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System one decision

Cloudflare logoClef-Flash

Cloudflare’s 9B multimodal decision model scores choices, yes/no checks, and rating scales from text, images, and video without generating text.

Model details

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Clef-Flash is Cloudflare’s smaller 9B multimodal decision model, post-trained from Qwen3.5-9B. Like Clef, it uses a joint schema head to score all options across multiple typed questions in one forward pass. It returns probabilities and structured decisions without generating free-form text.

Use cases

Use it for request routing, intent classification, document checks, and image-based decisions when a smaller model fits your deployment requirements. Combine questions about category, urgency, and required actions to support automated workflows.

Inputs and outputs

Clef-Flash accepts text or JSON with optional images and video. It supports the same Jev- and SystemOne-compatible interface as Clef, returning choice probabilities, yes/no probabilities, and scores over ordered criteria.⁠

Deploy on Baseten

Use the Deploy button to start from the Baseten deployment template. Use the deployment URL and authentication instructions from your Baseten dashboard.

Model card and local usage example

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