{
"image_generation_prompt": {
"subject": {
"identity": "Young female mechanic",
"hair": "Long, dark brown hair, worn loose with a slight wave, draped over right shoulder",
"facial_features": "Soft facial features, slight smile, looking directly at camera",
"skin_details": "Visible grease and oil smudges on face (cheeks, forehead, chin) indicating manual labor",
"makeup": "Natural look, accentuated by the grime"
},
"apparel_and_accessories": {
"clothing": "Navy blue mechanic coveralls (jumpsuit), unzipped at the top revealing a grey scoop-neck tank top underneath",
"jewelry": "Layered thin silver necklaces, one featuring a cross pendant, small hoop earrings",
"hands": "Manicured nails (black polish) contrasting with dirty, grease-covered hands"
},
"pose_and_action": {
"posture": "Leaning forward over an open car engine bay",
"action": "Holding a silver wrench in both hands, resting arms on the car frame",
"expression": "Friendly, confident, candid engagement with the viewer"
},
"environment": {
"setting": "Auto repair shop / garage interior",
"background_elements": [
"Blue hydraulic car lift post on the left",
"White pegboard wall with organized hanging wrenches and tools",
"Workbench with miscellaneous automotive fluids and parts",
"Car engine bay details in foreground (hoses, engine cover, radiator cap)"
]
},
"technical_specifications": {
"quality": "4K Ultra HD, hyper-realistic",
"style": "Cinematic portrait, candid photography style",
"lighting": "Bright, even workshop lighting, soft shadows",
"focus": "Sharp focus on subject's face and hands, slightly shallow depth of field blurring the background tools",
"texture_details": "High fidelity textures on denim coveralls, metallic tools, and oily skin"
}
}
}
{ "pipeline_configuration": { "job_type": "img2img_transformation", "meta_tags": ["macro", "beauty", "soft_focus", "realism"], "input_reference_handling": { "preservation_rules": { "facial_identity": {

Editorial 3x3 grid in soft pastel-blue studio. Character (face characteristics 100% same as uploaded image) wearing a light blue sleeveless dress. Shots follow original set: cheek/lip macro with blurred hand, reflective eye crop, B&W chin-r