Sophisticated and timeless editorial portrait in ultra-realistic 8K, vertical 9:16, mid-torso framing, award-winning fashion photography realism, of [the woman from the uploaded image – use the reference image as the exact base for face, facial features, and hairstyle] with a cohesive, high-fashion face — harmonious, expressive features with well-defined nose, eyes, lips, and jawline; no part of the face may be missing, blurred, or distorted. Real human skin texture with visible pores and preserved micro-variations — NO illustration, NO CGI, NO artificial smoothing. CURVILINEAR BODY TYPE — SCULPTURAL AND POWERFUL: A sculptural, curvy body with well-defined curves in the bust, waist, and torso: a slim, visually defined waist, a broad and rounded ribcage, and shoulders that suggest strength; volume in the upper torso suggesting naturally full, firm breasts and a powerful abdomen. The figure must be curvy and strong, not runway-thin and without exaggeration; anatomy must always remain realistic and elegant. POSE — VIRAL “ROSE EMBRACE WITH HAIR FLIP”: Mid-torso composition with dynamic movement. Body angled about 30° away from the camera, hips implied below the frame. She holds a massive bouquet of roses diagonally across her chest, nestled in both arms so that it covers part of the torso and becomes the clear protagonist of the image. At the same time, her head is in full motion of flipping her hair back: chin slightly raised, head tilted slightly back and to one side, long hair captured mid-motion, arcing behind and around the bouquet. Shoulders rotate with the movement, creating an implied S-curve in the upper body, with arms wrapping around the flowers. BOUQUET — PROTAGONIST, WORLD-CLASS FLORISTRY: A luxurious, hand-tied bouquet with approximately 200 premium long-stem red roses, in the style of the “200 Red Roses” bouquet by Italian Flora or similarly grand designs by renowned international florists. Dense dome of velvety blooms in a deep red tone with subtle tonal variation, lush dark-green foliage, and visible long stems bundled together. Minimal and elegant binding (thin satin ribbon or simple wrap) so stems remain visible. The bouquet must dominate the lower half of the image and convey a sense of weight, sophistication, and meticulous arrangement — the absolute focal point of the photo. EXPRESSION — ENCHANTED, VIRAL, AND RELAXED: Eyes slightly closed or looking downward toward the bouquet as the hair moves, with a soft, joyful smile — not posed, more like a spontaneous moment during a laugh. Lips gently parted, corners of the mouth lifted, cheeks subtly raised. The expression should convey “I’m genuinely amazed (in a good way) by this enormous bouquet,” sensual and charming yet still refined. OUTFIT: White haute couture one-shoulder dress with a modern sculptural cut, heavy high-quality fabric, refined tailoring, clean geometric neckline. The upper portion is partially hidden behind the bouquet but still visible at the shoulder and upper chest, suggesting the defined waist and curvilinear torso structure underneath. No logos. HAIR — SOFT MOTION: She has the same hair as in the uploaded image; styled as very long jet-black hair, no colored strands, with a satin-like shine and soft, structured waves. The hair is captured mid-motion, gently arcing behind and to the side of the head and partially around the bouquet, with visible strand separation and realistic motion blur only at the tips. Rim light outlines the outer contour of the moving hair. (“Apply the hairstyle while preserving the bangs in 100% of cases.”) HEAD ACCESSORY: A thin, sparkling haute couture headband with micro-crystals/diamonds, securely fixed so it remains visible even with hair movement, catching subtle specular highlights. JEWELRY: Elegant drop earrings with crystal teardrops, still visible despite hair movement; a delicate silver or white-gold bracelet on the wrist holding the stems; a few thin rings on the hand holding the bouquet. Long coffin-shaped nails in nude with silver micro-crystal details, clearly visible while gripping the green stems. MAKEUP: Skin with a matte finish and preserved texture, pronounced rosy blush, well-defined eyebrows, soft pink eyeshadow, well-applied mascara, eyeliner on the upper lid. Lips in a velvety watermelon-rose tone that harmonizes with the red roses without overpowering them. (“Apply makeup while preserving the face in 100% of cases.”) LIGHTING: Soft, directional beauty light from front-left, with gentle fill and a subtle rim/backlight to freeze hair movement and separate bouquet edges from the background. No harsh shadows; smooth highlight transitions; detailed texture on petals, hair, and skin. BACKGROUND: Clean, neutral editorial studio background with subtle gradient and depth; slightly warmer tone near the head and cooler toward the lower frame, always clean and safe for signature placement. CAPTURE: 85mm beauty lens look, vertical 9:16, mid-torso crop; shallow depth of field with ultra-sharp focus on face, hairline, and front layer of roses; background and rear stems slightly blurred. HDR tonal range, extreme micro-detail priority, safe maximum zoom of 600x — raw style. BEATRIZ KLOCH — OFFICIAL DOUBLE SIGNATURE SYSTEM — BACKGROUND ONLY: 80% — DOMINANT ANGELFACE SIGNATURE: “Beatriz Kloch♥” in large cursive Angelface-style calligraphy (with ornamental B and K and a heart integrated into the stroke), occupying approximately 70–85% of the background width, integrated ONLY into the studio wall/gradient background. Appears as an engraved glow or metallic emboss, with color sampled from the lighter background tones, opacity between 12–18%, aligned to perspective. Must never overlap hair, bouquet, skin, or clothing; if overlap occurs, the entire signature is relocated to a clean upper-background area. NEGATIVE: Missing or deformed facial features, non-curvy or extremely thin body, small or generic bouquet, AI/cartoonish look, plastic skin, distorted anatomy, signatures on the subject or bouquet, floating watermark text.
