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HIGH-GRANULARITY INVENTORY
- Subject(s): 1 runway model centered, full body visible, slim build, medium-dark skin tone, short loc hairstyle, neutral serious runway expression, walking straight toward camera.
- Clothing & materials: Semi-transparent off-white/ivory sleeveless long dress with sheer outer layer and star appliqué motifs in gold/bronze tones. Layered neck styling with light scarf/choker. Black sheer ribbon/fabric panel draping diagonally from chest area and extending downward. Inner outfit faintly visible through translucent textile.
- Props/objects: White structured handbag in left hand. Necklace with pendant/device-like accessory at chest. Runway floor and distant audience edges on both sides.
- Environment: Indoor fashion show venue with symmetrical architectural backdrop, warm neutral walls, and arched doorway centered behind model.
- Composition: Vertical centered runway shot, strong symmetry, model on centerline. Background softly blurred while preserving arch geometry.
- Lighting: Even runway key lighting from front/top, moderate contrast, accurate fabric translucency and gentle shadows on floor.
- Color palette: Neutral ivories/beiges, soft warm browns, black accent from draped ribbon, white bag contrast.
- Image style: High-fashion catwalk editorial capture, crisp detail, controlled depth, premium runway documentation.

MASTER PROMPT
[Subject] A full-length runway model walking directly toward camera, wearing an ethereal semi-transparent ivory sleeveless gown with scattered metallic star appliqués, layered neck accessories, and a long black sheer ribbon draped across the front, carrying a white structured handbag.
[Environment] Elegant indoor fashion show space with a centered arched architectural backdrop and subtle audience seating at the sides.
[Composition/Camera] Vertical runway portrait, perfectly centered model on catwalk axis, symmetrical framing with arch behind, full-body visibility from head to hem.
[Lighting] Clean front runway lighting with soft top fill, balanced highlights on sheer fabric, clear texture and translucent layering.
[Style/Rendering] Photoreal high-fashion runway photography, editorial sharpness, muted luxury palette, refined catwalk atmosphere.
[Detail constraints] Keep one model only; preserve translucent star-appliqué gown, black draped ribbon, white handbag, and centered architectural runway symmetry.

NEGATIVE PROMPT
street scene, no runway, bright outdoor sun, multiple models, colorful neon outfit, opaque heavy fabrics, no bag, blurry face, motion blur, overexposed whites, cartoon/anime style, CGI mannequin look, watermark, text overlays

SUGGESTED PARAMETERS
- Aspect ratio: 4:5
- Lens/focal length: 85-105mm runway telephoto feel
- DoF: medium (model sharp, background softly blurred)
- Steps: 30-42
- CFG / guidance: 5.5-7.5
- Sampler: DPM++ 2M Karras
- Style strength (img2img): 0.25-0.45
- Seed suggestion: 447132690

DELTA PROMPT STRATEGY (Top 10 drift fixes)
1) If outfit opacity changes: “semi-transparent ivory gown with visible sheer layering.”
2) If star details vanish: “metallic star appliqué motifs scattered across the dress.”
3) If silhouette breaks: “full-length straight runway walk centered on catwalk.”
4) If black accent missing: “long black sheer ribbon draped diagonally from chest.”
5) If bag changes: “white structured handbag carried in left hand.”
6) If hairstyle drifts: “short locs framing face with runway-neutral expression.”
7) If setting changes: “indoor catwalk with centered arch and subdued audience edges.”
8) If lighting gets dramatic: “balanced runway lighting, no harsh colored gels.”
9) If composition shifts off-axis: “strict centerline symmetry from model to backdrop arch.”
10) If realism drops: “high-fashion runway photography realism with textile fidelity.”