったので、Claude Codeから叩いてみた。ロリポップ、AIゲートウェイ経由なら9/24まで無料で使えるみたい。・TypeSafe AIの判定特化AI。返ってくるのは"数値だけ"で文章はゼロ文字・型は3つ。noul(確率) / score(段階) / choice(選択) ・「電車が遅れて」という言い訳を判定させたら、嘘である確率 "0.91" 判定だけしてくれるAIって、案外いいかもしれない ────────────── 制作フロー Claude Codeが司令塔 / ロリポップ！AIゲートウェイ経由でJevを10回実行 → レスポンスをJSONで保存 → 統計化 → HyperFramesで数値モーション → media-useでBGM/SFX → レンダー ────────────── 面白かったのは"同じ質問を10回投げた"とき。数字は毎回揺れた

Sep 20, 2026X postsView on X

For the excuse “the train was delayed,” Jev returned a 0.91 probability of it being a lie. The author notes that the number varied across ten runs of the same question.

Also filed under Triage & routing

Jev-Assisted Codex Model and Effort Routing
The project provides Jev-assisted model and reasoning-effort routing for local Codex Desktop and CLI.
Plain-English Gmail Filter Judge
The project uses Jev (TypeSafe) to judge Gmail filters written in plain English.
Framework-Agnostic Jev Intent and Tool Router
Huzeyfe_dev built a lightweight, framework-agnostic intent and tool router using TypeSafe’s Jev decision model to speed up agent loops.
MCP Tool Router with Jev and MCTS
Harness-router is a lightweight tool router that uses Jev for fast tool selection and Monte Carlo Tree Search for harder multi-step decisions. It uses MCP as the tool interface and falls back when routing is uncertain.