Create safe, production-ready AI image prompt packs with model-specific controls and iteration plans for OpenAI GPT Image, Midjourney, SDXL, and FLUX. Use when requests involve generating, refining, translating, or debugging image prompts; converting a creative brief into provider parameters; producing negative or avoidance constraints per model; or delivering multiple prompt variants from text briefs and reference images.
Build prompts as a reproducible package, not a single line. Load only the references needed for the target model.
Capture and confirm:
low/medium/high).If the model is unknown, propose one model choice plus one fallback.
Always read:
references/model_profiles.mdreferences/safety_and_negative_guidance.mdRead when needed:
references/iteration_playbook.md for troubleshooting and iterative refinement.references/source_selection.md when provider rules may have changed and source confidence matters.Produce all blocks:
Primary prompt: final production prompt.Parameter block: model-specific controls only.Negative/Avoidance block: provider-correct form (or explicit "not supported").Reference image block (if provided): adapter instructions and preserve/change list.Variant set: at least 3 controlled variants (style, composition, lighting, camera distance, or detail level).Iteration plan: 2-3 rounds with expected failure checks and next edits.Apply these hard rules:
--no only for allowed, concrete exclusions.preserve from change instructions.Use this structure in responses:
### Prompt Pack
Model: <provider/model>
Intent summary: <1-2 lines>
Primary prompt:
<text>
Parameter block:
<provider-specific key/value or CLI parameters>
Negative/Avoidance block:
<model-correct form or "Not supported by model; constraints folded into main prompt.">
Reference image block:
<optional: input image usage, preserve list, change list, strength>
Variants:
1) <variant A>
2) <variant B>
3) <variant C>
Iteration plan:
Round 1 -> <what to evaluate>
Round 2 -> <what to adjust>
Round 3 -> <final polish controls>
If the request is unsafe, illegal, or policy-violating: