FLUX & diffusion models
Use the flux format for FLUX and DALL·E, and the diffusion format for Stable Diffusion. Both place the subject first, then the style block.
FLUX and DALL·E
Use the flux format — natural-language style prose with inline hex colors. Put your subject on the first line, then the style block. No negative prompt is needed.
a hero image of a mountain lake at dawn
<compiled flux-format style prose with inline hex colors>Stable Diffusion
Use the diffusion format — it includes weighted tags. Append your subject to the positive prompt and keep the weighted tags intact.
<compiled diffusion-format weighted tags>, a mountain lake at dawnTips
- FLUX has no native style-reference feature, so a text spec is how you lock an aesthetic. Keep the same seed to hold composition steady while you vary the subject.
- Don’t rewrite the
diffusiontags into prose — the weights are part of the spec. - To compose subject + style in one call from an agent, use
apply_style_to_promptwithtarget: "flux","dalle", or"stable-diffusion". See Tools reference.
What to expect
Applying the same style block keeps the look consistent across generations within FLUX (or within Stable Diffusion). The same spec still renders differently between the two — each model interprets it its own way.
Next steps
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