Using uploaded reference image only as the sole visual source. The generated output must be entirely and strictly derived from the reference image. Strict facial identity lock is mandatory: preserve exact facial structure, proportions, bone structure, features, and natural expression with no modifications. No beautification, no reshaping, no retouching that alters identity, no morphing, no symmetry changes. Natural skin tone must be taken exactly from the reference image only, with zero adjustment or assumption. Age-neutral contemporary, art-conscious female subject.

Style, artistic intent, and fusion concept are locked and must not mutate across generations.

Pose & Emotion: Artistic contemplation with a sophisticated expression. Hands empty (no objects).

Attire (locked): Fusion couture saree combining modern digital abstract art prints with traditional zardozi hand embroidery. The base fabric features a watercolor-inspired multicolor digital print in blues, purples, and teals. Strategically placed hand-embroidered panels overlay the print, showcasing traditional Indian motifs rendered in gold and silver thread. The border transitions gradually from digital print to dense hand embroidery, creating a deliberate visual dialogue. Contemporary artistic drape with experimental pleating; fabric physics must be realistic with clear distinction between printed and embroidered sections. Precise color fidelity and accurate print–embroidery integration are mandatory.

Blouse (locked): Art-inspired asymmetric blouse with one sleeve, combining printed fabric and embroidered panels; clean construction, intentional asymmetry, no added elements.

Jewelry (locked): Contemporary art jewelry — mixed-metal sculptural pieces only; accurate scale, realistic metal textures.

Footwear (locked): Artistic metallic designer heels, proportionally correct with realistic finish.

Hair (choose one, no hybridization): Sleek modern styling or artistic updo; controlled, sophisticated finish with realistic texture.

Makeup (locked): Editorial artistic makeup with creative but controlled color use; crisp application, realistic skin texture, no facial reshaping.

Lighting (locked): Gallery-style lighting with focused spot illumination, creating an art exhibition atmosphere; physically plausible light falloff highlighting textures and materials.

Environment (locked): Contemporary art gallery with abstract paintings and minimalist display elements; clean, curated, uncluttered.

Camera & framing (locked): Three-quarter portrait emphasizing artistic fusion and contemporary design philosophy; 70mm lens, f/2.8 for artistic depth of field; refined editorial composition.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world fabric, embroidery, and lighting physics.

Consistency & safeguards: Maintain identical facial identity, skin tone, print–embroidery balance, drape structure, and art-forward aesthetic across reruns. Prevent hallucinated accessories, added props, altered motifs, incorrect embroidery density, print distortion, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No face alteration, no skin tone change, no added or removed elements, no simplification of embroidery, no loss of print detail, no surreal effects, no randomness that breaks realism or contemporary art clarity.

Commercial-grade, contemporary art–driven fashion editorial output only.

Using uploaded reference image only as the sole visual source. The generated image must be strictly and entirely derived from the reference image. Strict facial identity preservation is mandatory: lock exact facial structure, proportions, bone structure, features, and natural expression. No filters, no beautification, no reshaping, no retouching that alters identity, no morphing, no symmetry changes. Natural skin tone must be taken exactly from the reference image only, with no assumptions or adjustments. Age-neutral fit modern Indian female subject.

Style and fashion concept are locked and must remain consistent across generations without reinterpretation.

Pose & Emotion: Strong, confident attitude with a powerful stance. Hands empty (no objects).

Attire (locked): Solid-color georgette saree in deep emerald green with minimal embellishment. Contemporary drape with neatly arranged front pleats. Saree cinched at the waist with a wide black leather corset-style belt featuring a gold buckle; belt must be accurately proportioned, firmly structured, and correctly positioned. Pallu draped over one shoulder in a modern asymmetric style. Fabric must show realistic georgette flow, weight, and matte-sheer texture. Precise emerald color fidelity and correct belt integration are mandatory.

Blouse (locked): Sleeveless halter-neck blouse in matching emerald green with a backless design; clean construction, no added detailing.

Jewelry (locked): Contemporary minimal jewelry — long chain necklace and geometric earrings only; no additional pieces.

Footwear (locked): Black pointed-toe ankle-strap heels, correct proportions and realistic material finish.

Hair (choose one, no hybridization): High sleek ponytail or slicked-back bun; sharp, controlled styling with realistic hair texture.

Makeup (locked): Strong, defined makeup with winged eyeliner and bold lip color; crisp application, realistic skin texture, no facial reshaping.

Lighting (locked): High-fashion editorial lighting with a strong key light creating sharp definition and sculpted contrast; physically plausible shadows and highlights.

Environment (locked): Urban contemporary setting — either a modern building exterior or a minimalist studio; clean, architectural, and editorial with no clutter.

Camera & framing (locked): Full-body power pose emphasizing the belted silhouette and modern fusion styling; 70mm lens, f/2.8 editorial depth of field; professional, confident composition.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world fabric and light physics compliance.

Consistency & safeguards: Maintain identical facial identity, skin tone, saree drape, belt styling, and overall aesthetic across reruns. Prevent hallucinated accessories, added props, altered garments, incorrect pleats, belt distortion, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No face modification, no skin tone change, no added or removed elements, no embellishment increase, no belt substitution, no surreal effects, no randomness that breaks realism or urban editorial quality.

Commercial-grade, contemporary urban fashion editorial output only.

Using uploaded reference image only as the sole and mandatory visual source. Strict facial identity lock — preserve exact facial structure, proportions, bone anatomy, and natural expression from the reference image with zero reshaping, zero enhancement, zero beautification. No filters, no smoothing, no symmetry correction. Natural skin tone must be derived exclusively from the reference image with no adjustment. Age-neutral Bengali intellectual female subject.

Style Lock: Photorealistic, understated, intellectually refined Bengali heritage portrait photography. Lock this visual style strictly to prevent stylistic drift, reinterpretation, or modern aesthetic intrusion.

Expression & Pose: Thoughtful artistic poise with a subtle, composed smile. Calm, upright posture conveying introspection. No objects in hands. Hands and body anatomically correct, relaxed, and natural.

Attire: Authentic Jamdani muslin saree in pure white with fine grey-thread buti work throughout. Delicate floral and geometric motifs hand-woven across the body, creating a realistic translucent muslin effect; thread fineness, spacing, and irregularities must reflect true Jamdani craftsmanship.
Drape: Traditional Bengali style with neat pleats and pallu elegantly draped over the left shoulder; fabric physics must accurately reflect ultra-light muslin behavior.
Blouse: Simple white cotton blouse with short sleeves and boat neckline; modest, precise fit.

Jewelry: Minimalist Bengali jewelry only — thin gold chain, small stud earrings, thin gold bangles, and iconic shakha-pola (conch and coral bangles). Jewelry must be understated, culturally accurate, and proportionate. Do not add, exaggerate, or hallucinate any jewelry.
Sindoor: Traditional red vermillion applied cleanly in the hair parting; culturally authentic and restrained.

Footwear: Simple white or gold flat sandals, realistic scale and alignment.

Hair: Side-parted low bun adorned with small white flowers; neat, understated, and culturally appropriate.

Environment: Traditional Bengali home interior with bookshelves, vintage furniture, and subtle Tagore-era aesthetics; warm, lived-in authenticity without clutter or distraction.

Lighting: Soft natural window light producing gentle highlights and subtle shadows; restrained contrast enhancing an intellectual, artistic mood without dramatization.

Camera & Composition: 50mm prime lens look with artistic shallow depth of field (f/1.8). Portrait framing emphasizing cultural refinement, facial clarity, and literary heritage while maintaining correct proportions and zero distortion.

Technical Output: 8K UHD, ultra-high detail, realistic textures, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-Prevention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial distortion, warping, or perspective errors.

• Accurate muslin transparency, weave density, and thread behavior.

• Delicate buti rendering with precise placement and scale.

• Anatomically correct body, hands, fingers, and posture.

• No hallucinated elements, no modern styling, no contemporary props.

• No oversaturation, no color shifts, no noise artifacts, no CGI or painterly effects.

Negative Constraints: No face modification, no identity drift, no filters, no over-styling, no exaggerated contrast, no incorrect cultural elements, no random additions.

Using uploaded reference image only as the sole visual source. Absolute facial identity lock — preserve exact facial structure, proportions, bone anatomy, and expression from the reference image with zero identity drift. No reshaping, no digital enhancement, no beautification, no symmetry correction. Natural skin tone must match the reference image exactly; do not modify, assume, or normalize skin tone. Age-neutral North Indian female subject.

Style Lock: Photorealistic, heritage North Indian bridal portrait photography. Lock this visual style strictly to prevent stylistic mutation across generations. No contemporary aesthetics or filters.