HDR photo of woman in gorgeous brightly colored sleeveless dress with long brunette hair with gray highlights leaning up against an old ruined building, cloudy skies . High dynamic range, vivid, rich details, clear shadows and highlights, realistic, intense, enhanced contrast, highly detailed
shadow = np.array([0x11,0x10,0x0F], np.float32) # BGR of #0F1011 mid = np.array([0x55,0x7A,0x8E], np.float32) # #8E7A55 hi = np.array([0xA1,0xD2,0xE6], np.float32) # #E6D2A1 img = cv2.imread("input.jpg") g = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY).astype(np.float32)/255.0 g = g[...,None] t1 = np.clip(g/0.5, 0, 1) t2 = np.clip((g-0.5)/0.5, 0, 1) low = shadow*(1-t1) + mid*t1 high = mid*(1-t2) + hi*t2 out = np.where(g<=0.5, low, high).astype(np.uint8) cv2.imwrite("output_casinofi.png", out)
STRONG CONSISTENCY IDENTITY PRESERVATION LOCK (HIGHEST PRIORITY): Use the uploaded reference image as the ONLY and FINAL face source. Do not alter, reinterpret, beautify, or redesign the face. Maintain 100% exact facial identity with zero deviation. Preserve exact skull structure, jawline, cheekbones, chin, forehead, eyebrow shape, eye shape and spacing, nose structure, lip shape, ears, skin tone, pores, beard pattern, facial proportions, and all unique micro-features. Maintain identical age appearance and natural realism. No face drift, no identity blending, no style morphing, no beautification filters, no reconstruction. Identity must remain locked, stable, and fully recognizable. FORMAT Vertical ultra-cinematic composition — 9:16 aspect ratio (portrait mode), optimized for mobile viral content, Instagram Reels / TikTok / Gemini generation. MAIN SUBJECT Create a master-class ultra-realistic cinematic portrait of a 30-year-old North Nigerian man wearing a professional plain white, perfectly well-tailored kaftan with a matching traditional cap. He stands as the hero subject in the foreground, perfectly centered, tall framing in vertical composition, extremely sharp focus, confident posture, calm powerful expression, wearing fine stylish sunglasses. This is the primary focal anchor of the entire frame. SECONDARY SUBJECT (DEPTH STORY LAYER) A second version of the same man appears in the background lower depth layer, slightly smaller and naturally soft blurred (cinematic depth-of-field). He wears the same outfit and holds a prayer carpet draped over his shoulder, showing he has just returned from Juma’at prayer. His expression is peaceful, humble, and spiritually grounded. CINEMATIC ENVIRONMENT (VERTICAL-OPTIMIZED DESIGN) Luxury modern architectural hotel environment adapted for vertical framing, with strong upward visual lines to enhance height and dominance: Elegant marble and glass hotel structure rising vertically Warm sand beige + soft golden gradient background (luxury editorial tone) Subtle emerald green accent lighting for cultural richness Deep charcoal shadow gradients for contrast depth Light atmospheric haze for cinematic separation Designed to guide the eye upward through the subject (perfect for 9:16 storytelling composition) PROFESSIONAL CINEMATIC LIGHTING (MASTER GRADE) Strong directional key light shaping facial structure Soft diffused fill light for natural skin realism Controlled rim light for subject separation High dynamic range HDR exposure precision Deep cinematic shadows with smooth tonal transitions Studio-grade contrast sculpting for facial depth Clean highlight roll-off (no clipping, no overexposure) Vertical light flow optimized for portrait framing CAMERA & IMAGE QUALITY Captured with a professional full-frame DSLR cinema camera system, delivering: Highest-level ultra-realistic HDR photography Extreme dynamic range (perfect highlight + shadow balance) Film-grade color science and premium cinematic grading Ultra-detailed skin texture with visible pores and natural realism Zero beauty filter, no plastic skin, no smoothing Authentic lens behavior and depth compression Shot on an 85mm prime lens, f/1.8 aperture, shallow depth of field, creamy cinematic bokeh, precise focus tracking, 8K ultra-high resolution, studio-level sharpness. FINAL VISUAL STYLE Ultra-real cinematic realism, luxury editorial magazine cover aesthetic, blockbuster film still quality, emotionally powerful storytelling, perfectly balanced vertical composition, highest contrast cinematic grading, deep blacks, controlled highlights, glowing rim separation, premium film LUT color palette, and viral social media impact. Designed specifically for 9:16 viral professional portrait output with maximum realism, identity accuracy, and cinematic storytelling power.
HDR photo of woman in gorgeous brightly colored sleeveless dress with long brunette hair with gray highlights leaning up against an old ruined building, cloudy skies . High dynamic range, vivid, rich details, clear shadows and highlights, realistic, intense, enhanced contrast, highly detailed
Sophisticated and timeless editorial portrait in ultra-realistic 8K, vertical 9:16, mid-torso framing, award-winning fashion photography realism, of [the woman from the uploaded image – use the reference image as the exact base for face, facial features, and hairstyle] with a cohesive, high-fashion face — harmonious, expressive features with well-defined nose, eyes, lips, and jawline; no part of the face may be missing, blurred, or distorted. Real human skin texture with visible pores and preserved micro-variations — NO illustration, NO CGI, NO artificial smoothing. CURVILINEAR BODY TYPE — SCULPTURAL AND POWERFUL: A sculptural, curvy body with well-defined curves in the bust, waist, and torso: a slim, visually defined waist, a broad and rounded ribcage, and shoulders that suggest strength; volume in the upper torso suggesting naturally full, firm breasts and a powerful abdomen. The figure must be curvy and strong, not runway-thin and without exaggeration; anatomy must always remain realistic and elegant. POSE — VIRAL “ROSE EMBRACE WITH HAIR FLIP”: Mid-torso composition with dynamic movement. Body angled about 30° away from the camera, hips implied below the frame. She holds a massive bouquet of roses diagonally across her chest, nestled in both arms so that it covers part of the torso and becomes the clear protagonist of the image. At the same time, her head is in full motion of flipping her hair back: chin slightly raised, head tilted slightly back and to one side, long hair captured mid-motion, arcing behind and around the bouquet. Shoulders rotate with the movement, creating an implied S-curve in the upper body, with arms wrapping around the flowers. BOUQUET — PROTAGONIST, WORLD-CLASS FLORISTRY: A luxurious, hand-tied bouquet with approximately 200 premium long-stem red roses, in the style of the “200 Red Roses” bouquet by Italian Flora or similarly grand designs by renowned international florists. Dense dome of velvety blooms in a deep red tone with subtle tonal variation, lush dark-green foliage, and visible long stems bundled together. Minimal and elegant binding (thin satin ribbon or simple wrap) so stems remain visible. The bouquet must dominate the lower half of the image and convey a sense of weight, sophistication, and meticulous arrangement — the absolute focal point of the photo. EXPRESSION — ENCHANTED, VIRAL, AND RELAXED: Eyes slightly closed or looking downward toward the bouquet as the hair moves, with a soft, joyful smile — not posed, more like a spontaneous moment during a laugh. Lips gently parted, corners of the mouth lifted, cheeks subtly raised. The expression should convey “I’m genuinely amazed (in a good way) by this enormous bouquet,” sensual and charming yet still refined. OUTFIT: White haute couture one-shoulder dress with a modern sculptural cut, heavy high-quality fabric, refined tailoring, clean geometric neckline. The upper portion is partially hidden behind the bouquet but still visible at the shoulder and upper chest, suggesting the defined waist and curvilinear torso structure underneath. No logos. HAIR — SOFT MOTION: She has the same hair as in the uploaded image; styled as very long jet-black hair, no colored strands, with a satin-like shine and soft, structured waves. The hair is captured mid-motion, gently arcing behind and to the side of the head and partially around the bouquet, with visible strand separation and realistic motion blur only at the tips. Rim light outlines the outer contour of the moving hair. (“Apply the hairstyle while preserving the bangs in 100% of cases.”) HEAD ACCESSORY: A thin, sparkling haute couture headband with micro-crystals/diamonds, securely fixed so it remains visible even with hair movement, catching subtle specular highlights. JEWELRY: Elegant drop earrings with crystal teardrops, still visible despite hair movement; a delicate silver or white-gold bracelet on the wrist holding the stems; a few thin rings on the hand holding the bouquet. Long coffin-shaped nails in nude with silver micro-crystal details, clearly visible while gripping the green stems. MAKEUP: Skin with a matte finish and preserved texture, pronounced rosy blush, well-defined eyebrows, soft pink eyeshadow, well-applied mascara, eyeliner on the upper lid. Lips in a velvety watermelon-rose tone that harmonizes with the red roses without overpowering them. (“Apply makeup while preserving the face in 100% of cases.”) LIGHTING: Soft, directional beauty light from front-left, with gentle fill and a subtle rim/backlight to freeze hair movement and separate bouquet edges from the background. No harsh shadows; smooth highlight transitions; detailed texture on petals, hair, and skin. BACKGROUND: Clean, neutral editorial studio background with subtle gradient and depth; slightly warmer tone near the head and cooler toward the lower frame, always clean and safe for signature placement. CAPTURE: 85mm beauty lens look, vertical 9:16, mid-torso crop; shallow depth of field with ultra-sharp focus on face, hairline, and front layer of roses; background and rear stems slightly blurred. HDR tonal range, extreme micro-detail priority, safe maximum zoom of 600x — raw style. BEATRIZ KLOCH — OFFICIAL DOUBLE SIGNATURE SYSTEM — BACKGROUND ONLY: 80% — DOMINANT ANGELFACE SIGNATURE: “Beatriz Kloch♥” in large cursive Angelface-style calligraphy (with ornamental B and K and a heart integrated into the stroke), occupying approximately 70–85% of the background width, integrated ONLY into the studio wall/gradient background. Appears as an engraved glow or metallic emboss, with color sampled from the lighter background tones, opacity between 12–18%, aligned to perspective. Must never overlap hair, bouquet, skin, or clothing; if overlap occurs, the entire signature is relocated to a clean upper-background area. NEGATIVE: Missing or deformed facial features, non-curvy or extremely thin body, small or generic bouquet, AI/cartoonish look, plastic skin, distorted anatomy, signatures on the subject or bouquet, floating watermark text.
