Awesome Jev: early projects and use cases
A community-curated list gathers early Jev projects and ideas for developers who already have API access.
Pre-deployment checks for the Jev judgment AI
TK shares 5 pre-deployment steps for Jev, an AI that doesn't write articles but makes judgments and returns fixed formats like Choice, Score, Yes/No: test with 20 right-answer samples, narrow judgments to one, compare probability with the correct answer, route low-confidence results to humans, and never delegate sending, deletion, or billing to it—emphasizing escape routes first.
文章を書かない判断専用AI「Jev」は、Choice・Score・Yes/Noを決めた型で返します。 でも、型が正しいことと判断が正しいことは別。 導入前に 1. 正解付き20件で試す 2. 判断を1つに絞る 3. 確率と正解を照合 4. 低信頼は人へ戻す 5. 送信・削除・課金は任せない 逃げ道を先に作る。
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Training an MLP on Qwen 4B to Replicate Jev Behavior
The author shares an open-source project openjev that trains an MLP on qwen 4b to work like Jev, with a Hugging Face link. Link
Swapping an agent's tool-calling reasoning with Jev
The author shares replacing an agent's tool-calling reasoning with Jev, using Fable, Astra, and Opus; early results show drastic savings with very close results, with a demo video promised.