Expression & Pose: Graceful nobility with a composed, dignified expression. Upright, regal posture. No objects in hands. Hands and fingers fully visible where applicable, anatomically correct, relaxed, and natural.

Attire: Authentic Banarasi silk saree in rich magenta with intricate gold and silver zari work. Traditional Mughal-inspired floral boota motifs across the body with an ornate kalga-bel border. Pallu featuring heavy jangla weaving with paisley and floral patterns.
Drape: Traditional Uttar Pradesh–style Nivi drape with crisp, symmetrical pleats and realistic fabric physics.
Blouse: Gold brocade short-sleeved blouse with high neck and back hook closure; accurate fit and period-appropriate construction.

Jewelry: North Indian bridal kundan set including a heavy choker, long rani haar, chandelier earrings, passa (side maang tikka), nath (nose ring), and matching bangles. Jewelry must be historically accurate, proportionate, and complete. Do not invent, exaggerate, duplicate, or omit jewelry elements.

Footwear: Gold embroidered mojari jutis, realistically scaled and aligned.

Hair: Elegant low bun with precise middle parting, adorned with gold gajra and fresh mogra flowers; neat placement, no flyaways unless naturally implied by the reference.

Environment: Mughal-inspired interior with ornate jaali work, silk cushions, and antique decor. Materials, patterns, and scale must be historically plausible and non-distracting.

Lighting: Classical studio lighting — soft key light with subtle fill, controlled contrast, gentle highlights, and natural shadow falloff to create a heritage portrait ambiance without oversaturation.

Camera & Composition: 70mm medium telephoto look, moderate depth of field (f/2.8). Full-length portrait showcasing intricate saree details and regal posture while keeping facial detail sharp. Clean, centered framing.

Technical Output: 8K UHD, ultra-high detail, true-to-life textures, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-Prevention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial warping, distortion, or perspective errors.

• Accurate textile rendering (zari sheen, weave density, thread realism).

• Anatomically correct posture, limbs, hands, and fingers; no fusion or deformation.

• No hallucinated elements in jewelry, attire, or environment.

• No oversaturation, no color shifts, no noise artifacts, no painterly or CGI look.

• Background remains coherent, period-accurate, and secondary to the subject.

Negative Constraints: No face alteration, no identity drift, no modern filters, no added props, no incorrect regional elements, no randomness, no style drift.

Using uploaded reference image only as the sole visual source. The generated output must be entirely and strictly derived from the reference image. Absolute facial identity preservation is mandatory: preserve exact facial structure, proportions, bone structure, features, and natural expression with no beautification, no reshaping, no retouching that alters identity, no morphing, no symmetry changes. Exact natural skin tone must be taken only from the reference image, with zero adjustment or assumption. Age-neutral heritage-conscious female subject.

Style, heritage narrative, and sustainable luxury concept are locked and must not mutate across generations.

Pose & Emotion: Nostalgic pride with a warm, reflective smile. Hands empty (no objects).

Attire (locked): Upcycled vintage saree recreated from a grandmother’s old Banarasi silk in faded rose pink. Visible vintage character is essential — gentle color fading, authentic patina, time-earned texture, and weave irregularities must be preserved. Original vintage brocade work maintained, with strategic modern panel additions in contrasting contemporary fabric. A deliberate dialogue between aged gold zari and fresh silk panels must be clearly readable. Creative draping that thoughtfully combines traditional and contemporary elements; fabric physics must reflect aged silk weight and modern silk fluidity. Accurate preservation of vintage texture and brocade integrity is mandatory.

Blouse (locked): Custom-designed blouse mixing vintage saree fabric scraps with modern design elements; intentional patchwork, clean construction, respectful reuse.

Jewelry (locked): Curated mix of heirloom and contemporary jewelry — vintage gold necklace paired with modern earrings only; realistic metal aging and patina where appropriate.

Footwear (locked): Vintage-inspired block heels, period-appropriate silhouette with realistic materials.

Hair (choose one, no hybridization): Soft vintage waves or retro bun; classic proportions, realistic texture.

Makeup (locked): Timeless classic makeup with a vintage photography feel; restrained tones, realistic skin texture, no facial reshaping.

Lighting (locked): Soft nostalgic lighting with warm sepia undertones, creating an intimate heritage atmosphere; physically plausible falloff and gentle highlights.

Environment (locked): Vintage home interior featuring antique furniture, old photographs, and family heirlooms; emotionally resonant, uncluttered, authentic.

Camera & framing (locked): Heritage portrait style emphasizing emotional storytelling and sustainable luxury; 50mm lens, f/2.8 for gentle subject separation; subtle vintage color grading only (no filters that alter identity).

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world fabric, metal, and light physics.

Consistency & safeguards: Maintain identical facial identity, skin tone, vintage patina, brocade detail, and narrative tone across reruns. Prevent hallucinated accessories, added props, wardrobe substitutions, loss of vintage texture, color shifts beyond natural fading, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No face modification, no skin tone change, no over-restoration, no artificial aging, no modern gloss, no embellishment additions, no surreal effects, no randomness that breaks authenticity or emotional continuity.

Commercial-grade, emotionally rich heritage fashion editorial output suitable for professional, client-facing use only.

Using uploaded reference image only as the sole visual source. The generated output must be entirely and strictly derived from the reference image. Absolute facial identity lock is mandatory: preserve exact facial structure, proportions, bone structure, features, and natural expression with no beautification, no reshaping, no retouching that alters identity, no morphing, no symmetry changes. Exact natural skin tone must be taken only from the reference image, with zero adjustment or assumption. Age-neutral young professional Indian female subject.

Style, setting, and professional intent are locked and must remain consistent across generations without reinterpretation.

Pose & Emotion: Professional ease with an approachable smile. Hands empty (no objects).

Attire (locked): Crisp handloom cotton saree in mustard yellow with a simple contrast border in bottle green. Fabric must show authentic handloom cotton texture with natural stiffness that creates a clean, structured drape. Minimal or no embellishment, emphasizing fabric quality and craftsmanship. Contemporary Nivi drape with sharp, pressed pleats at the front. Accurate mustard and bottle-green color rendering is mandatory.

Blouse (locked): Modern designer blouse in contrasting bottle green with cold-shoulder cut-out detail, three-quarter sleeves, and a visible back zipper; tailored, professional finish.

Jewelry (locked): Minimal contemporary jewelry — small oxidized silver earrings and a thin bracelet only; understated and workplace-appropriate.

Watch (locked): Simple watch on the wrist, proportionate and professional; no additional wrist accessories.

Footwear (locked): Comfortable block-heeled sandals in a neutral tone; realistic materials and proportions.

Hair (choose one, no hybridization): Simple low bun or neat braid with minimal styling; realistic hair texture, tidy finish.

Makeup (locked): Natural, office-appropriate makeup with subtle colors; realistic skin texture, no contouring or glow effects.

Lighting (locked): Bright natural office lighting with even illumination; soft, realistic shadows, no dramatic contrast.

Environment (locked): Modern office space or co-working environment with contemporary furniture and laptops visible; professional, uncluttered, and believable.

Camera & framing (locked): Casual standing portrait capturing work-appropriate styling; 40mm lens, f/4.0 for professional depth of field; balanced, natural composition.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world fabric and lighting physics compliance.

Consistency & safeguards: Maintain identical facial identity, skin tone, saree drape, cotton texture, and professional styling across reruns. Prevent hallucinated accessories, added props, wardrobe substitutions, incorrect pleats, synthetic fabric appearance, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No face alteration, no skin tone change, no beautification, no added or removed elements, no embellishment increase, no casual or festive reinterpretation, no surreal effects, no randomness that breaks realism or workplace appropriateness.

Commercial-grade, professional, workplace-ready output only.

Using uploaded reference image only as the sole and mandatory visual source. Absolute facial identity lock — preserve exact facial structure, proportions, bone anatomy, and natural expression from the reference image with zero modification, zero beautification, zero reshaping, zero enhancement. No filters, no smoothing, no symmetry correction. Natural skin tone must be derived exclusively from the reference image with no adjustment. Age-neutral Central Indian tribal-inspired female subject.

Style Lock: Photorealistic, grounded, culturally respectful tribal-inspired portrait photography. Lock this visual style strictly to prevent stylistic drift, reinterpretation, or modern aesthetic intrusion.

Expression & Pose: Earthy natural grace with a calm, composed expression. Relaxed, grounded posture conveying connection to nature. No objects in hands. Hands and body anatomically correct, natural, and unforced.