shadow = np.array([0x11,0x10,0x0F], np.float32) # BGR of #0F1011 mid = np.array([0x55,0x7A,0x8E], np.float32) # #8E7A55 hi = np.array([0xA1,0xD2,0xE6], np.float32) # #E6D2A1 img = cv2.imread("input.jpg") g = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY).astype(np.float32)/255.0 g = g[...,None] t1 = np.clip(g/0.5, 0, 1) t2 = np.clip((g-0.5)/0.5, 0, 1) low = shadow*(1-t1) + mid*t1 high = mid*(1-t2) + hi*t2 out = np.where(g<=0.5, low, high).astype(np.uint8) cv2.imwrite("output_casinofi.png", out)
STRONG CONSISTENCY IDENTITY PRESERVATION LOCK (HIGHEST PRIORITY): Use the uploaded reference image as the ONLY and FINAL face source. Do not alter, reinterpret, beautify, or redesign the face. Maintain 100% exact facial identity with zero deviation. Preserve exact skull structure, jawline, cheekbones, chin, forehead, eyebrow shape, eye shape and spacing, nose structure, lip shape, ears, skin tone, pores, beard pattern, facial proportions, and all unique micro-features. Maintain identical age appearance and natural realism. No face drift, no identity blending, no style morphing, no beautification filters, no reconstruction. Identity must remain locked, stable, and fully recognizable. FORMAT Vertical ultra-cinematic composition — 9:16 aspect ratio (portrait mode), optimized for mobile viral content, Instagram Reels / TikTok / Gemini generation. MAIN SUBJECT Create a master-class ultra-realistic cinematic portrait of a 30-year-old North Nigerian man wearing a professional plain white, perfectly well-tailored kaftan with a matching traditional cap. He stands as the hero subject in the foreground, perfectly centered, tall framing in vertical composition, extremely sharp focus, confident posture, calm powerful expression, wearing fine stylish sunglasses. This is the primary focal anchor of the entire frame. SECONDARY SUBJECT (DEPTH STORY LAYER) A second version of the same man appears in the background lower depth layer, slightly smaller and naturally soft blurred (cinematic depth-of-field). He wears the same outfit and holds a prayer carpet draped over his shoulder, showing he has just returned from Juma’at prayer. His expression is peaceful, humble, and spiritually grounded. CINEMATIC ENVIRONMENT (VERTICAL-OPTIMIZED DESIGN) Luxury modern architectural hotel environment adapted for vertical framing, with strong upward visual lines to enhance height and dominance: Elegant marble and glass hotel structure rising vertically Warm sand beige + soft golden gradient background (luxury editorial tone) Subtle emerald green accent lighting for cultural richness Deep charcoal shadow gradients for contrast depth Light atmospheric haze for cinematic separation Designed to guide the eye upward through the subject (perfect for 9:16 storytelling composition) PROFESSIONAL CINEMATIC LIGHTING (MASTER GRADE) Strong directional key light shaping facial structure Soft diffused fill light for natural skin realism Controlled rim light for subject separation High dynamic range HDR exposure precision Deep cinematic shadows with smooth tonal transitions Studio-grade contrast sculpting for facial depth Clean highlight roll-off (no clipping, no overexposure) Vertical light flow optimized for portrait framing CAMERA & IMAGE QUALITY Captured with a professional full-frame DSLR cinema camera system, delivering: Highest-level ultra-realistic HDR photography Extreme dynamic range (perfect highlight + shadow balance) Film-grade color science and premium cinematic grading Ultra-detailed skin texture with visible pores and natural realism Zero beauty filter, no plastic skin, no smoothing Authentic lens behavior and depth compression Shot on an 85mm prime lens, f/1.8 aperture, shallow depth of field, creamy cinematic bokeh, precise focus tracking, 8K ultra-high resolution, studio-level sharpness. FINAL VISUAL STYLE Ultra-real cinematic realism, luxury editorial magazine cover aesthetic, blockbuster film still quality, emotionally powerful storytelling, perfectly balanced vertical composition, highest contrast cinematic grading, deep blacks, controlled highlights, glowing rim separation, premium film LUT color palette, and viral social media impact. Designed specifically for 9:16 viral professional portrait output with maximum realism, identity accuracy, and cinematic storytelling power.
HDR photo of woman in gorgeous brightly colored sleeveless dress with long brunette hair with gray highlights leaning up against an old ruined building, cloudy skies . High dynamic range, vivid, rich details, clear shadows and highlights, realistic, intense, enhanced contrast, highly detailed
shadow = np.array([0x11,0x10,0x0F], np.float32) # BGR of #0F1011 mid = np.array([0x55,0x7A,0x8E], np.float32) # #8E7A55 hi = np.array([0xA1,0xD2,0xE6], np.float32) # #E6D2A1 img = cv2.imread("input.jpg") g = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY).astype(np.float32)/255.0 g = g[...,None] t1 = np.clip(g/0.5, 0, 1) t2 = np.clip((g-0.5)/0.5, 0, 1) low = shadow*(1-t1) + mid*t1 high = mid*(1-t2) + hi*t2 out = np.where(g<=0.5, low, high).astype(np.uint8) cv2.imwrite("output_casinofi.png", out)
Sophisticated and timeless editorial portrait in ultra-realistic 8K, vertical 9:16, mid-torso framing, award-winning fashion photography realism, of [the woman from the uploaded image – use the reference image as the exact base for face, facial features, and hairstyle] with a cohesive, high-fashion face — harmonious, expressive features with well-defined nose, eyes, lips, and jawline; no part of the face may be missing, blurred, or distorted. Real human skin texture with visible pores and preserved micro-variations — NO illustration, NO CGI, NO artificial smoothing. CURVILINEAR BODY TYPE — SCULPTURAL AND POWERFUL: A sculptural, curvy body with well-defined curves in the bust, waist, and torso: a slim, visually defined waist, a broad and rounded ribcage, and shoulders that suggest strength; volume in the upper torso suggesting naturally full, firm breasts and a powerful abdomen. The figure must be curvy and strong, not runway-thin and without exaggeration; anatomy must always remain realistic and elegant. POSE — VIRAL “ROSE EMBRACE WITH HAIR FLIP”: Mid-torso composition with dynamic movement. Body angled about 30° away from the camera, hips implied below the frame. She holds a massive bouquet of roses diagonally across her chest, nestled in both arms so that it covers part of the torso and becomes the clear protagonist of the image. At the same time, her head is in full motion of flipping her hair back: chin slightly raised, head tilted slightly back and to one side, long hair captured mid-motion, arcing behind and around the bouquet. Shoulders rotate with the movement, creating an implied S-curve in the upper body, with arms wrapping around the flowers. BOUQUET — PROTAGONIST, WORLD-CLASS FLORISTRY: A luxurious, hand-tied bouquet with approximately 200 premium long-stem red roses, in the style of the “200 Red Roses” bouquet by Italian Flora or similarly grand designs by renowned international florists. Dense dome of velvety blooms in a deep red tone with subtle tonal variation, lush dark-green foliage, and visible long stems bundled together. Minimal and elegant binding (thin satin ribbon or simple wrap) so stems remain visible. The bouquet must dominate the lower half of the image and convey a sense of weight, sophistication, and meticulous arrangement — the absolute focal point of the photo. EXPRESSION — ENCHANTED, VIRAL, AND