Visual attributes

Subject, style, lighting, composition, quality, and negatives for image models.

When to use

Image generation or edit prompts.

How to apply

  1. One attribute per line.

  2. End with an Avoid: list for common failure modes.

Glossary

visual attributes
Discrete image knobs — subject, style, lighting, composition, quality — listed one per line.
Avoid list
A short negative list of failure modes (extra limbs, watermark, wrong logo) tied to this brief.
image model
A generator or editor that turns a visual brief into pixels (or edits an image).