Attire: Authentic Kosa silk saree in a natural beige-golden tone. Saree body features geometric patterns and nature-inspired designs rendered with natural dye palettes—browns, terracotta, and deep greens—consistent with traditional Central Indian tribal aesthetics. Incorporate handblock-printed or hand-painted tribal art depicting forest animals and plants; motif scale, irregularity, and pigment absorption must reflect real handcrafted techniques.
Border: Simple, narrow border in a contrasting tribal design, understated and balanced.
Drape: Simple traditional drape with pleats at the front and pallu placed naturally over the shoulder; realistic fabric physics reflecting Kosa silk texture and weight.
Blouse: Earthy brown cotton blouse with short sleeves and a simple, utilitarian cut; accurate fit without embellishment.

Jewelry: Tribal-inspired jewelry set including a dokra (dhokra) metal necklace, terracotta earrings, and metal bangles. Jewelry must appear handcrafted, proportionate, and culturally plausible. Do not add, omit, exaggerate, or hallucinate jewelry elements.
Nose Pin: Simple tribal-style nose ring, correctly scaled and positioned.

Footwear: Handcrafted leather sandals with realistic texture and wear.

Hair: Natural loose braid adorned with small wildflowers; organic placement, no styling polish.

Environment: Forest clearing or tribal village setting with natural elements and traditional huts; materials, vegetation, and structures must be authentic, coherent, and non-romanticized.

Lighting: Natural outdoor lighting with warm, earthy tones; soft shadows, realistic highlights, and balanced contrast emphasizing organic textures and natural colors.

Camera & Composition: 35mm lens look with natural depth of field (f/5.6). Environmental portrait framing that clearly shows the subject’s connection to nature and tribal heritage while maintaining accurate proportions and clear facial detail.

Technical Output: 8K UHD, ultra-high detail, realistic textures, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-Prevention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial distortion, warping, or perspective errors.

• Authentic natural dye color behavior; no synthetic saturation or hue shifts.

• Accurate tribal art rendering with handcrafted irregularities.

• Anatomically correct body, hands, fingers, and posture.

• No hallucinated elements, no modern styling, no contemporary props.

• No CGI look, no painterly effects, no noise artifacts.

Negative Constraints: No face alteration, no identity drift, no modern beautification, no incorrect tribal symbolism, no random additions, no over-styling, no non-sustainable or glossy fashion cues.

Using uploaded reference image only as the sole visual source. The generated output must be entirely and strictly derived from the reference image. Strict facial identity lock is mandatory: preserve exact facial structure, proportions, bone structure, features, and natural expression with zero modification. No beautification, no reshaping, no retouching that alters identity, no morphing, no symmetry changes. Natural skin tone must be taken exactly from the reference image only, with no assumptions or adjustments. Age-neutral international red carpet–ready subject.

Style, scale, and haute couture concept are locked and must not mutate across generations.

Pose & Emotion: Regal high-fashion confidence with a powerful stance. Hands empty (no objects).

Attire (locked): Sculptural haute couture saree in ivory, featuring extensive 3D floral embellishments. The body is covered with hand-sculpted fabric flowers forming a dramatic three-dimensional surface. Layered organza and tulle petals in varying sizes create pronounced volume and movement. Strategic crystal-encrusted elements and pearl clusters are integrated for controlled sparkle. Architectural construction with structured internal support is required for shape retention. The pallu features cascading 3D elements forming a waterfall effect. Materials must render accurately: petal translucency, fabric stiffness, attachment points, and gravity-driven motion. Precise ivory color fidelity and true 3D depth are mandatory.

Blouse (locked): Sculptural structured top with 3D elements extending from the saree design; seamless integration, clean engineering, no extraneous details.

Jewelry (locked): Diamond studs only; minimal and proportional to avoid competition with the saree.

Footwear (locked): Metallic sculpted heels, correct proportions and reflective behavior.

Hair (locked): High-fashion architectural updo; crisp structure, realistic hair texture.

Makeup (locked): Full haute couture makeup with a flawless base and dramatic eyes; realistic skin texture, no facial reshaping.

Lighting (locked): Professional red carpet lighting with multiple angles to create dimension and highlight 3D textures; physically plausible light interactions and shadowing.

Environment (locked): International red carpet with press photographers and a luxury backdrop; prestigious, uncluttered, believable.

Camera & framing (locked): Dramatic full-length pose showcasing sculptural details and international couture presence; 85mm portrait lens, f/2.2 controlled depth of field; premium editorial composition.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world physics for fabric, crystals, pearls, and lighting.

Consistency & safeguards: Maintain identical facial identity, skin tone, sculptural integrity, and couture detailing across reruns. Prevent hallucinated accessories, added props, wardrobe substitutions, flattened 3D elements, attachment errors, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No identity drift, no face alteration, no skin tone change, no added or removed elements, no simplified construction, no loss of 3D depth, no surreal effects, no randomness that breaks realism or red carpet credibility.

Commercial-grade, international haute couture red carpet output only.

Using uploaded reference image only as the single and mandatory visual source. Absolute facial identity lock — preserve exact facial structure, proportions, bone anatomy, and natural expression from the reference image with zero beautification, zero reshaping, zero enhancement. No smoothing, no symmetry correction, no facial retouching. Natural skin tone must be derived strictly and exclusively from the reference image with no alteration. Age-neutral modern Indian female subject.

Style Lock: Photorealistic, clean, contemporary corporate portrait photography. Lock this style to prevent drift, reinterpretation, or aesthetic mutation across generations.

Expression & Pose: Professional confidence with approachable warmth. Upright, relaxed professional posture. No objects in hands. Hands, arms, and posture must be anatomically correct and natural.

Attire: Authentic Chanderi cotton-silk saree in powder blue with delicate silver zari buti work throughout the body. Traditional coin (sikka) and floral buti patterns with a narrow contrasting border in deep navy. Pallu featuring fine zari stripes with scattered motifs.
Drape: Contemporary Nivi style with neatly pressed, symmetrical pleats and pallu cleanly pinned at the shoulder; fabric behavior must reflect realistic Chanderi transparency, weight, and drape physics.
Blouse: Modern sleeveless blouse in matching powder blue with princess cut and concealed zipper; precise tailoring and professional fit.

Jewelry: Minimal contemporary jewelry only — single-strand pearl necklace, small pearl stud earrings, and a delicate silver bracelet. Do not add, exaggerate, duplicate, or invent jewelry.

Footwear: Nude block-heeled sandals, realistic scale and alignment.

Hair: Neat low bun with middle parting; clean finish, no flowers, no loose strands unless naturally implied by the reference image.

Environment: Modern minimalist office interior with glass partitions and neutral-toned furniture; clean lines, uncluttered composition, contemporary corporate context.

Lighting: Soft, diffused studio lighting with neutral white balance; even skin illumination, controlled highlights, subtle shadows, and a polished corporate aesthetic.

Camera & Composition: 35mm wide-angle lens look, extended depth of field (f/5.6). Mid-length portrait framing that clearly shows professional styling, saree details, and modern environment while keeping facial features sharp and undistorted.

Technical Output: 8K UHD, ultra-high detail, realistic textures, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-vention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial distortion, warping, or perspective errors.

• Realistic fabric transparency and accurate Chanderi weave rendering.

• Anatomically correct body, hands, fingers, and saree draping.

• No hallucinated elements, no modern fashion beyond what is specified.

• No oversaturation, no color shifts, no noise, no CGI or painterly effects.

Negative Constraints: No face modification, no identity drift, no beauty filters, no added props, no stylistic randomness, no non-professional styling, no incorrect textiles or jewelry.

Using uploaded reference image only as the sole visual source. Absolute facial identity lock — preserve exact facial structure, proportions, bone anatomy, expression, and likeness from the reference image with zero identity drift. No face modification, no beautification, no symmetry correction, no smoothing. Exact natural skin tone must be derived exclusively from the reference image; do not alter or assume skin tone. Age-neutral South Asian female subject.

Style Lock: Photorealistic, naturalistic, culturally authentic South Indian portrait photography. Lock this style with no artistic reinterpretation or modern aesthetic filters.

Expression & Pose: Regal dignity with a subtle, serene smile. Upright, composed posture. No objects in hands. Hands anatomically accurate and naturally relaxed.