RELAXED: Eyes slightly closed or looking downward toward the bouquet as the hair moves, with a soft, joyful smile — not posed, more like a spontaneous moment during a laugh. Lips gently parted, corners of the mouth lifted, cheeks subtly raised. The expression should convey “I’m genuinely amazed (in a good way) by this enormous bouquet,” sensual and charming yet still refined. OUTFIT: White haute couture one-shoulder dress with a modern sculptural cut, heavy high-quality fabric, refined tailoring, clean geometric neckline. The upper portion is partially hidden behind the bouquet but still visible at the shoulder and upper chest, suggesting the defined waist and curvilinear torso structure underneath. No logos. HAIR — SOFT MOTION: She has the same hair as in the uploaded image; styled as very long jet-black hair, no colored strands, with a satin-like shine and soft, structured waves. The hair is captured mid-motion, gently arcing behind and to the side of the head and partially around the bouquet, with visible strand separation and realistic motion blur only at the tips. Rim light outlines the outer contour of the moving hair. (“Apply the hairstyle while preserving the bangs in 100% of cases.”) HEAD ACCESSORY: A thin, sparkling haute couture headband with micro-crystals/diamonds, securely fixed so it remains visible even with hair movement, catching subtle specular highlights. JEWELRY: Elegant drop earrings with crystal teardrops, still visible despite hair movement; a delicate silver or white-gold bracelet on the wrist holding the stems; a few thin rings on the hand holding the bouquet. Long coffin-shaped nails in nude with silver micro-crystal details, clearly visible while gripping the green stems. MAKEUP: Skin with a matte finish and preserved texture, pronounced rosy blush, well-defined eyebrows, soft pink eyeshadow, well-applied mascara, eyeliner on the upper lid. Lips in a velvety watermelon-rose tone that harmonizes with the red roses without overpowering them. (“Apply makeup while preserving the face in 100% of cases.”) LIGHTING: Soft, directional beauty light from front-left, with gentle fill and a subtle rim/backlight to freeze hair movement and separate bouquet edges from the background. No harsh shadows; smooth highlight transitions; detailed texture on petals, hair, and skin. BACKGROUND: Clean, neutral editorial studio background with subtle gradient and depth; slightly warmer tone near the head and cooler toward the lower frame, always clean and safe for signature placement. CAPTURE: 85mm beauty lens look, vertical 9:16, mid-torso crop; shallow depth of field with ultra-sharp focus on face, hairline, and front layer of roses; background and rear stems slightly blurred. HDR tonal range, extreme micro-detail priority, safe maximum zoom of 600x — raw style. BEATRIZ KLOCH — OFFICIAL DOUBLE SIGNATURE SYSTEM — BACKGROUND ONLY: 80% — DOMINANT ANGELFACE SIGNATURE: “Beatriz Kloch♥” in large cursive Angelface-style calligraphy (with ornamental B and K and a heart integrated into the stroke), occupying approximately 70–85% of the background width, integrated ONLY into the studio wall/gradient background. Appears as an engraved glow or metallic emboss, with color sampled from the lighter background tones, opacity between 12–18%, aligned to perspective. Must never overlap hair, bouquet, skin, or clothing; if overlap occurs, the entire signature is relocated to a clean upper-background area. NEGATIVE: Missing or deformed facial features, non-curvy or extremely thin body, small or generic bouquet, AI/cartoonish look, plastic skin, distorted anatomy, signatures on the subject or bouquet, floating watermark text.
STRONG CONSISTENCY IDENTITY PRESERVATION LOCK (HIGHEST PRIORITY): Use the uploaded reference image as the ONLY and FINAL face source. Do not alter, reinterpret, beautify, or redesign the face. Maintain 100% exact facial identity with zero deviation. Preserve exact skull structure, jawline, cheekbones, chin, forehead, eyebrow shape, eye shape and spacing, nose structure, lip shape, ears, skin tone, pores, beard pattern, facial proportions, and all unique micro-features. Maintain identical age appearance and natural realism. No face drift, no identity blending, no style morphing, no beautification filters, no reconstruction. Identity must remain locked, stable, and fully recognizable. FORMAT Vertical ultra-cinematic composition — 9:16 aspect ratio (portrait mode), optimized for mobile viral content, Instagram Reels / TikTok / Gemini generation. MAIN SUBJECT Create a master-class ultra-realistic cinematic portrait of a 30-year-old North Nigerian man wearing a professional plain white, perfectly well-tailored kaftan with a matching traditional cap. He stands as the hero subject in the foreground, perfectly centered, tall framing in vertical composition, extremely sharp focus, confident posture, calm powerful expression, wearing fine stylish sunglasses. This is the primary focal anchor of the entire frame. SECONDARY SUBJECT (DEPTH STORY LAYER) A second version of the same man appears in the background lower depth layer, slightly smaller and naturally soft blurred (cinematic depth-of-field). He wears the same outfit and holds a prayer carpet draped over his shoulder, showing he has just returned from Juma’at prayer. His expression is peaceful, humble, and spiritually grounded. CINEMATIC ENVIRONMENT (VERTICAL-OPTIMIZED DESIGN) Luxury modern architectural hotel environment adapted for vertical framing, with strong upward visual lines to enhance height and dominance: Elegant marble and glass hotel structure rising vertically Warm sand beige + soft golden gradient background (luxury editorial tone) Subtle emerald green accent lighting for cultural richness Deep charcoal shadow gradients for contrast depth Light atmospheric haze for cinematic separation Designed to guide the eye upward through the subject (perfect for 9:16 storytelling composition) PROFESSIONAL CINEMATIC LIGHTING (MASTER GRADE) Strong directional key light shaping facial structure Soft diffused fill light for natural skin realism Controlled rim light for subject separation High dynamic range HDR exposure precision Deep cinematic shadows with smooth tonal transitions Studio-grade contrast sculpting for facial depth Clean highlight roll-off (no clipping, no overexposure) Vertical light flow optimized for portrait framing CAMERA & IMAGE QUALITY Captured with a professional full-frame DSLR cinema camera system, delivering: Highest-level ultra-realistic HDR photography Extreme dynamic range (perfect highlight + shadow balance) Film-grade color science and premium cinematic grading Ultra-detailed skin texture with visible pores and natural realism Zero beauty filter, no plastic skin, no smoothing Authentic lens behavior and depth compression Shot on an 85mm prime lens, f/1.8 aperture, shallow depth of field, creamy cinematic bokeh, precise focus tracking, 8K ultra-high resolution, studio-level sharpness. FINAL VISUAL STYLE Ultra-real cinematic realism, luxury editorial magazine cover aesthetic, blockbuster film still quality, emotionally powerful storytelling, perfectly balanced vertical composition, highest contrast cinematic grading, deep blacks, controlled highlights, glowing rim separation, premium film LUT color palette, and viral social media impact. Designed specifically for 9:16 viral professional portrait output with maximum realism, identity accuracy, and cinematic storytelling power.
