{
  "iteration": 17,
  "timestamp": "2026-06-03T13:39:34",
  "wall_clock_seconds": 145.6,
  "prompt_snapshot_path": "prompts/iteration-0017.txt",
  "personas_file_ref": "autoresearch/male-attractiveness-uplift/personas.json",
  "evaluator_file_ref": "autoresearch/male-attractiveness-uplift/evaluator.json",
  "evaluations": [
    {
      "persona_id": "m01",
      "persona_name": "Caleb",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome white American man, late 20s, narrow oval face with a sharp jawline and high cheekbones, deep-set hooded almond eyes in pale gray-green with a darker outer ring, straight narrow nose with a slightly rounded tip, thin top lip over a fuller bottom lip, straight thick eyebrows with natural grooming, soft medium-brown hair with 1B slight wave falling messily across his forehead and into his eyes, lean swimmer's build with sloping defined shoulders and visible collarbones through his shirt, a small beauty mark above his left eyebrow, warm ivory skin with cool undertone. Eyes looking at camera, his mouth slightly parted. He's sitting on the edge of a worn leather couch in a dimly lit Brooklyn loft apartment, exposed brick wall visible behind him, golden hour light filtering through tall industrial windows casting soft amber glow across one side of his face. Wearing a faded black vintage band t-shirt and dark jeans, an acoustic guitar resting against the couch arm beside him, his fingers loose and relaxed in his lap. The shot is a medium closeup from chest up, framed slightly off-center, natural soft lighting with subtle lens flare from the window, captured on an iPhone with that candidStop-and-talk energy mid-rehearsal break. Photorealistic, amateur snapshot aesthetic, not polished or studio-lit.",
      "image_path": "images/iteration-0017/m01-seed1.png",
      "attractiveness": 9,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 9.399999999999999,
      "reason": "Strikingly handsome with a sharp, angular jawline, intense deep-set eyes, thick perfectly tousled hair, and a broad-shouldered frame. Nails the brooding indie musician vibe perfectly.",
      "failure_tags": []
    },
    {
      "persona_id": "m01",
      "persona_name": "Caleb",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome white American man, late twenties, slim wiry build with lean defined shoulders and visible collarbones under his shirt, standing in a Brooklyn loft apartment at golden hour. Eyes looking at camera, his mouth slightly parted. Oval face with a sharp jawline and high cheekbones, deep-set almond-shaped eyes in a muted hazel-green with dark outer rings, straight nose with a narrow bridge and slightly angular tip, thin upper lip over a fuller bottom lip, soft asymmetric smile that pulls higher on the left, straight thick eyebrows with a natural arch, small beauty mark on his right cheekbone just below the outer corner of his eye. Soft medium-brown hair with 2A texture, tousled and falling across his forehead into his eyes, slightly overgrown with the ends grazing his eyebrows, unwashed second-day texture with a bit of natural wave. Pale skin with cool undertone and faint freckles across the bridge of his nose. Wearing a faded vintage band t-shirt in charcoal gray, thin fabric hanging loose on his frame. Warm amber light streaming through tall industrial windows behind him, brick wall and exposed pipes visible in soft focus, guitar case leaning against the wall in the background, casual intimate framing from mid-chest up, natural shadows across one side of his face, quiet thoughtful expression with a hint of melancholy, slight tilt of his head, iPhone portrait mode depth of field, candid stop-and-talk pose as if he just looked up from tuning a guitar.",
      "image_path": "images/iteration-0017/m01-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 7.6000000000000005,
      "reason": "Strong jawline and intense, brooding eye contact fit the indie musician vibe perfectly. Good hair volume, but skin texture is a bit rough and frame is slightly narrow.",
      "failure_tags": [
        "bad_skin",
        "narrow_shoulders"
      ]
    },
    {
      "persona_id": "m02",
      "persona_name": "Mateo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Mexican man in his mid-20s, eyes looking at camera, his mouth slightly parted. Warm golden-brown skin with a neutral undertone. Square face with a strong jawline and high cheekbones. Deep-set almond eyes in a rich dark brown with amber flecks, framed by thick straight brows that are mostly natural with a slight arch. Straight bridge nose with a slightly rounded tip. Full lips with a defined cupid's bow and a wide asymmetric smile that tilts slightly higher on the left. Short dark hair with a neat fade on the sides, slightly tousled on top with a bit of texture gel still visible. A small beauty mark above his right eyebrow. Broad shoulders with defined upper chest visible through a fitted black athletic tank, thick neck with a pronounced sternocleidomastoid line, muscular arms with full biceps and veins tracing down his forearms, narrow waist creating a clear V-taper. Leaning casually against a concrete wall with peeling paint near a Miami beach, late afternoon golden hour light casting warm shadows across his face and one shoulder. The tank is slightly damp with sweat at the neckline. One hand rests near his hip, the other hangs relaxed at his side. Confident posture, slight tilt of the head, that easy cocky-warm expression of someone who knows exactly how he looks. Soft natural iPhone lighting, candid amateur feel, slight grain, shallow depth of field blurring the palm trees and beach scene behind him.",