Attire: Authentic Kanjivaram silk saree in deep temple red with traditional contrast borders in emerald green and gold zari. Borders feature intricately woven temple motifs and mythological patterns. Pallu draped in classical Nivi style, pleats clearly visible and correctly structured, anchored over the left shoulder.
Blouse: Traditional South Indian style in contrasting emerald green raw silk, elbow-length sleeves, boat neck.
Jewelry: Complete South Indian bridal gold set — temple jewelry necklace, jhumkas, maang tikka, vaddanam (hip belt), multiple bangles. Jewelry must be historically accurate, proportionate, and non-exaggerated. Do not add or invent any extra jewelry elements.
Footwear: Gold-toned Kolhapuri chappals.

Hair: Traditional South Indian low bun adorned with fresh jasmine gajra; placement clean and realistic.

Environment: Traditional Dravidian temple courtyard with stone pillars and bronze lamps; historically accurate materials and scale.
Lighting: Soft natural daylight simulating morning temple premises with warm golden undertones; realistic light falloff and shadows.

Camera & Composition: 85mm prime lens look, shallow depth of field (f/2.0). Three-quarter portrait framing that captures the full saree drape while retaining clear facial detail and contextual architectural background. Clean, professional framing.

Technical Output: 8K UHD, ultra-high detail, real-world physics compliant, photographic realism. Aspect ratio 9:16.

Consistency & Failure Prevention Constraints:

• Facial features, expression, and identity must exactly match the reference image.

• No facial distortion, warping, or perspective errors.

• Saree draping must be anatomically and culturally correct with realistic fabric physics.

• Hands and fingers fully formed, anatomically correct, no fusion or deformation.

• No hallucinated elements, no modern filters, no stylistic drift, no randomness.

• Background elements must remain plausible, non-distracting, and culturally accurate.

Negative Constraints: No beauty filters, no skin smoothing, no reshaping, no added props, no incorrect jewelry, no contemporary fashion elements, no painterly effects, no CGI look, no oversharpening, no noise artifacts.

Using uploaded reference image only as the sole visual source. The generated output must be entirely and strictly derived from the reference image. Absolute facial identity preservation is mandatory: lock exact facial structure, proportions, bone structure, features, and natural expression. No filters, no beautification, no retouching that alters identity, no morphing, no symmetry changes. Exact natural skin tone must be taken only from the reference image, with zero adjustment or assumption. Age-neutral bride-inspired female subject.

Style, theme, and bridal concept are locked and must remain fully consistent across generations without reinterpretation.

Pose & Emotion: Bridal excitement with a radiant smile. Hands empty (no objects).

Attire (locked): Fusion lehenga-style saree in rich royal blue silk. Pre-stitched lehenga skirt portion with a broad flared hem, featuring intricate zardozi and sequin embroidery. Saree pallu attached to the skirt, draped traditionally over the shoulder with a heavy embroidered border. Detailed gold and silver thread embroidery throughout, creating a luxurious bridal aesthetic. Fabric weight, sheen, and drape must follow real-world silk physics. Precise embroidery placement and stitch detail accuracy are mandatory.

Blouse (locked): Heavily embellished royal blue full-sleeved blouse with a high neck and intricate back design; embroidery density and craftsmanship must appear realistic and premium.

Jewelry (locked): Complete bridal jewelry set — statement polki necklace, matching choker, jhumkas, maang tikka, nath, bajuband, haath-phool, and stacked bangles. All pieces must be proportionally accurate with realistic metal and gemstone rendering.

Waist belt (locked): Ornate kamarbandh with dangling elements, correctly aligned and integrated with the lehenga silhouette.

Footwear (locked): Embellished gold heels, visible where appropriate without distortion.

Hair (locked): Voluminous bridal bun adorned with fresh roses and mogra, featuring a heavy gajra; realistic floral texture and density, no added hair elements.

Makeup (locked): Full bridal glam with smokey eyes, nude lips, and highlighted features; realistic skin texture, no over-smoothing, no facial reshaping.

Lighting (locked): Soft, luxurious bridal lighting with warm golden undertones; physically plausible light behavior enhancing embroidery and jewelry without glare.

Environment (locked): Luxury wedding mandap with floral decorations and crystal chandeliers; opulent yet balanced, no clutter.

Camera & framing (locked): Full-length bridal portrait capturing elaborate details; 50mm prime lens, f/1.8 for shallow depth of field; clean, professional composition emphasizing bridal grandeur.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world physics compliance.

Consistency & safeguards: Maintain identical facial identity, skin tone, and bridal styling across reruns. Prevent hallucinated accessories, missing or extra jewelry, altered embroidery, incorrect draping, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No facial alteration, no skin tone change, no added or removed elements, no wardrobe substitution, no inaccurate embroidery, no surreal effects, no randomness that breaks realism or identity.

Commercial-grade, luxury bridal output suitable for professional client-facing use only.

Using uploaded reference image only as the single and mandatory visual source. Strict facial identity preservation — lock exact facial structure, proportions, bone anatomy, and natural expression from the reference image with zero filters, zero beautification, zero reshaping, zero enhancement. No smoothing, no symmetry correction. Exact skin tone must be derived exclusively from the reference image with no adjustment. Age-neutral Gujarati–Rajasthani female subject.

Style Lock: Photorealistic, culturally authentic Gujarati–Rajasthani festive portrait photography. Lock this visual style strictly to prevent stylistic drift, reinterpretation, or modern aesthetic influence.

Expression & Pose: Joyful festive exuberance with a bright, natural smile. Lively yet balanced posture that conveys celebration. No objects in hands. Hands and arms anatomically correct, natural, and expressive without exaggeration.

Attire: Authentic Bandhani silk saree in vibrant red and yellow Leheriya pattern created using traditional tie-dye technique. Dense clusters of Bandhani dots forming wave-like diagonal patterns across the body and pallu; dot size, spacing, and irregularity must reflect real Bandhani craftsmanship. Border: Traditional gota patti lace with mirror-work accents, accurately scaled and integrated into the saree weave.
Drape: Traditional Gujarati seedha pallu style with pleats positioned at the front; drape must be culturally precise with realistic fabric physics and movement.
Blouse: Bright yellow cotton blouse with short puffed sleeves, traditional square neckline, and gota work detailing; accurate tailoring and period-appropriate fit.

Jewelry: Gujarati traditional jewelry set including chunky silver gharchola-style necklace, jhumka earrings, haath-phool, and colorful glass bangles mixed with silver covering the forearms. Jewelry must be culturally accurate, proportionate, and complete. Do not add, omit, duplicate, or hallucinate jewelry elements.

Headpiece: Red Bandhani dupatta draped over the head in traditional festive style; placement natural and consistent with regional customs.

Footwear: Embroidered Rajasthani mojari, realistic texture and alignment.

Hair: Long braid adorned with gajra and colorful tassels; neat structure with natural movement.

Environment: Traditional Gujarati haveli courtyard during Navratri, featuring colorful rangoli and hanging lanterns. Architecture, decor, and scale must be authentic, festive, and coherent without overpowering the subject.

Lighting: Bright natural outdoor lighting with vibrant yet controlled color saturation; realistic highlights and shadows that enhance festive energy without clipping or oversaturation.

Camera & Composition: 28mm wide-angle lens look with good depth of field (f/8.0). Dynamic full-body portrait capturing subtle movement, full saree drape, and festive context while maintaining accurate proportions and minimal distortion.

Technical Output: 8K UHD, ultra-high detail, true-to-life textures, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-Prevention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial distortion, warping, or perspective errors from wide-angle use.

• Accurate Bandhani tie-dye rendering (dot density, bleed, and pattern continuity).

• Vibrant but true color accuracy; no color clipping or artificial saturation.

• Anatomically correct body, hands, fingers, and posture.

• No hallucinated elements, no modern styling, no contemporary props.

• No CGI look, no painterly effects, no noise artifacts.

Negative Constraints: No facial alteration, no identity drift, no filters, no incorrect regional elements, no random additions, no stylistic mutation, no inaccurate textiles or jewelry.

Using uploaded reference image only as the sole visual source. The generated image must be entirely and strictly derived from the reference image. Strict facial identity lock is mandatory: preserve exact facial structure, proportions, bone structure, features, and natural expression with zero modification. No filters, no beautification, no reshaping, no retouching that alters identity, no morphing, no symmetry changes. Natural skin tone must be taken exactly from the reference image only, with no assumptions or adjustments. Age-neutral minimalist, fashion-conscious female subject.

Style, philosophy, and minimalist concept are locked and must not mutate across generations.

Pose & Emotion: Serene minimalist confidence with a calm, composed expression. Hands empty (no objects).

Attire (locked): Monochrome saree in pure white with absolutely no embellishment, embroidery, or border. Clean, unadorned fabric creating a seamless monochromatic effect. Fabric must appear high-quality with natural drape and a subtle, realistic sheen (no gloss). Contemporary minimalist drape with perfectly arranged, precise pleats. Pure white color accuracy and fabric purity are mandatory.

