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Black Forest Labs adds FLUX 3 Image Klein prompt upsampler to Hugging Face

A 9‑billion‑parameter model that expands short image requests into detailed prompts is now available on Hugging Face under Apache 2.0.

NoteBy Published by Oossa: 1 min read

Black Forest Labs released the FLUX 3 Image Klein Prompt Upsampler on Hugging Face. It is a 9 billion‑parameter vision‑language model that turns a brief description, up to ten reference images, and optional bounding boxes into a full prompt for the FLUX 3 Image Klein generator. The model is a fine‑tuned version of Qwen3.5‑9B with the vision tower frozen. It runs by default in front of the image model, but can be disabled with a flag.

Why it matters

Artists and developers can generate richer image prompts automatically, saving time when creating detailed text‑to‑image inputs.

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