What to write instead of a negative prompt
Negative prompts are a no-op on flow-matching models and leak the negated noun elsewhere. Positive re-specification and the three constraints that replaced it.
9 min read
Why Flux ignores your negative prompt
Flux-family models run without a classifier-free guidance channel, so the negative prompt field is decorative. What to write in the positive prompt instead.
9 min read
The model added dialogue you never wrote
Native-audio models treat 'no talking' as a cue to talk. Convert every negative into a positive audio state, with worked before-and-after prompts.
9 min read
Reading a Model's Safety Policy Before You Write the Prompt
Refusals aren't random. The categories that reliably trigger them share one test, and knowing it lets you restructure a brief before you lose a generation.
7 min read
Negative Prompts: What to Exclude and When
Negative prompts for AI video and images: when exclusion beats positive phrasing, what modern models still need excluded, and a minimal stack that works.
7 min read
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