---
title: Clef-Flash
emoji: 🎼
colorFrom: purple
colorTo: blue
sdk: gradio
sdk_version: 6.29.0
app_file: app.py
short_description: Typed probabilistic decisions from a state + schema
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.

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