Outpainting is one of those tools that's either magic or obvious. The difference comes down to three small habits.
1. Match the framing intent
Before extending, ask: would a photographer have framed it wider? If the answer is no, the result will read as AI-y no matter how good the model is.
2. Keep the prompt about the scene, not the subject
Describe the environment that should appear in the new pixels — "hardwood floor, soft window light" — not the subject the camera was already pointing at.
3. Run two passes, not one
Extend a small amount, accept it, then extend again. Each pass is locally consistent; chained passes feel intentional.




