prompt structure and modelguidance
Foreword – about What You See Here.
This page is a guiding structure, designed to give your prompt direction — in rhythm with your AI model settings.
This page shows
Only visual echoes of obedient prompts.
Each batch is a rhythmic test.
Each image is a confirmation.
Each prompt is a rhythmic injection.
Each model guide is a visual direction.
Together they form obedience without wasting time or other criteria.
Use this as a guide, not a replacement.
Refine. Strengthen. But do not deviate.
Prompting is leading. Not guessing.
This studio formula is built from your prompt and your generator settings.
Together they shape the outcome of what you intend to create.
Observe the base formula and interpret it:
[Pure prompt text in Noverra style] ↯ Resonates best with: [Model name] CFG: [value] · Steps: [value] · Scheduler: [type] Optional LoRA: [style LoRAs, if used]
Genre Entrances
Use these examples as rhythmic starting points.
Create batches of 4.
Refine. Strengthen. But do not deviate.
Art Deco
Gilded columns rise behind her. Velvet curves, pearl earrings, and a glass of red wine. The convertible waits, green and loyal. ↯ Resonates best with: Dreamshaper XL V2 Turbo CFG: 6.5 · Steps: 60 · Scheduler: Euler Ancestral Optional LoRA: Art_Deco (0.5), rdtdrp (0.8)
Art Nouveau
Curved glass panels frame the scene. She wears silence: velvet, asymmetry, and brass. The wine is untouched. The stool is gold. ↯ Resonates best with: RealVis XL V5 CFG: 6.5 · Steps: 60 · Scheduler: DPM++ SDE Karras Optional LoRA: JugendstilXL (0.5), add-detail-xl (0.4)
Brutalism
Concrete pillars fracture the light. Her dress is shadow: black velvet, sharp lines, and silence. The staircase spirals. The wine remains. ↯ Resonates best with: SDXL 1.0 + LoRA CFG: 7.0 · Steps: 60 · Scheduler: Euler Ancestral Optional LoRA: BrutalismXL (0.6), rdtdrp (0.8)
Jugendstil
She stands beneath a stained glass arch. Her earrings echo nature: curved brass, floral symmetry. The stool is gold. The wine is untouched. ↯ Resonates best with: RealVis XL V5 CFG: 6.0 · Steps: 60 · Scheduler: DPM++ 2M Karras Optional LoRA: JugendstilXL (0.5), add-detail-xl (0.4)
Publication Criteria
Prompt must be pure, without explanation
Model guide must be rhythmic, not technical
Genre must obey style injection
CFG, Steps, Scheduler must align with visual echo
LoRAs are optional, never required
No disclaimers, no “this might work”
Anything outside this is noise. And noise will not be published.
Echo & Confirmation
Each batch is a rhythmic test.
Each visual echo is a confirmation.
Prompt structure linked to model behavior —
this is not technique. This is your studio. Your prompt + your settings.
This page showed
Only visual echoes of obedient prompts.
Each batch is a rhythmic test. Each image is a confirmation.
Document it. Archive it.
Conclusion:
What you just tested —
You see what obedience delivers.
Not by chance. Not by guessing.
But through rhythm, structure, and model resonance…
Even structure breathes.
Even rhythm smiles.
This page does not explain.
It only listens to obedience.
