{
"task_configuration": {
"type": "GENERATE",
"sub_type": "commercial_lifestyle_showcase",
"reference_logic": "STRICT_GARMENT_PRESERVATION",
"render_target": "photorealistic_editorial"
},
"subject_definition": {
"identity": {
"demographic": "White American Female",
"physique": "fit",
"appearance": "beautiful"
},
"skin_and_features": {
"texture": "raw_human_skin",
"details": [
"visible_pores",
"light_blemishes",
"soft_expression_lines",
"optional_soft_freckles"
],
"makeup": "minimal_natural",
"tone": "warm_undertones"
},
"attire_constraints": {
"primary_garment": "{argument name=\"garment type\" default=\"Shorts\"} (from input image)",
"preservation_rules": [
"exact_color_hex",
"exact_fabric_texture",
"exact_stitching_geometry",
"exact_hemline_and_fit"
],
"modification_permission": "NONE_for_shorts"
},
"pose": {
"framing": "full_body_standing",
"orientation": "front_facing_or_slight_3/4_turn",
"intent": "highlight_garment_cut"
}
},
"environment_definition": {
"location": "outdoor_urban_setting",
"type": "city_sidewalk_or_cafe_exterior",
"aesthetic": "premium_neutral_cinematic",
"lighting_interaction": "natural_daylight"
},
"composition_and_layout": {
"camera_technique": "commercial_fashion_grid",
"framing_rules": {
"visibility": "head_to_toe",
"margins": {
"top": "generous_headroom_for_cropping",
"sides": "clear_negative_space"
}
},
"focus": "garment_centered"
},
"lighting_and_optics": {
"source": "natural_sunlight",
"quality": "soft_diffused_or_open_shade",
"shadows": "clean_natural_falloff",
"exposure_priority": "midtones_and_garment_texture"
},
"constraints_and_prohibitions": {
"must_not_render": [
"plastic_smooth_skin",
"over_stylized_filters",
"studio_backdrop",
"tight_crop",
"cut_off_limbs",
"garment_distortion"
],
"strict_rule": "garment must look identical to reference input"
}
}
{ "image_generation_prompt": { "technical_specs": { "resolution": "8K", "style": "Hyper-realistic", "type": "Cinematic Portrait", "color_grading": "Dark Green tone", "reference_strength": "100% face match to uploaded photo" }, "subject": {

{ "image_generation_prompt": { "subject": { "demographics": "Young woman, early 20s, Asian or mixed ethnicity", "hair": "Long, dark black hair, styled loosely with wispy strands framing the face", "eyes": "Large, expressive brown eyes, look