Be specific and clear — Use precise color names, detailed descriptions, and clear action verbs. Avoid vague terms.
Start simple — Test basic edits first, then build complexity on successful results.
State what to preserve — Explicitly protect elements: "while maintaining the same facial features/composition/lighting."
Iterate for complex edits — Break drastic transformations into sequential steps (e.g., change background first, then actions).
Name the subject directly — Use "the woman with short black hair" or "the red car," never "she," "it," or "this."
Quote text edits exactly — "Replace 'joy' with 'BFL'" works better than general descriptions. Add "maintain the same font style" to preserve formatting.
Control composition explicitly — When changing backgrounds, specify "keep the subject in the exact same position, scale, camera angle, and pose."
Choose verbs carefully — "Transform" implies total change; use "change" or "replace" for controlled edits.
Core Image Prompting Principles
Optimal Image Generation / Edit Techniques