Sophisticated and timeless editorial portrait in ultra-realistic 8K, vertical 9:16, mid-torso framing, award-winning fashion photography realism, of [the woman from the uploaded image – use the reference image as the exact base for face, facial features, and hairstyle] with a cohesive, high-fashion face — harmonious, expressive features with well-defined nose, eyes, lips, and jawline; no part of the face may be missing, blurred, or distorted. Real human skin texture with visible pores and preserved micro-variations — NO illustration, NO CGI, NO artificial smoothing. CURVILINEAR BODY TYPE — SCULPTURAL AND POWERFUL: A sculptural, curvy body with well-defined curves in the bust, waist, and torso: a slim, visually defined waist, a broad and rounded ribcage, and shoulders that suggest strength; volume in the upper torso suggesting naturally full, firm breasts and a powerful abdomen. The figure must be curvy and strong, not runway-thin and without exaggeration; anatomy must always remain realistic and elegant. POSE — VIRAL “ROSE EMBRACE WITH HAIR FLIP”: Mid-torso composition with dynamic movement. Body angled about 30° away from the camera, hips implied below the frame. She holds a massive bouquet of roses diagonally across her chest, nestled in both arms so that it covers part of the torso and becomes the clear protagonist of the image. At the same time, her head is in full motion of flipping her hair back: chin slightly raised, head tilted slightly back and to one side, long hair captured mid-motion, arcing behind and around the bouquet. Shoulders rotate with the movement, creating an implied S-curve in the upper body, with arms wrapping around the flowers. BOUQUET — PROTAGONIST, WORLD-CLASS FLORISTRY: A luxurious, hand-tied bouquet with approximately 200 premium long-stem red roses, in the style of the “200 Red Roses” bouquet by Italian Flora or similarly grand designs by renowned international florists. Dense dome of velvety blooms in a deep red tone with subtle tonal variation, lush dark-green foliage, and visible long stems bundled together. Minimal and elegant binding (thin satin ribbon or simple wrap) so stems remain visible. The bouquet must dominate the lower half of the image and convey a sense of weight, sophistication, and meticulous arrangement — the absolute focal point of the photo. EXPRESSION — ENCHANTED, VIRAL, AND RELAXED: Eyes slightly closed or looking downward toward the bouquet as the hair moves, with a soft, joyful smile — not posed, more like a spontaneous moment during a laugh. Lips gently parted, corners of the mouth lifted, cheeks subtly raised. The expression should convey “I’m genuinely amazed (in a good way) by this enormous bouquet,” sensual and charming yet still refined. OUTFIT: White haute couture one-shoulder dress with a modern sculptural cut, heavy high-quality fabric, refined tailoring, clean geometric neckline. The upper portion is partially hidden behind the bouquet but still visible at the shoulder and upper chest, suggesting the defined waist and curvilinear torso structure underneath. No logos. HAIR — SOFT MOTION: She has the same hair as in the uploaded image; styled as very long jet-black hair, no colored strands, with a satin-like shine and soft, structured waves. The hair is captured mid-motion, gently arcing behind and to the side of the head and partially around the bouquet, with visible strand separation and realistic motion blur only at the tips. Rim light outlines the outer contour of the moving hair. (“Apply the hairstyle while preserving the bangs in 100% of cases.”) HEAD ACCESSORY: A thin, sparkling haute couture headband with micro-crystals/diamonds, securely fixed so it remains visible even with hair movement, catching subtle specular highlights. JEWELRY: Elegant drop earrings with crystal teardrops, still visible despite hair movement; a delicate silver or white-gold bracelet on the wrist holding the stems; a few thin rings on the hand holding the bouquet. Long coffin-shaped nails in nude with silver micro-crystal details, clearly visible while gripping the green stems. MAKEUP: Skin with a matte finish and preserved texture, pronounced rosy blush, well-defined eyebrows, soft pink eyeshadow, well-applied mascara, eyeliner on the upper lid. Lips in a velvety watermelon-rose tone that harmonizes with the red roses without overpowering them. (“Apply makeup while preserving the face in 100% of cases.”) LIGHTING: Soft, directional beauty light from front-left, with gentle fill and a subtle rim/backlight to freeze hair movement and separate bouquet edges from the background. No harsh shadows; smooth highlight transitions; detailed texture on petals, hair, and skin. BACKGROUND: Clean, neutral editorial studio background with subtle gradient and depth; slightly warmer tone near the head and cooler toward the lower frame, always clean and safe for signature placement. CAPTURE: 85mm beauty lens look, vertical 9:16, mid-torso crop; shallow depth of field with ultra-sharp focus on face, hairline, and front layer of roses; background and rear stems slightly blurred. HDR tonal range, extreme micro-detail priority, safe maximum zoom of 600x — raw style. BEATRIZ KLOCH — OFFICIAL DOUBLE SIGNATURE SYSTEM — BACKGROUND ONLY: 80% — DOMINANT ANGELFACE SIGNATURE: “Beatriz Kloch♥” in large cursive Angelface-style calligraphy (with ornamental B and K and a heart integrated into the stroke), occupying approximately 70–85% of the background width, integrated ONLY into the studio wall/gradient background. Appears as an engraved glow or metallic emboss, with color sampled from the lighter background tones, opacity between 12–18%, aligned to perspective. Must never overlap hair, bouquet, skin, or clothing; if overlap occurs, the entire signature is relocated to a clean upper-background area. NEGATIVE: Missing or deformed facial features, non-curvy or extremely thin body, small or generic bouquet, AI/cartoonish look, plastic skin, distorted anatomy, signatures on the subject or bouquet, floating watermark text.
HDR photo of woman in gorgeous brightly colored sleeveless dress with long brunette hair with gray highlights leaning up against an old ruined building, cloudy skies . High dynamic range, vivid, rich details, clear shadows and highlights, realistic, intense, enhanced contrast, highly detailed
STRONG CONSISTENCY IDENTITY PRESERVATION LOCK (HIGHEST PRIORITY): Use the uploaded reference image as the ONLY and FINAL face source. Do not alter, reinterpret, beautify, or redesign the face. Maintain 100% exact facial identity with zero deviation. Preserve exact skull structure, jawline, cheekbones, chin, forehead, eyebrow shape, eye shape and spacing, nose structure, lip shape, ears, skin tone, pores, beard pattern, facial proportions, and all unique micro-features. Maintain identical age appearance and natural realism. No face drift, no identity blending, no style morphing, no beautification filters, no reconstruction. Identity must remain locked, stable, and fully recognizable. FORMAT Vertical ultra-cinematic composition — 9:16 aspect ratio (portrait mode), optimized for mobile viral content, Instagram Reels / TikTok / Gemini generation. MAIN SUBJECT Create a master-class ultra-realistic cinematic portrait of a 30-year-old North Nigerian man wearing a professional plain white, perfectly well-tailored kaftan with a matching traditional cap. He stands as the hero subject in the foreground, perfectly centered, tall framing in vertical composition, extremely sharp focus, confident posture, calm powerful expression, wearing fine stylish sunglasses. This is the primary focal anchor of the entire frame. SECONDARY SUBJECT (DEPTH STORY LAYER) A second version of the same man appears in the background lower depth layer, slightly smaller and naturally soft blurred (cinematic depth-of-field). He wears the same outfit and holds a prayer carpet draped over his shoulder, showing he has just returned from Juma’at prayer. His expression is peaceful, humble, and spiritually grounded. CINEMATIC ENVIRONMENT (VERTICAL-OPTIMIZED DESIGN) Luxury modern architectural hotel environment adapted for vertical framing, with strong upward visual lines to enhance height and dominance: Elegant marble and glass hotel structure rising vertically Warm sand beige + soft golden gradient background (luxury editorial tone) Subtle emerald green accent lighting for cultural richness Deep charcoal shadow gradients for contrast depth Light atmospheric haze for cinematic separation Designed to guide the eye upward through the subject (perfect for 9:16 storytelling composition) PROFESSIONAL CINEMATIC LIGHTING (MASTER GRADE) Strong directional key light shaping facial structure Soft diffused fill light for natural skin realism Controlled rim light for subject separation High dynamic range HDR exposure precision Deep cinematic shadows with smooth tonal transitions Studio-grade contrast sculpting for facial depth Clean highlight roll-off (no clipping, no overexposure) Vertical light flow optimized for portrait framing CAMERA & IMAGE QUALITY Captured with a professional full-frame DSLR cinema camera system, delivering: Highest-level ultra-realistic HDR photography Extreme dynamic range (perfect highlight + shadow balance) Film-grade color science and premium cinematic grading Ultra-detailed skin texture with visible pores and natural realism Zero beauty filter, no plastic skin, no smoothing Authentic lens behavior and depth compression Shot on an 85mm prime lens, f/1.8 aperture, shallow depth of field, creamy cinematic bokeh, precise focus tracking, 8K ultra-high resolution, studio-level sharpness. FINAL VISUAL STYLE Ultra-real cinematic realism, luxury editorial magazine cover aesthetic, blockbuster film still quality, emotionally powerful storytelling, perfectly balanced vertical composition, highest contrast cinematic grading, deep blacks, controlled highlights, glowing rim separation, premium film LUT color palette, and viral social media impact. Designed specifically for 9:16 viral professional portrait output with maximum realism, identity accuracy, and cinematic storytelling power.