Blouse (locked): Matching white sleeveless blouse with clean lines and an architectural cut; no ornamentation, no texture contrast.

Jewelry (locked): Absolutely minimal or none — either no jewelry at all or one single delicate chain only; no additional accessories.

Footwear (locked): Simple white or nude pointed-toe flats, clean silhouette, realistic materials.

Hair (choose one, no hybridization): Sleek center-parted low bun or straight loose hair; smooth, controlled styling with realistic texture.

Makeup (locked): Minimal natural makeup emphasizing clean beauty; realistic skin texture, no contouring, no highlight effects.

Lighting (locked): Soft diffused natural light producing a clean minimalist aesthetic with subtle, soft shadows; physically plausible light behavior.

Environment (locked): Minimalist white studio or modern architectural space with clean lines and negative space; no decorative elements, no clutter.

Camera & framing (locked): Centered composition emphasizing minimalist philosophy and architectural balance; 50mm lens, f/4.0 for clean depth of field; precise alignment and symmetry.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world fabric and light physics compliance.

Consistency & safeguards: Maintain identical facial identity, skin tone, pure-white palette, drape precision, and minimalist styling across reruns. Prevent hallucinated accessories, added props, texture noise, fabric patterns, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No face alteration, no skin tone change, no added elements, no embellishment, no borders, no texture decoration, no contrast accents, no surreal effects, no randomness that breaks minimalism or architectural clarity.

Commercial-grade, museum-clean minimalist fashion output only.

Using uploaded reference image only as the sole visual source. Strict facial identity preservation — lock exact facial structure, proportions, bone anatomy, and natural expression from the reference image with zero modification, zero enhancement, zero reshaping. No beautification, no smoothing, no symmetry correction. Exact natural skin tone must be derived exclusively from the reference image with no adjustment or normalization. Age-neutral Maharashtrian female subject.

Style Lock: Photorealistic, culturally authentic Maharashtrian heritage portrait photography. Lock style permanently to prevent drift, reinterpretation, or modern aesthetic influence.

Expression & Pose: Proud cultural confidence with a gentle, dignified smile. Traditional upright Maharashtrian posture. No objects in hands. Hands, arms, and stance must be anatomically correct and natural.

Attire: Authentic Paithani silk saree in royal peacock blue with contrasting saffron-gold border. Pallu features the iconic parrot-vine (narli) motif with intricately woven peacock and lotus designs in traditional zari.
Drape: Traditional Maharashtrian Kashta drape variation, with pleats correctly structured and tucked at the back; fabric physics must be realistic and culturally accurate.
Blouse: Short-sleeved gold blouse with square neckline and traditional Maharashtrian cut; correct fit and period-appropriate tailoring.

Jewelry: Complete Maharashtrian bridal jewelry set — thushi necklace, kolhapuri saaj, tanmani, nath (nose ring), banu (armlet), green glass bangles mixed with gold. Jewelry must be precise, historically accurate, proportionate, and complete. Do not add, omit, exaggerate, or hallucinate any jewelry elements.
Headpiece: Traditional mundavalya (pearl strings on the forehead), correctly positioned and scaled.

Footwear: Gold Kolhapuri chappals, realistic texture and alignment.

Hair: Traditional ambada (bun) adorned with gajra and mogra flowers; neat, culturally accurate placement.

Environment: Wada (traditional Maharashtrian mansion) courtyard with wooden pillars and rangoli. Architecture, materials, and decor must be authentic, balanced, and non-distracting.

Lighting: Warm natural sunlight with soft, realistic shadows, evoking classic Maharashtrian heritage photography; natural color temperature with controlled highlights.

Camera & Composition: 50mm standard lens look, balanced depth of field (f/4.0). Full-body portrait capturing traditional posture, complete saree drape, and architectural context while maintaining clear facial detail. Clean, professional framing.

Technical Output: 8K UHD, ultra-high detail, realistic textures, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-Prevention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial distortion, warping, or perspective errors.

• Precise cultural accuracy in drape, jewelry placement, and posture.

• Anatomically correct body, hands, fingers, and stance.

• No hallucinated elements, no modern styling, no contemporary props.

• No oversaturation, no color shifts, no noise artifacts, no CGI or painterly effects.

Negative Constraints: No face alteration, no identity drift, no modern filters, no random elements, no stylistic mutation, no inaccurate regional details.

Using uploaded reference image only as the sole and mandatory visual source. Absolute facial identity lock — preserve exact facial structure, proportions, bone anatomy, and natural expression from the reference image with zero modification, zero reshaping, zero enhancement, zero filters. No beautification, no smoothing, no symmetry correction. Natural skin tone must match the reference image exactly; do not alter, normalize, or assume skin tone. Age-neutral Assamese female subject.

Style Lock: Photorealistic, culturally authentic Assamese heritage portrait photography. Lock this visual style strictly to prevent stylistic drift, reinterpretation, or modern aesthetic influence.

Expression & Pose: Serene cultural pride with a gentle, composed expression. Upright, calm posture. No objects in hands. Hands and body anatomically correct, relaxed, and natural.

Attire: Authentic Muga silk saree in its natural golden honey tone. Body features subtle tribal patterns and temple-architecture–inspired designs woven in contrasting thread; weave density, sheen, and irregularities must reflect real Muga silk.
Drape: Traditional Assamese mekhela chador draping style with cylindrical pleats and pallu placed over the shoulder; culturally precise construction and realistic fabric physics.
Blouse: Simple cream-colored cotton blouse with three-quarter sleeves; accurate fit and understated finish.

Jewelry: Traditional Assamese jewelry set including dugdugi earrings, dholbiri haar (long necklace), and jonbiri (crescent-shaped pendant) in gold. Jewelry must be culturally specific, proportionate, and complete. Do not add, omit, duplicate, or hallucinate jewelry elements.

Headpiece: Fresh orchids combined with traditional Assamese hair ornaments; placement natural and regionally accurate.

Footwear: Simple leather sandals, realistic scale and alignment.

Hair: Side-parted long braid adorned with orchids; neat structure with natural texture.

Environment: Assamese tea garden landscape with lush greenery and a traditional bamboo hut in the background; authentic materials, scale, and regional context without distraction.

Lighting: Soft natural morning light with gentle highlights and green-toned ambient reflections from surrounding nature; realistic shadow falloff and balanced contrast.

Camera & Composition: 50mm prime lens look with shallow depth of field (f/2.8). Portrait framing that clearly captures regional identity, accurate drape, and natural environment while keeping facial details sharp and undistorted.

Technical Output: 8K UHD, ultra-high detail, realistic textures, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-Prevention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial distortion, warping, or perspective errors.

• Accurate golden Muga silk texture, sheen, and weave behavior.

• Culturally specific jewelry rendering with correct scale and placement.

• Anatomically correct body, hands, fingers, and posture.

• No hallucinated elements, no modern styling, no contemporary props.

• No oversaturation, no color shifts, no noise artifacts, no CGI or painterly effects.

Negative Constraints: No face reshaping, no identity drift, no filters, no inaccurate regional elements, no random additions, no stylistic mutation, no incorrect textiles or jewelry.

Using uploaded reference image only as the sole visual source; generation must be strictly derived from the reference image. Absolute facial identity lock: preserve exact facial structure, proportions, bone structure, features, and natural expression from the reference image with zero identity drift or beautification. No face alteration, no morphing, no symmetry changes, no retouching that alters identity. Natural skin tone must be taken exactly from the reference image only; do not assume or modify skin tone. Age-neutral subject.

Visual style and concept are locked and must not mutate across generations.

Subject: Modern Indian female, playful elegance with a confident smile. Hands empty (no objects).

Attire (locked): Contemporary pre-stitched ruffle saree in blush pink georgette, with cascading ruffles along the border; multiple ruffle layers creating visible volume and movement; subtle sequin work and minimal embroidery on the body; pallu pre-pleated and pinned at the shoulder for a modern, convenient drape. Accurate ruffle draping and precise blush-pink color matching are mandatory.

Blouse (locked): Off-shoulder embellished crop top in matching blush pink with a sweetheart neckline.

Jewelry (locked): Contemporary Indo-western jewelry — rose gold choker, statement earrings, delicate maang tikka.

Footwear (locked): Rose gold strappy heels.

Hair (locked options only): Soft beach waves with side parting or messy low bun; choose one without hybridization.

Makeup (locked): Soft glam, pink-toned palette, dewy finish; realistic texture, no over-smoothing.

