Infrastructure

simple-jev

@featherless-ai312Pythonupdated 2026-09-18runnable

Turn any open model into a classifier/jev endpoint

featherless-ai/simple-jev

Where it calls Jev

@router.post("/v1/systemone", include_in_schema=False)

hf-server/hf_server.py:676

The link points at the commit we read, so the line number still holds.

What it asks Jev

These question sets are lifted from this project's source exactly as written.

from website/playground.mjs:2

  1. refundtrue/false

    Does the customer explicitly ask for money back?

  2. spamtrue/false

    Is this message unsolicited promotional spam?

Run it on your own text

The code
import { experimental_evaluate as evaluate } from 'ai';

const { answers } = await evaluate({
  model: 'typesafe-ai/jev',
  state,
  questions: {
    refund: { type: 'boolean', instructions: 'Does the customer explicitly ask for money back?' },
    spam: { type: 'boolean', instructions: 'Is this message unsolicited promotional spam?' },
  },
});

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