shadow = np.array([0x11,0x10,0x0F], np.float32) # BGR of #0F1011 mid = np.array([0x55,0x7A,0x8E], np.float32) # #8E7A55 hi = np.array([0xA1,0xD2,0xE6], np.float32) # #E6D2A1 img = cv2.imread("input.jpg") g = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY).astype(np.float32)/255.0 g = g[...,None] t1 = np.clip(g/0.5, 0, 1) t2 = np.clip((g-0.5)/0.5, 0, 1) low = shadow*(1-t1) + mid*t1 high = mid*(1-t2) + hi*t2 out = np.where(g<=0.5, low, high).astype(np.uint8) cv2.imwrite("output_casinofi.png", out)
Sophisticated and timeless editorial portrait in ultra-realistic 8K, vertical 9:16, mid-torso framing, award-winning fashion photography realism, of [the woman from the uploaded image – use the reference image as the exact base for face, facial features, and hairstyle] with a cohesive, high-fashion face — harmonious, expressive features with well-defined nose, eyes, lips, and jawline; no part of the face may be missing, blurred, or distorted. Real human skin texture with visible pores and preserved micro-variations — NO illustration, NO CGI, NO artificial smoothing. CURVILINEAR BODY TYPE — SCULPTURAL AND POWERFUL: A sculptural, curvy body with well-defined curves in the bust, waist, and torso: a slim, visually defined waist, a broad and rounded ribcage, and shoulders that suggest strength; volume in the upper torso suggesting naturally full, firm breasts and a powerful abdomen. The figure must be curvy and strong, not runway-thin and without exaggeration; anatomy must always remain realistic and elegant. POSE — VIRAL “ROSE EMBRACE WITH HAIR FLIP”: Mid-torso composition with dynamic movement. Body angled about 30° away from the camera, hips implied below the frame. She holds a massive bouquet of roses diagonally across her chest, nestled in both arms so that it covers part of the torso and becomes the clear protagonist of the image. At the same time, her head is in full motion of flipping her hair back: chin slightly raised, head tilted slightly back and to one side, long hair captured mid-motion, arcing behind and around the bouquet. Shoulders rotate with the movement, creating an implied S-curve in the upper body, with arms wrapping around the flowers. BOUQUET — PROTAGONIST, WORLD-CLASS FLORISTRY: A luxurious, hand-tied bouquet with approximately 200 premium long-stem red roses, in the style of the “200 Red Roses” bouquet by Italian Flora or similarly grand designs by renowned international florists. Dense dome of velvety blooms in a deep red tone with subtle tonal variation, lush dark-green foliage, and visible long stems bundled together. Minimal and elegant binding (thin satin ribbon or simple wrap) so stems remain visible. The bouquet must dominate the lower half of the image and convey a sense of weight, sophistication, and meticulous arrangement — the absolute focal point of the photo. EXPRESSION — ENCHANTED, VIRAL, AND RELAXED: Eyes slightly closed or looking downward toward the bouquet as the hair moves, with a soft, joyful smile — not posed, more like a spontaneous moment during a laugh. Lips gently parted, corners of the mouth lifted, cheeks subtly raised. The expression should convey “I’m genuinely amazed (in a good way) by this enormous bouquet,” sensual and charming yet still refined. OUTFIT: White haute couture one-shoulder dress with a modern sculptural cut, heavy high-quality fabric, refined tailoring, clean geometric neckline. The upper portion is partially hidden behind the bouquet but still visible at the shoulder and upper chest, suggesting the defined waist and curvilinear torso structure underneath. No logos. HAIR — SOFT MOTION: She has the same hair as in the uploaded image; styled as very long jet-black hair, no colored strands, with a satin-like shine and soft, structured waves. The hair is captured mid-motion, gently arcing behind and to the side of the head and partially around the bouquet, with visible strand separation and realistic motion blur only at the tips. Rim light outlines the outer contour of the moving hair. (“Apply the hairstyle while preserving the bangs in 100% of cases.”) HEAD ACCESSORY: A thin, sparkling haute couture headband with micro-crystals/diamonds, securely fixed so it remains visible even with hair movement, catching subtle specular highlights. JEWELRY: Elegant drop earrings with crystal teardrops, still visible despite hair movement; a delicate silver or white-gold bracelet on the wrist holding the stems; a few thin rings on the hand holding the bouquet. Long coffin-shaped nails in nude with silver micro-crystal details, clearly visible while gripping the green stems. MAKEUP: Skin with a matte finish and preserved texture, pronounced rosy blush, well-defined eyebrows, soft pink eyeshadow, well-applied mascara, eyeliner on the upper lid. Lips in a velvety watermelon-rose tone that harmonizes with the red roses without overpowering them. (“Apply makeup while preserving the face in 100% of cases.”) LIGHTING: Soft, directional beauty light from front-left, with gentle fill and a subtle rim/backlight to freeze hair movement and separate bouquet edges from the background. No harsh shadows; smooth highlight transitions; detailed texture on petals, hair, and skin. BACKGROUND: Clean, neutral editorial studio background with subtle gradient and depth; slightly warmer tone near the head and cooler toward the lower frame, always clean and safe for signature placement. CAPTURE: 85mm beauty lens look, vertical 9:16, mid-torso crop; shallow depth of field with ultra-sharp focus on face, hairline, and front layer of roses; background and rear stems slightly blurred. HDR tonal range, extreme micro-detail priority, safe maximum zoom of 600x — raw style. BEATRIZ KLOCH — OFFICIAL DOUBLE SIGNATURE SYSTEM — BACKGROUND ONLY: 80% — DOMINANT ANGELFACE SIGNATURE: “Beatriz Kloch♥” in large cursive Angelface-style calligraphy (with ornamental B and K and a heart integrated into the stroke), occupying approximately 70–85% of the background width, integrated ONLY into the studio wall/gradient background. Appears as an engraved glow or metallic emboss, with color sampled from the lighter background tones, opacity between 12–18%, aligned to perspective. Must never overlap hair, bouquet, skin, or clothing; if overlap occurs, the entire signature is relocated to a clean upper-background area. NEGATIVE: Missing or deformed facial features, non-curvy or extremely thin body, small or generic bouquet, AI/cartoonish look, plastic skin, distorted anatomy, signatures on the subject or bouquet, floating watermark text.