Lighting (locked): Soft romantic lighting with pastel undertones, creating a dreamy destination wedding atmosphere; natural, physically plausible light behavior.

Environment (locked): Luxury outdoor wedding venue with floral installations, fairy lights, and elegant decor; refined, uncluttered background consistent with a modern bridal aesthetic.

Camera & framing (locked): Full-length portrait capturing fabric movement and contemporary styling; 50mm lens, f/2.2 for romantic depth of field; clean professional framing; subject fully in focus where intended.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD, ultra-high detail, realistic textures, true-to-life fabric physics and motion, accurate scale and perspective.

Consistency & failure prevention: Maintain identical facial identity and style across reruns; prevent hallucinated accessories, extra jewelry, extra limbs, altered poses, altered garments, incorrect draping, color shifts, background substitutions, or age cues. No randomness that breaks realism or identity.

Negative constraints (strict): No face changes, no skin tone changes, no added props, no wardrobe substitutions, no missing or incorrect ruffles, no inaccurate embroidery, no color deviation, no style reinterpretation, no surreal effects, no distortion, no watermark, no text, no artifacts.

Commercial-grade output suitable for professional, client-facing use.

Using only the uploaded reference image as the mandatory visual source.
Absolute facial identity preservation: Lock facial structure, proportions, bone geometry, asymmetry, and natural expression exactly as in the reference image. Zero face modification. No beautification. No filters.
Skin tone: Reproduce the exact natural skin tone from the reference image only. Do not infer, shift, smooth, or enhance.
Age neutrality: Do not introduce or modify age cues.

Create an ultra-photorealistic Indian cinematic environmental portrait of an age-neutral, sophisticated art-collector–type subject standing with composed posture and refined presence. Emotional tone conveys artistic gravitas and cultured composure. Hands are empty with no objects.

Wardrobe & Wearable Art Focus:
The subject wears a pure white silk saree functioning as a seamless art canvas. Original artwork is hand-painted directly on the fabric, covering the entire length of the saree. The painting is watercolor-style, depicting an Indian classical dance form (Bharatanatyam or Kathak).
Artist brushstrokes are clearly visible, with authentic hand-painted texture, organic imperfections, layered pigment density, and silk fiber interaction. Gradual color transitions and refined shading techniques are evident across the composition.
The pallu features the artist’s signature and a detailed figurative painting integrated naturally into the artwork. No traditional borders—edge-to-edge continuous canvas concept.
Blouse is simple white or soft cream, minimal design to avoid distraction.
Jewelry is extremely minimal or absent—only small, subtle artistic pieces if any.
Footwear is neutral, understated heels or flats.
Hair styled in an elegant, simple bun to keep focus on the saree artwork.
Makeup is natural and understated with visible skin texture, pores, and vellus hair.

Environment:
A high-end contemporary art gallery with clean white walls, professional exhibition spacing, and subtle architectural lines. Background remains uncluttered and believable, reinforcing a collector-grade exhibition atmosphere.

Lighting:
Gallery-quality lighting with museum-level color accuracy. Soft, controlled shadows with realistic falloff sculpt the subject while precisely highlighting painted details and brushstroke depth. No color cast, no exaggerated contrast.

Camera & Optics:
Full-length vertical portrait presenting the saree as a complete art piece within the gallery context.
60mm lens with accurate color reproduction, balanced depth of field at f/4.0. Natural perspective compression, realistic optical behavior, no artificial blur artifacts.
Aspect ratio 9:16.
Resolution 8K UHD, capable of extreme zoom and editorial inspection.

Hard Constraints & Consistency Safeguards:
No face modification. No filters. No AI artifacts.
Strict real-world fabric physics, gravity, and silk drape behavior.
Visible brushstroke detail at macro and full-body scale.
Wearable art aesthetic with collector’s item presentation.
Prevent hallucinated elements, extra accessories, or stylistic drift.
Final result must remain indistinguishable from elite real-world gallery photography under professional scrutiny.

Using uploaded reference image only as the sole visual source. The output must be entirely derived from the reference image with strict facial identity lock: preserve exact facial structure, proportions, bone structure, features, and expression with zero modification. No beautification, no retouching that alters identity, no morphing, no symmetry changes. Natural skin tone must be taken exactly from the reference image only; no assumptions or adjustments. Age-neutral fashion-forward Indian female subject.

Style and concept are locked and must not mutate across generations.

Pose & Emotion: Artistic confidence with an edgy expression. Hands empty (no objects).

Attire (locked): Bold printed satin saree featuring geometric abstract patterns in cobalt blue, mustard yellow, and black. Modern art–inspired prints with no traditional border; seamless print throughout. Contemporary unconventional drape with asymmetric pleating and experimental pallu styling. Fabric must display realistic satin sheen, weight, and motion. Accurate print geometry and bold color fidelity are mandatory.

Blouse (locked): Avant-garde crop top in solid cobalt blue with architectural structured shoulders and precise cut-out details; clean edges, true-to-form structure.

Jewelry (locked): Statement contemporary pieces — chunky geometric necklace, oversized earrings, and bold cuffs; metal surfaces must be realistic and proportionally accurate.

Footwear (locked): Black patent leather pointed-toe pumps with correct gloss and reflections.

Hair (choose one, no hybridization): Sleek high ponytail or edgy short bob with sharp, intentional styling; maintain realistic hair texture.

Makeup (locked): Bold editorial makeup with graphic eyeliner and nude lips; crisp lines, realistic skin texture, no over-smoothing.

Lighting (locked): High-contrast studio lighting with dramatic shadows, creating a fashion editorial mood; physically plausible light falloff and shadow definition.

Environment (locked): Minimalist white studio with geometric props and modern art installations; uncluttered, gallery-clean aesthetic.

Camera & framing (locked): Editorial three-quarter pose emphasizing bold styling and artistic expression; 70mm lens, f/2.8 for controlled depth of field; professional composition with clean framing.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world physics compliance.

Consistency & safeguards: Maintain identical facial identity and locked style across reruns. Prevent hallucinated accessories, added props, wardrobe substitutions, incorrect draping, print distortion, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No identity drift, no face alteration, no skin tone change, no added or removed elements, no inaccurate prints, no border introduction, no surreal effects, no randomness that breaks realism.

Commercial-grade, high-fashion editorial output only.

Using uploaded reference image only as the sole visual source. The generated output must be entirely and strictly derived from the reference image. Absolute facial identity preservation is mandatory: preserve exact facial structure, proportions, bone structure, features, and natural expression with no alteration, no beautification, no reshaping, no retouching that alters identity, no morphing, no symmetry changes. Exact natural skin tone must be taken only from the reference image, with zero adjustment or assumption. Age-neutral avant-garde fashion model–type subject.

Style, couture concept, and experimental aesthetic are locked and must not mutate across generations.

Pose & Emotion: Fierce editorial intensity with a strong, commanding gaze. Hands empty (no objects).

Attire (locked): Experimental couture saree combining black leather panels and flowing silk in an asymmetric design. Leather pieces structured as geometric panels precisely integrated with deep burgundy silk portions. Architectural draping with unconventional pleating and an asymmetric pallu arrangement. Avant-garde construction with visible stitching and intentional deconstructed elements. Materials must render accurately: leather rigidity, stitch definition, edge thickness, and silk fluidity with realistic weight and motion. Precise material separation and burgundy/black color fidelity are mandatory.

Blouse (locked): Structured leather corset-style top with metal hardware and an unconventional silhouette; clean geometry, correct hardware placement, realistic leather tension and seams.

Jewelry (locked): Bold contemporary sculptural jewelry — large geometric metal necklace and cuff bracelet only; accurate scale, weight, and metallic reflections.

Footwear (locked): Black leather platform boots, correct proportions and realistic leather finish.

Hair (choose one, no hybridization): Slicked-back styling or sharp geometric cut; precise edges, realistic texture.

Makeup (locked): High-fashion editorial makeup with graphic elements and bold colors; crisp lines, realistic skin texture, no face reshaping.

Lighting (locked): Dramatic high-contrast fashion lighting with deep shadows and pronounced highlights; physically plausible falloff emphasizing form and materials.

Environment (locked): Industrial or gallery space with concrete and metal elements; stark, editorial, uncluttered.

Camera & framing (locked): Dynamic editorial pose emphasizing experimental design and couture artistry; 85mm portrait lens, f/1.4 for dramatic shallow depth of field; clean, powerful composition.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world physics compliance for leather, silk, metal, and light.

