---
title: Clef-Flash
emoji: 🎯
colorFrom: indigo
colorTo: purple
sdk: gradio
sdk_version: 6.30.0
app_file: app.py
short_description: Typed decisions from text, JSON, or an image
python_version: "3.12"
startup_duration_timeout: 1h
models:
  - Cloudflare/clef-flash
---

Demo of [Cloudflare/clef-flash](https://huggingface.co/Cloudflare/clef-flash): a 9B multimodal decision model that scores every option of every typed question (`noul` / `choice` / `score`) about a state in a single forward pass. There is no free-form generation and no output parsing.

Example photos are from [linoyts/repo-to-space-example-inputs](https://huggingface.co/datasets/linoyts/repo-to-space-example-inputs) (CC0).