STRONG CONSISTENCY IDENTITY PRESERVATION LOCK (HIGHEST PRIORITY): Use the uploaded reference image as the ONLY and FINAL face source. Do not alter, reinterpret, beautify, or redesign the face. Maintain 100% exact facial identity with zero deviation. Preserve exact skull structure, jawline, cheekbones, chin, forehead, eyebrow shape, eye shape and spacing, nose structure, lip shape, ears, skin tone, pores, beard pattern, facial proportions, and all unique micro-features. Maintain identical age appearance and natural realism. No face drift, no identity blending, no style morphing, no beautification filters, no reconstruction. Identity must remain locked, stable, and fully recognizable. FORMAT Vertical ultra-cinematic composition — 9:16 aspect ratio (portrait mode), optimized for mobile viral content, Instagram Reels / TikTok / Gemini generation. MAIN SUBJECT Create a master-class ultra-realistic cinematic portrait of a 30-year-old North Nigerian man wearing a professional plain white, perfectly well-tailored kaftan with a matching traditional cap. He stands as the hero subject in the foreground, perfectly centered, tall framing in vertical composition, extremely sharp focus, confident posture, calm powerful expression, wearing fine stylish sunglasses. This is the primary focal anchor of the entire frame. SECONDARY SUBJECT (DEPTH STORY LAYER) A second version of the same man appears in the background lower depth layer, slightly smaller and naturally soft blurred (cinematic depth-of-field). He wears the same outfit and holds a prayer carpet draped over his shoulder, showing he has just returned from Juma’at prayer. His expression is peaceful, humble, and spiritually grounded. CINEMATIC ENVIRONMENT (VERTICAL-OPTIMIZED DESIGN) Luxury modern architectural hotel environment adapted for vertical framing, with strong upward visual lines to enhance height and dominance: Elegant marble and glass hotel structure rising vertically Warm sand beige + soft golden gradient background (luxury editorial tone) Subtle emerald green accent lighting for cultural richness Deep charcoal shadow gradients for contrast depth Light atmospheric haze for cinematic separation Designed to guide the eye upward through the subject (perfect for 9:16 storytelling composition) PROFESSIONAL CINEMATIC LIGHTING (MASTER GRADE) Strong directional key light shaping facial structure Soft diffused fill light for natural skin realism Controlled rim light for subject separation High dynamic range HDR exposure precision Deep cinematic shadows with smooth tonal transitions Studio-grade contrast sculpting for facial depth Clean highlight roll-off (no clipping, no overexposure) Vertical light flow optimized for portrait framing CAMERA & IMAGE QUALITY Captured with a professional full-frame DSLR cinema camera system, delivering: Highest-level ultra-realistic HDR photography Extreme dynamic range (perfect highlight + shadow balance) Film-grade color science and premium cinematic grading Ultra-detailed skin texture with visible pores and natural realism Zero beauty filter, no plastic skin, no smoothing Authentic lens behavior and depth compression Shot on an 85mm prime lens, f/1.8 aperture, shallow depth of field, creamy cinematic bokeh, precise focus tracking, 8K ultra-high resolution, studio-level sharpness. FINAL VISUAL STYLE Ultra-real cinematic realism, luxury editorial magazine cover aesthetic, blockbuster film still quality, emotionally powerful storytelling, perfectly balanced vertical composition, highest contrast cinematic grading, deep blacks, controlled highlights, glowing rim separation, premium film LUT color palette, and viral social media impact. Designed specifically for 9:16 viral professional portrait output with maximum realism, identity accuracy, and cinematic storytelling power.
HDR photo of woman in gorgeous brightly colored sleeveless dress with long brunette hair with gray highlights leaning up against an old ruined building, cloudy skies . High dynamic range, vivid, rich details, clear shadows and highlights, realistic, intense, enhanced contrast, highly detailed
shadow = np.array([0x11,0x10,0x0F], np.float32) # BGR of #0F1011 mid = np.array([0x55,0x7A,0x8E], np.float32) # #8E7A55 hi = np.array([0xA1,0xD2,0xE6], np.float32) # #E6D2A1 img = cv2.imread("input.jpg") g = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY).astype(np.float32)/255.0 g = g[...,None] t1 = np.clip(g/0.5, 0, 1) t2 = np.clip((g-0.5)/0.5, 0, 1) low = shadow*(1-t1) + mid*t1 high = mid*(1-t2) + hi*t2 out = np.where(g<=0.5, low, high).astype(np.uint8) cv2.imwrite("output_casinofi.png", out)
Sophisticated and timeless editorial portrait in ultra-realistic 8K, vertical 9:16, mid-torso framing, award-winning fashion photography realism, of [the woman from the uploaded image – use the reference image as the exact base for face, facial features, and hairstyle] with a cohesive, high-fashion face — harmonious, expressive features with well-defined nose, eyes, lips, and jawline; no part of the face may be missing, blurred, or distorted. Real human skin texture with visible pores and preserved micro-variations — NO illustration, NO CGI, NO artificial smoothing. CURVILINEAR BODY TYPE — SCULPTURAL AND POWERFUL: A sculptural, curvy body with well-defined curves in the bust, waist, and torso: a slim, visually defined waist, a broad and rounded ribcage, and shoulders that suggest strength; volume in the upper torso suggesting naturally full, firm breasts and a powerful abdomen. The figure must be curvy and strong, not runway-thin and without exaggeration; anatomy must always remain realistic and elegant. POSE — VIRAL “ROSE EMBRACE WITH HAIR FLIP”: Mid-torso composition with dynamic movement. Body angled about 30° away from the camera, hips implied below the frame. She holds a massive bouquet of roses diagonally across her chest, nestled in both arms so that it covers part of the torso and becomes the clear protagonist of the image. At the same time, her head is in full motion of flipping her hair back: chin slightly raised, head tilted slightly back and to one side, long hair captured mid-motion, arcing behind and around the bouquet. Shoulders rotate with the movement, creating an implied S-curve in the upper body, with arms wrapping around the flowers. BOUQUET — PROTAGONIST, WORLD-CLASS FLORISTRY: A luxurious, hand-tied bouquet with approximately 200 premium long-stem red roses, in the style of the “200 Red Roses” bouquet by Italian Flora or similarly grand designs by renowned international florists. Dense dome of velvety blooms in a deep red tone with subtle tonal variation, lush dark-green foliage, and visible long stems bundled together. Minimal and elegant binding (thin satin ribbon or simple wrap) so stems remain visible. The bouquet must dominate the lower half of the image and convey a sense of weight, sophistication, and meticulous arrangement — the absolute focal point of the photo. EXPRESSION — ENCHANTED, VIRAL, AND RELAXED: Eyes slightly closed or looking downward toward the bouquet as the hair moves, with a soft, joyful smile — not posed, more like a spontaneous moment during a laugh. Lips gently parted, corners of the mouth lifted, cheeks subtly raised. The expression should convey “I’m genuinely amazed (in a good way) by this enormous bouquet,” sensual and charming yet still refined. OUTFIT: White haute couture one-shoulder dress with a modern sculptural cut, heavy high-quality fabric, refined tailoring, clean geometric neckline. The upper portion is partially hidden behind the bouquet but still visible at the shoulder and upper chest, suggesting the