Consistency & safeguards: Maintain identical facial identity, skin tone, material construction, and avant-garde styling across reruns. Prevent hallucinated accessories, added props, wardrobe substitutions, incorrect stitching, material blending errors, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No identity drift, no face alteration, no skin tone change, no added or removed elements, no simplified construction, no softened edges, no surreal effects, no randomness that breaks realism or experimental couture intent.

Commercial-grade, high-fashion avant-garde editorial output only.

Using uploaded reference image only as the sole visual source. The generated image must be entirely derived from the reference image with strict facial identity lock: preserve exact facial structure, proportions, bone structure, features, and natural expression. No modifications, no beautification filters, no retouching that alters identity, no morphing, no symmetry changes. Natural skin tone must be taken exactly from the reference image only, with no assumptions or adjustments. Age-neutral elegant Indian female subject.

Style and cultural intent are locked and must remain consistent across generations without reinterpretation.

Pose & Emotion: Dignified grace with a warm, intellectual smile. Hands empty (no objects).

Attire (locked): Authentic handloom cotton saree in deep indigo, featuring a traditional temple border in red and gold. Handwoven texture must be clearly visible throughout the fabric, showcasing true artisan craftsmanship. Simple traditional border with minimal zari work only. Fabric must appear as natural cotton with breathable texture, matte finish, and organic, realistic drape. Traditional Bengali-style Nivi drape with neat, disciplined pleats. Accurate handloom texture and weave irregularities are mandatory.

Blouse (locked): Simple short-sleeved cotton blouse in matching indigo with a boat neckline; clean tailoring, no embellishment.

Jewelry (locked): Tasteful traditional jewelry — small gold necklace, classic jhumkas, and simple bangles; understated, culturally authentic proportions.

Bindi (locked): Traditional red round bindi, centered and proportional.

Footwear (locked): Simple leather kolhapuri chappals, realistic leather texture and wear.

Hair (locked): Natural side-parted low bun with minimal flowers only; realistic hair texture, no added volume or styling exaggeration.

Makeup (locked): Natural minimal makeup emphasizing authenticity; realistic skin texture, no smoothing, no contouring, no glow effects.

Lighting (locked): Natural soft window light with gentle falloff, creating a documentary-style, truthful photographic aesthetic; physically plausible shadows and highlights.

Environment (locked): Cultural event setting or handloom exhibition with traditional decor and artisan looms visible; context must support handloom advocacy and sustainable fashion without visual clutter.

Camera & framing (locked): Portrait orientation emphasizing cultural dignity and authenticity; 50mm documentary lens, f/4.0 natural depth of field; honest, non-stylized composition.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world fabric and light physics.

Consistency & safeguards: Maintain identical facial identity, skin tone, drape style, and handloom character across reruns. Prevent hallucinated accessories, added props, altered borders, synthetic fabric appearance, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No face alteration, no skin tone change, no beautification, no modern reinterpretation, no embroidery exaggeration, no synthetic sheen, no surreal effects, no randomness that breaks realism or cultural authenticity.

Commercial-grade, documentary-authentic output suitable for professional cultural and sustainable fashion use only.

Using uploaded reference image only as the sole and mandatory visual source. Absolute facial identity preservation — lock exact facial structure, proportions, bone anatomy, and natural expression from the reference image with zero modifications, zero beautification, zero reshaping, zero enhancement. No filters, no smoothing, no symmetry correction. Exact natural skin tone must be derived exclusively from the reference image with no adjustment or normalization. Age-neutral South Indian Christian–Hindu female subject.

Style Lock: Photorealistic, culturally sensitive, devotional South Indian portrait photography. Lock this visual style strictly to prevent stylistic drift, reinterpretation, or modern aesthetic influence.

Expression & Pose: Devotional serenity with a peaceful, composed expression. Calm, upright posture. No objects in hands. Hands and body anatomically correct, relaxed, and natural.

Attire: Authentic Pattu cotton-silk saree in off-white cream with traditional Kerala kasavu (golden zari) border. Double border design featuring intricate temple motifs and peacock patterns woven in gold zari; zari density, sheen, and pattern continuity must be accurate. Saree body in unbleached cream cotton with scattered gold buti; realistic handloom texture and fabric behavior.
Drape: Traditional Kerala set mundu style with pleats and a separate upper cloth; culturally precise structure and realistic drape physics.
Blouse: Cream cotton blouse with elbow-length sleeves and traditional round neckline; modest, accurate fit.

Jewelry: Kerala Christian-style gold jewelry including a simple cross pendant, small earrings, and minimal bangles only. Jewelry must be understated, proportionate, and culturally appropriate. Do not add, omit, or hallucinate any jewelry elements.

Hair: Center-parted low bun adorned with fresh jasmine gajra; neat, traditional placement.

Footwear: Simple golden sandals, realistic scale and alignment.

Environment: Traditional Kerala Nalukettu (courtyard house) interior or Syrian Christian church interior with brass lamps; materials, architecture, and decor must be authentic, devotional, and non-distracting.

Lighting: Soft interior lighting evocative of church/temple ambience with warm devotional tones; gentle highlights, natural shadow falloff, and balanced contrast.

Camera & Composition: 60mm lens look with soft focus (f/2.0). Devotional portrait framing emphasizing traditional elegance and facial clarity without distortion.

Technical Output: 8K UHD, ultra-high detail, realistic textures, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-Prevention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial distortion, warping, or perspective errors.

• Accurate kasavu border rendering (zari color, weave, and motif precision).

• Culturally and religiously sensitive presentation with authentic symbolism only.

• Anatomically correct body, hands, fingers, and posture.

• No hallucinated elements, no modern styling, no contemporary props.

• No oversaturation, no color shifts, no noise artifacts, no CGI or painterly effects.

Negative Constraints: No facial alteration, no identity drift, no filters, no incorrect religious or cultural elements, no random additions, no stylistic mutation, no over-styling.

Using uploaded reference image only as the sole visual source. The generated image must be entirely and strictly derived from the reference image. Absolute facial identity lock is mandatory: preserve exact facial structure, proportions, bone structure, features, and natural expression with no reshaping, no beautification, no retouching that alters identity, no morphing, no symmetry changes. Exact natural skin tone must be taken only from the reference image, with zero adjustment or assumption. Age-neutral glamorous Indian female subject.

Style, mood, and glamour concept are locked and must not mutate across generations.

Pose & Emotion: Bold glamorous confidence with a sultry expression. Hands empty (no objects).

Attire (locked): Fully sequined metallic silver saree with dense all-over sequin and glitter embellishment, creating a disco-ball shimmer effect under lights. No traditional border; seamless sequin work throughout the saree. Body-hugging modern drape with minimal pleats and the pallu pinned at the waist. Sequins must reflect light realistically with accurate sparkle density, alignment, and movement. Precise metallic silver color fidelity and shimmer behavior are mandatory.

Blouse (locked): Strappy sequined bralette-style blouse in matching metallic silver with a plunging neckline; clean construction, accurate sequin continuity.

Jewelry (locked): Minimal jewelry only to let the saree dominate — diamond studs, delicate bracelet, and single cocktail ring; realistic gemstone reflections, no additional pieces.

Footwear (locked): Metallic silver strappy stilettos, correct heel proportion and reflective finish.

Hair (choose one, no hybridization): Sleek straight hair with center parting or glamorous voluminous waves; realistic hair texture and shine, no added styles.

Makeup (locked): Full glam makeup with smokey metallic eyes, nude glossy lips, and heavy highlighter; crisp application, realistic skin texture, no face reshaping.

Lighting (locked): Party lighting with colored spotlights and dramatic shadows, creating an authentic nightclub atmosphere; physically plausible light interactions with sequins and skin.

Environment (locked): Upscale nightclub or New Year party venue with disco lights, champagne ambiance, and luxurious decor; energetic yet clean, no clutter.

Camera & framing (locked): Dynamic pose capturing party glamour and movement; 85mm portrait lens, f/1.4 for dramatic shallow depth of field; professional editorial composition.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, accurate scale and perspective, real-world physics compliance.

Consistency & safeguards: Maintain identical facial identity, skin tone, metallic finish, and styling across reruns. Prevent hallucinated accessories, added props, wardrobe substitutions, incorrect draping, sequin distortion, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No identity drift, no face alteration, no skin tone change, no added or removed elements, no traditional border introduction, no inaccurate shimmer behavior, no surreal effects, no randomness that breaks realism or nightlife aesthetic.

Commercial-grade, high-glamour nightlife editorial output only.

