use trained identity reference strictly match face exactly, preserve identity, do not modify facial structure, no beautification image format: grid layout, 3 rows x 4 columns (12 frames total) clean symmetrical grid, equal spacing subject: same person in all frames, consistent identity views (each frame different angle): - front view (neutral) - left profile (90 degrees) - right profile (90 degrees) - 3/4 left view - 3/4 right view - looking up - looking down - slight tilt left - slight tilt right - serious expression - neutral expression - subtle intense expression IMPORTANT: no face changes between frames no stylization no variation in identity camera: eye-level, studio portrait lens (50mm-85mm look) consistent framing for all images lighting: protessional studio lighting, soft but directional even illumination across all frames minimal shadows, clean highlights background: plain neutral background (light grey or white) style: ultra realistic, high-end studio portrait, no filters, no retouching details: natural skin texture, visible pores no smoothing, no plastic skin sharp focus composition: each frame centered head and upper shoulders visible same crop across all images important: NO collage distortion NO face variation NO asymmetry errors identity consistency priority quality: ultra high detail, sharp, professional reference sheet
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