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High-Granularity Inventory

Subject(s)
- Count: 1 human-like male-presenting character.
- Age range vibe: young adult.
- Pose: seated on stacked cardboard moving boxes, elbows on knees, hands clasped.
- Expression: calm, slightly tired but optimistic; direct gaze to camera.
- Hair/head: mostly covered by black knit beanie.
- Facial details: soft skin texture, subtle stylized nose shape.

Clothing & materials
- Black hoodie with drawstrings, relaxed fit.
- Black knit beanie.
- Medium-gray jeans, slim/straight fit.
- White low-top sneakers.
- Clothing materials: cotton fleece hoodie, knit hat, denim jeans, canvas/leather sneakers.

Props/objects
- Multiple brown cardboard moving boxes (foreground and mid-ground), taped edges visible.
- Boxes arranged as a small stack platform under subject.
- Natural landscape elements: evergreen trees, distant hills/mountains.
- Open sky with pale blue and soft pink cloud tint.

Environment
- Outdoor elevated viewpoint, forested mountain backdrop.
- Time cue: dusk/blue hour with residual daylight.
- Weather: clear to lightly cloudy, cool atmosphere.

Composition
- Square 1:1 crop.
- Subject centered horizontally and vertically on box stack.
- Large negative space in upper half (sky).
- Eye-level to slightly low camera angle, medium-wide framing.

Lighting
- Soft ambient twilight light.
- Low contrast, no harsh shadows.
- Natural cool tone with faint warm-pink cloud highlights.

Color palette
- Dominant: muted blue-gray sky, earthy brown boxes, dark black clothing.
- Accent: white shoes and subtle pink clouds.
- Overall tone: cinematic, subdued, lifestyle documentary mood.

Image style
- Photorealistic social portrait with minimal post-processing.
- Slightly stylized facial proportions but grounded real-world rendering.
- Clean, crisp, low-noise output.

MASTER PROMPT
[Subject] A young male-presenting character sits on a stack of cardboard moving boxes, wearing a black beanie, black hoodie, gray jeans, and white sneakers, hands clasped between knees, looking calmly at the camera.
[Environment] Outdoor mountain-forest overlook at dusk, evergreen trees and distant hills in the background, expansive pale blue sky with soft pink cloud patches.
[Composition/Camera] Square 1:1 frame, centered subject on box stack, medium-wide shot with generous sky negative space above, eye-level to slightly low angle.
[Lighting] Soft ambient twilight lighting, low contrast, natural cool tones with gentle cloud highlights, no harsh directional shadows.
[Style/Rendering] Lifestyle photoreal portrait, cinematic muted grade, realistic fabric and cardboard textures, social-media-ready clarity.
[Detail constraints] Keep exactly one seated subject and multiple moving boxes; preserve wardrobe colors, box stack arrangement, mountain backdrop, and dusk mood. Do not add vehicles, extra people, or indoor elements.

Negative Prompt
extra people, extra animals, city street, indoor room, bright noon sun, neon lighting, luxury furniture, wet rain effects, missing boxes, wrong clothing colors, aggressive facial expression, motion blur, over-sharpening halos, watermark

Suggested Parameters
- Aspect ratio: 1:1
- Lens/focal length feel: 35mm to 50mm
- Depth of field: medium (subject crisp, background mildly soft)
- Steps: 28-40
- CFG: 5.8-7.0
- Sampler: DPM++ 2M Karras
- Style strength: 15-30%
- Seed suggestion: 93047216

Delta Prompt Strategy (Top 10 Drift Risks)
1) Boxes disappear
   - “subject seated on stacked brown moving cardboard boxes with taped seams”
2) Environment drifts indoor
   - “outdoor mountain forest overlook, open sky background”
3) Lighting too bright
   - “dusk blue-hour ambient light, soft low contrast”
4) Outfit changes
   - “black beanie, black hoodie, gray jeans, white low-top sneakers”
5) Subject standing instead of sitting
   - “seated posture, elbows on knees, hands clasped”
6) Framing becomes vertical portrait
   - “square composition with large upper sky negative space”
7) Mood becomes high-energy
   - “calm reflective expression, moving-day pause moment”
8) Background too busy
   - “minimal tree line and distant hills, uncluttered sky”
9) Style over-processed
   - “natural documentary look, subtle cinematic grading”
10) Additional subjects added
   - “exactly one person, no extra characters”