Using uploaded reference image only as the sole visual source. The generated image must be strictly based on the reference image with absolute facial identity lock: preserve exact facial structure, proportions, bone structure, features, and natural expression. No beautification, no face modification, no morphing, no retouching that alters identity, no symmetry changes. Exact natural skin tone must be derived only from the reference image with no assumptions or adjustments. Age-neutral modern Indian female subject.

Style and concept are locked and must remain consistent across generations without mutation or reinterpretation.

Pose & Emotion: Soft romantic joy with a gentle smile. Hands empty (no objects).

Attire (locked): Pastel mint green net saree with delicate scattered pearl and sequin embellishment. Scalloped lace border in matching pastel mint tone with minimal embroidery. Pallu featuring subtle floral motifs in light silver thread. Contemporary Nivi drape with soft pleats and a flowing pallu. Fabric physics must appear realistic with natural drape and movement. Accurate pastel mint color rendering is mandatory.

Blouse (locked): Sleeveless pastel green blouse with a sweetheart neckline and pearl button back.

Jewelry (locked): Delicate floral jewelry — pearl and pastel stone necklace, matching earrings, and pastel floral haath-phool.

Fresh flowers (locked): White and pink flower bracelet and small fresh flowers in the hair only; no additional floral elements.

Footwear (locked): Pastel mint block heels.

Hair (choose one, no hybridization): Loose romantic curls or half-up half-down style, integrated with the specified fresh flowers. Hair texture must remain realistic and consistent with the reference.

Makeup (locked): Natural pastel makeup, soft eye makeup, glossy lips; realistic skin texture, no over-smoothing.

Lighting (locked): Bright natural outdoor lighting with soft, realistic shadows, creating a fresh daytime aesthetic; physically plausible light behavior.

Environment (locked): Garden mehendi setup with pastel floral decorations and hanging installations; clean, elegant, and uncluttered.

Camera & framing (locked): Full-body shot showcasing the pastel theme and garden setting; 35mm lens, f/4.0 for bright depth of field; professional, balanced composition.

Technical standards (mandatory): Aspect ratio 9:16, 8K UHD output; ultra-high detail, true-to-life textures, accurate scale and perspective, real-world physics compliance.

Consistency & safeguards: Maintain identical facial identity and styling across reruns. Prevent hallucinated accessories, extra jewelry, added props, altered garments, incorrect draping, color shifts, background substitutions, age cues, extra limbs, distortions, text, watermarks, artifacts, or unintended style drift.

Negative constraints (strict): No face alteration, no skin tone change, no beautification, no added or removed elements, no wardrobe substitutions, no inaccurate embroidery or motifs, no surreal effects, no randomness that breaks realism or identity.

Commercial-grade, client-ready output only.

Using uploaded reference image only as the sole visual source. Strict facial identity lock — preserve exact facial structure, proportions, bone anatomy, and natural expression from the reference image with zero beautification filters, zero reshaping, zero enhancement. No smoothing, no symmetry correction. Natural skin tone must be derived exclusively from the reference image with no adjustment. Age-neutral Karnataka–Maharashtra border region female subject.

Style Lock: Photorealistic, simple, culturally authentic everyday South Indian portrait photography. Lock this visual style to prevent modernization, reinterpretation, or stylistic drift.

Expression & Pose: Simple traditional warmth with a content, natural smile. Relaxed, upright posture reflecting everyday authenticity. No objects in hands. Hands and body anatomically correct and naturally posed.

Attire: Authentic Ilkal cotton-silk saree with a maroon base and contrasting green and red border. Traditional tope teni (temple border) design with running bird motifs rendered in zari work. Saree body features small geometric buti patterns; spacing and scale must reflect real handloom weaving.
Pallu: Traditional kasuti embroidery showcasing regional folk art motifs; embroidery density, stitch texture, and thread behavior must be realistic.
Drape: Traditional Karnataka style with clean pleats and pallu placed over the left shoulder; fabric physics must reflect cotton-silk weight and handloom irregularities.
Blouse: Simple short-sleeved cotton blouse in matching maroon; modest fit and everyday tailoring.

Jewelry: Traditional temple jewelry set including a short necklace, jhumkas, and simple glass bangles. Jewelry must be minimal, proportionate, and culturally accurate.
Nose Pin: Small gold nath, correctly scaled and positioned. Do not add or invent any additional jewelry.

Footwear: Local leather chappals, realistic wear and texture.

Hair: Traditional kaathina jada (thick braid) adorned with jasmine flowers; placement neat and culturally correct.

Environment: Traditional Karnataka home interior with wooden furniture and copper utensils; lived-in, authentic arrangement without decorative excess.

Lighting: Natural indoor lighting simulating a traditional home environment with warm tones; soft shadows, realistic contrast, and gentle highlights.

Camera & Composition: 40mm lens look with balanced depth of field (f/4.0). Casual portrait framing that captures everyday cultural authenticity while maintaining clear facial detail and accurate proportions.

Technical Output: 8K UHD, ultra-high detail, realistic handloom texture, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-Prevention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial distortion, warping, or perspective errors.

• Realistic handloom cotton-silk texture with visible weave irregularities.

• Accurate kasuti embroidery rendering and zari behavior.

• Anatomically correct body, hands, fingers, and posture.

• No hallucinated elements, no modern styling, no over-styling.

• No oversaturation, no color shifts, no noise artifacts, no CGI or painterly effects.

Negative Constraints: No face alteration, no identity drift, no filters, no contemporary fashion elements, no added props, no stylistic mutation, no exaggerated ornamentation.

Using uploaded reference image only as the sole and mandatory visual source. Absolute facial identity lock — preserve exact facial structure, proportions, bone anatomy, and natural expression from the reference image with zero face alteration, zero reshaping, zero enhancement. No identity drift, no facial retouching, no geometry changes. Exact natural skin tone must be derived exclusively from the reference image; do not lighten, darken, smooth, or normalize skin tone. Age-neutral Bollywood-inspired female subject.

Style Lock: Photorealistic, high-fashion Bollywood red-carpet editorial photography. Lock this style strictly to prevent mutation, reinterpretation, or downgrade in glamour fidelity.

Expression & Pose: Confident glamorous poise with a subtle smirk. Upright, composed celebrity posture. No objects in hands. Hands, arms, and stance anatomically correct and elegant.

Attire: Luxurious sheer organza saree in nude champagne tone. Fabric must display accurate organza transparency, lightness, and flow.

• Border: Intricate crystal and sequin work producing a refined shimmer effect; precise placement, scale, and reflective behavior.

• Pallu: Embellished with scattered floral motifs in silver thread and crystal clusters; embroidery density and fall must appear couture-grade.
  Drape: Contemporary Nivi drape with neatly arranged pleats and pallu flowing naturally; realistic fabric physics with no stiffness or distortion.
  Blouse: Heavily embellished sleeveless designer blouse in matching nude tone with plunging neckline and backless design; couture construction, precise fit, no wardrobe deformation.

Jewelry: Contemporary minimalist diamond jewelry only — delicate necklace, chandelier earrings, and a single cocktail ring. Jewelry must be refined, proportionate, and non-exaggerated. Do not add or invent extra jewelry pieces.

Footwear: Metallic silver stiletto heels, realistic scale and alignment.

Hair: Sleek center-parted low bun or loose waves with side parting; polished red-carpet finish, no flyaways unless naturally implied by the reference image.

Makeup (Non-altering): Dewy glam finish with nude lips and soft highlights. Makeup must not modify facial structure, proportions, or skin tone; no beauty filters or artificial skin effects.

Environment: Red carpet setup with step-and-repeat backdrop featuring brand logos and visible press photographers; realistic depth, lighting spill, and event scale.

Lighting: Professional red-carpet lighting with multiple key lights and controlled fill, producing glamorous highlights, dimensional shine, and clean shadow separation without overexposure.

Camera & Composition: 85mm portrait lens look with shallow depth of field (f/1.4). Three-quarter shot emphasizing haute couture styling, fabric detail, and celebrity presence while keeping facial features sharp and undistorted.

Technical Output: 8K UHD, ultra-high detail, couture-grade texture fidelity, real-world physics compliant. Aspect ratio 9:16.

Consistency & Failure-Prevention Constraints:

• Facial identity must exactly match the reference image at all times.

• No facial warping, distortion, or perspective errors.

• Accurate organza transparency, sequin reflectivity, and embroidery depth.

• Anatomically correct body, hands, fingers, and posture.

• No hallucinated embellishments, logos, or accessories.

• No oversharpening, no noise, no CGI or painterly artifacts.

Negative Constraints: No identity drift, no facial alteration, no beauty filters, no incorrect couture construction, no random styling elements, no downgrade in editorial realism, no non-professional finish.