A community print-studio flyer generator keeps adding neon stickers the guild forbids. Staff add “no neon, no celebrity faces” rather than collecting a new training set. Which prompt control is that?
Select an answer to reveal the explanation.
Short Explanation
Think of no neon, no celebrity faces instead of collecting a new training set. That is a negative prompt. Caching and raising temperature do not forbid the stickers.
Full Explanation
Adding 'no neon, no celebrity faces' is a negative prompt: explicit exclusion of unwanted content so the print-studio flyer generator stops emitting forbidden stickers and likenesses. Negative guidance steers decoding away from disallowed styles without collecting a new training set or launching a fine-tune. For a guild policy that is easy to state in words, prompt-level exclusions are the lightweight control.
Exclusions do not always require new weights; a fine-tuning job is the heavier path when policy must be deeply internalized across many tasks, not the first move for a sticker ban. Prompt caching of a rainfall table is about reusing stable prompt prefixes for cost/latency—it is not an exclusion list for neon art. Raising temperature increases randomness and tends to make unwanted stylistic drift more likely, not less.
Exam caveat: negative prompts reduce incidence; they are not a hard security boundary. Pair them with application-side filters or Guardrails when celebrity likeness or brand misuse has legal risk.
Operational check: generate a batch of flyers with the negative constraints, have staff score neon and face violations, and add an automated image/text scan for the same forbidden patterns before publishing.