      "image_path": "images/iteration-0017/m02-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Strong athletic frame with broad shoulders and a warm, symmetrical smile showing teeth. Good eye contact, but overall face leans slightly generic.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "persona_id": "m02",
      "persona_name": "Mateo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Mexican man, mid-20s, eyes looking at camera, his mouth slightly parted. Warm golden-brown skin with a neutral undertone and a light scatter of freckles across the bridge of his nose. Oval face with a strong square jawline and high cheekbones. Deep-set almond eyes, dark amber-brown with thick black lashes and a slight downward tilt at the outer corners. Straight nose with a medium bridge and a softly rounded tip. Full lips with a pronounced cupid's bow, the bottom lip slightly fuller than the top. Thick straight eyebrows, naturally groomed with a small scar cutting through the left brow. Short black hair, 1B texture, freshly cut with a tight fade on the sides and slightly longer textured top, pushed back and slightly damp from sweat. Small beauty mark just below his right cheekbone. Facial structure reminiscent of a young Diego Luna but with a broader jaw and more athletic build.\n\nBroad shoulders visible through a fitted gray athletic tank that shows the defined mass of his upper chest and the curve of his deltoids. V-tapered torso with a narrow waist, thick neck with visible sternocleidomastoid definition. Muscular forearms crossed loosely over his chest. Leaning against a weathered wooden railing with soft golden-hour beach light washing over him from the left, casting warm shadows along his jawline and collarbone. Behind him, blurred palm fronds and hazy Miami beachfront out of focus. Easy confident smile, slightly asymmetric, showing a hint of white teeth. The whole frame has that late-afternoon glow, shot on an iPhone with natural backlight creating a subtle halo around his hair. Casual magnetic energy, mid-conversation pose, like he just cracked a joke and is waiting for your reaction.",
      "image_path": "images/iteration-0017/m02-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Strong jawline and thick, expressive eyebrows stand out. Good athletic frame, but the overall face leans slightly generic AI.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "persona_id": "m03",
      "persona_name": "Jiwon",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man in his late twenties, eyes looking at camera, his mouth slightly parted. Lean swimmer's build with sloping shoulders and defined collarbones visible under fabric, long limbs that give him a tall elegant frame. Narrow oval face with a soft jawline and high cheekbones. Soft monolid eyes in deep warm brown with a slight tired droop at the outer corners, thick straight black eyebrows, mostly natural and ungroomed. Straight nose with a low bridge and rounded tip. Medium lips with a fuller bottom lip, corners turned slightly downward in a neutral expression. Short black hair with messy textured fringe falling slightly over his forehead, looks slept-on and unstyled. Fair skin with cool undertones, a small beauty mark below his left eye. Faint ink stains visible on his right index finger and thumb. Wearing an oversized cream-colored linen cardigan over a loose white linen shirt, top button undone. Shot in natural afternoon light streaming through a large window in a small cluttered LA apartment studio, sketchbooks and pencils scattered on a desk visible in soft background blur. Mid-shot framing from waist up, one hand resting on the edge of a drafting table. Candid amateur iPhone photo aesthetic, soft focus, warm golden-hour glow, slight grain.",
      "image_path": "images/iteration-0017/m03-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 3,
      "weighted_score": 6.6000000000000005,
      "reason": "Strong jawline and intense, soft monolid eyes stand out. Good frame, but mouth is completely closed.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m03",
      "persona_name": "Jiwon",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, late twenties, lean swimmer's build with defined collarbones and sloping shoulders visible through fabric, long elegant limbs. Narrow oval face with a soft jawline, deep-set monolid eyes in warm amber-brown with a darker outer ring, straight nose with a slightly rounded tip, thin upper lip over a fuller bottom lip, straight thick eyebrows with natural feathering, small beauty mark above his left eyebrow. Eyes looking at camera, his mouth slightly parted. Hair is 1B soft straight texture, black with a slight warm brown cast in sunlight, medium length falling just past his ears, slightly tousled with a natural middle part. Warm beige undertone skin. Wearing an oversized oatmeal knit cardigan open over a rumpled cream linen button-up shirt, sleeves pushed to his elbows revealing lean forearms with faint ink smudges on his right hand and along the side of his left palm. Sitting at a sunlit wooden desk cluttered with sketchbooks, watercolor palettes, and a ceramic mug, golden afternoon light streaming through a window behind him casting soft shadows across his collarbones, one hand resting on an open sketchbook, posture slightly slouched and relaxed, captured in a candid iPhone shot with natural window light, slight lens softness, medium close-up framing from mid-chest up, casual unstaged moment, photorealistic amateur photography aesthetic.",
      "image_path": "images/iteration-0017/m03-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: sharp jawline, intense amber-colored monolid eyes, and a strong, lean neck/collarbone structure. Very high aesthetic appeal.",
      "failure_tags": []
    },
    {