defined waist and curvilinear torso structure underneath. No logos. HAIR — SOFT MOTION: She has the same hair as in the uploaded image; styled as very long jet-black hair, no colored strands, with a satin-like shine and soft, structured waves. The hair is captured mid-motion, gently arcing behind and to the side of the head and partially around the bouquet, with visible strand separation and realistic motion blur only at the tips. Rim light outlines the outer contour of the moving hair. (“Apply the hairstyle while preserving the bangs in 100% of cases.”) HEAD ACCESSORY: A thin, sparkling haute couture headband with micro-crystals/diamonds, securely fixed so it remains visible even with hair movement, catching subtle specular highlights. JEWELRY: Elegant drop earrings with crystal teardrops, still visible despite hair movement; a delicate silver or white-gold bracelet on the wrist holding the stems; a few thin rings on the hand holding the bouquet. Long coffin-shaped nails in nude with silver micro-crystal details, clearly visible while gripping the green stems. MAKEUP: Skin with a matte finish and preserved texture, pronounced rosy blush, well-defined eyebrows, soft pink eyeshadow, well-applied mascara, eyeliner on the upper lid. Lips in a velvety watermelon-rose tone that harmonizes with the red roses without overpowering them. (“Apply makeup while preserving the face in 100% of cases.”) LIGHTING: Soft, directional beauty light from front-left, with gentle fill and a subtle rim/backlight to freeze hair movement and separate bouquet edges from the background. No harsh shadows; smooth highlight transitions; detailed texture on petals, hair, and skin. BACKGROUND: Clean, neutral editorial studio background with subtle gradient and depth; slightly warmer tone near the head and cooler toward the lower frame, always clean and safe for signature placement. CAPTURE: 85mm beauty lens look, vertical 9:16, mid-torso crop; shallow depth of field with ultra-sharp focus on face, hairline, and front layer of roses; background and rear stems slightly blurred. HDR tonal range, extreme micro-detail priority, safe maximum zoom of 600x — raw style. BEATRIZ KLOCH — OFFICIAL DOUBLE SIGNATURE SYSTEM — BACKGROUND ONLY: 80% — DOMINANT ANGELFACE SIGNATURE: “Beatriz Kloch♥” in large cursive Angelface-style calligraphy (with ornamental B and K and a heart integrated into the stroke), occupying approximately 70–85% of the background width, integrated ONLY into the studio wall/gradient background. Appears as an engraved glow or metallic emboss, with color sampled from the lighter background tones, opacity between 12–18%, aligned to perspective. Must never overlap hair, bouquet, skin, or clothing; if overlap occurs, the entire signature is relocated to a clean upper-background area. NEGATIVE: Missing or deformed facial features, non-curvy or extremely thin body, small or generic bouquet, AI/cartoonish look, plastic skin, distorted anatomy, signatures on the subject or bouquet, floating watermark text.
shadow = np.array([0x11,0x10,0x0F], np.float32) # BGR of #0F1011 mid = np.array([0x55,0x7A,0x8E], np.float32) # #8E7A55 hi = np.array([0xA1,0xD2,0xE6], np.float32) # #E6D2A1 img = cv2.imread("input.jpg") g = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY).astype(np.float32)/255.0 g = g[...,None] t1 = np.clip(g/0.5, 0, 1) t2 = np.clip((g-0.5)/0.5, 0, 1) low = shadow*(1-t1) + mid*t1 high = mid*(1-t2) + hi*t2 out = np.where(g<=0.5, low, high).astype(np.uint8) cv2.imwrite("output_casinofi.png", out)
HDR photo of woman in gorgeous brightly colored sleeveless dress with long brunette hair with gray highlights leaning up against an old ruined building, cloudy skies . High dynamic range, vivid, rich details, clear shadows and highlights, realistic, intense, enhanced contrast, highly detailed
STRONG CONSISTENCY IDENTITY PRESERVATION LOCK (HIGHEST PRIORITY): Use the uploaded reference image as the ONLY and FINAL face source. Do not alter, reinterpret, beautify, or redesign the face. Maintain 100% exact facial identity with zero deviation. Preserve exact skull structure, jawline, cheekbones, chin, forehead, eyebrow shape, eye shape and spacing, nose structure, lip shape, ears, skin tone, pores, beard pattern, facial proportions, and all unique micro-features. Maintain identical age appearance and natural realism. No face drift, no identity blending, no style morphing, no beautification filters, no reconstruction. Identity must remain locked, stable, and fully recognizable. FORMAT Vertical ultra-cinematic composition — 9:16 aspect ratio (portrait mode), optimized for mobile viral content, Instagram Reels / TikTok / Gemini generation. MAIN SUBJECT Create a master-class ultra-realistic cinematic portrait of a 30-year-old North Nigerian man wearing a professional plain white, perfectly well-tailored kaftan with a matching traditional cap. He stands as the hero subject in the foreground, perfectly centered, tall framing in vertical composition, extremely sharp focus, confident posture, calm powerful expression, wearing fine stylish sunglasses. This is the primary focal anchor of the entire frame. SECONDARY SUBJECT (DEPTH STORY LAYER) A second version of the same man appears in the background lower depth layer, slightly smaller and naturally soft blurred (cinematic depth-of-field). He wears the same outfit and holds a prayer carpet draped over his shoulder, showing he has just returned from Juma’at prayer. His expression is peaceful, humble, and spiritually grounded. CINEMATIC ENVIRONMENT (VERTICAL-OPTIMIZED DESIGN) Luxury modern architectural hotel environment adapted for vertical framing, with strong upward visual lines to enhance height and dominance: Elegant marble and glass hotel structure rising vertically Warm sand beige + soft golden gradient background (luxury editorial tone) Subtle emerald green accent lighting for cultural richness Deep charcoal shadow gradients for contrast depth Light atmospheric haze for cinematic separation Designed to guide the eye upward through the subject (perfect for 9:16 storytelling composition) PROFESSIONAL CINEMATIC LIGHTING (MASTER GRADE) Strong directional key light shaping facial structure Soft diffused fill light for natural skin realism Controlled rim light for subject separation High dynamic range HDR exposure precision Deep cinematic shadows with smooth tonal transitions Studio-grade contrast sculpting for facial depth Clean highlight roll-off (no clipping, no overexposure) Vertical light flow optimized for portrait framing CAMERA & IMAGE QUALITY Captured with a professional full-frame DSLR cinema camera system, delivering: Highest-level ultra-realistic HDR photography Extreme dynamic range (perfect highlight + shadow balance) Film-grade color science and premium cinematic grading Ultra-detailed skin texture with visible pores and natural realism Zero beauty filter, no plastic skin, no smoothing Authentic lens behavior and depth compression Shot on an 85mm prime lens, f/1.8 aperture, shallow depth of field, creamy cinematic bokeh, precise focus tracking, 8K ultra-high resolution, studio-level sharpness. FINAL VISUAL STYLE Ultra-real cinematic realism, luxury editorial magazine cover aesthetic, blockbuster film still quality, emotionally powerful storytelling, perfectly balanced vertical composition, highest contrast cinematic grading, deep blacks, controlled highlights, glowing rim separation, premium film LUT color palette, and viral social media impact. Designed specifically for 9:16 viral professional portrait output with maximum realism, identity accuracy, and cinematic storytelling power.