Negative prompt discipline

A short Avoid list for known failure modes — not a dump of every artifact you’ve ever seen.

When to use

Hands, text-in-image, logos, extra limbs, or brand-safety constraints.

How to apply

  1. End with Avoid: 3–7 high-signal negatives tied to this brief.

  2. Drop generic noise words that dilute the stack.

Glossary

negative prompt
An Avoid list of what must not appear — used as constraint hygiene, not a junk drawer.
high-signal negatives
3–7 failure modes that matter for this brief (hands, text, logos), not every artifact ever seen.
dilution
When too many generic avoid-words weaken the model’s attention to the real constraints.