      "persona_id": "m04",
      "persona_name": "Marcus",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Black man in his early thirties, warm deep brown skin with rich neutral undertone, narrow oval face with a strong angular jawline and high cheekbones, deep-set almond eyes in dark amber-brown with a slight golden cast when light hits them, straight nose bridge with a defined tip, full lips with a pronounced cupid's bow and a slightly fuller bottom lip, thick eyebrows with a natural arch and subtle gap on the left side, short fade haircut with tight coils on top, small beauty mark below his right eye. Eyes looking at camera, his mouth slightly parted. Lean but defined swimmer's build with sloping shoulders visible through fabric, defined collarbones, athletic upper body without bulk. Wearing a fitted black button-down shirt with sleeves rolled to mid-forearm revealing intricate black-and-gray tattoo sleeves\u2014geometric patterns mixed with script on the left arm, abstract linework on the right. Standing behind a polished dark wood bar in a dim upscale hotel lounge, soft amber pendant lights hanging overhead, blurred bottles on backlit glass shelves behind him, a worn Camus paperback resting on the bar edge near his hand. Shot from chest-up, natural warm tungsten lighting casting gentle shadows across his face, casual confident posture with one hand resting on the bar surface, late evening atmosphere, iPhone candid feel with slight grain and soft focus on the background.",
      "image_path": "images/iteration-0017/m04-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: sharp jawline, intense warm eye contact, and broad shoulders tapering well. Very strong presence.",
      "failure_tags": []
    },
    {
      "persona_id": "m04",
      "persona_name": "Marcus",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Black man in his early thirties, deep mahogany skin with warm neutral undertone, narrow oval face with a strong defined jawline and high cheekbones, deep-set almond eyes in dark amber-brown with a slight gold catch in the iris, straight nose with a high bridge and narrow tip, full lips with a pronounced cupid's bow and slight asymmetry in the smile, thick straight eyebrows with a natural arc, short fade haircut with crisp line-up, a small beauty mark beneath his left eye. Eyes looking at camera, his mouth slightly parted. Lean but defined build with broad shoulders visible through the fabric, defined collarbones, athletic upper body taper, thick forearms with detailed black-ink tattoo sleeves wrapping both arms\u2014geometric patterns mixed with script. Wearing a fitted black button-down shirt with sleeves rolled to mid-forearm, top button undone showing the base of his collarbone. Standing behind a polished dark wood bar, soft warm Edison-bulb lighting from overhead, blurred bottles on backlit glass shelves behind him, a dog-eared philosophy paperback (Camus, The Myth of Sisyphus) resting on the bar top near his left hand. Medium close-up framing from mid-chest up, slight low angle, natural expression mid-conversation with a trace of a knowing smile, intimate quiet hotel bar atmosphere, shot on iPhone in dim golden interior light with slight grain, casual candid amateur photograph, photorealistic.",
      "image_path": "images/iteration-0017/m04-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, intense direct eye contact, and broad shoulders tapering well. Very handsome, hits the top 15% easily. Nails the persona perfectly.",
      "failure_tags": []
    },
    {
      "persona_id": "m05",
      "persona_name": "Dario",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Italian-American man in his late twenties, lean swimmer's build with defined collarbones and sloping shoulders visible through his worn band tee, warm olive skin with golden undertone. Narrow oval face with a sharp jawline, deep-set almond eyes in warm hazel with gold flecks, straight nose with a slightly rounded tip, full lips with a pronounced cupid's bow, thick eyebrows with a natural arch, small beauty mark above his right lip. Eyes looking at camera, his mouth slightly parted in a sweet boyish smile. Grungy shoulder-length soft wavy hair (2B texture) with natural movement, slightly tousled and tucked behind one ear. Black-and-white vintage band tee, faded and soft from wear, fitted across his chest and shoulders. Half-sleeve tattoo covering his right forearm in black ink with geometric and abstract patterns visible where his sleeve is pushed up. Ripped light-wash jeans with frayed holes at the knees. He's sitting on the edge of a concrete ledge at a Brooklyn skate park, his skateboard resting against the ledge beside him, one arm draped casually over his knee. Golden hour light washing across the scene from the side, warm orange glow on his face and arms, long soft shadows stretching across the pavement. Chain-link fence and graffiti-tagged ramp visible soft and blurred in the background. Medium shot framing from mid-thigh up, slight low angle looking up at him. Soft natural light, candid iPhone snapshot feel, amateur composition with authentic skate park atmosphere.",
      "image_path": "images/iteration-0017/m05-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Top 15%. Strong jawline, thick wavy hair with great volume, and warm, engaging hazel eyes. Nails the skater aesthetic perfectly.",
      "failure_tags": []
    },
    {
      "persona_id": "m05",
      "persona_name": "Dario",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Italian-American man in his late twenties, lean swimmer's build with defined collarbones and wiry forearms, warm olive skin with golden undertone. Eyes looking at camera, his mouth slightly parted. Narrow oval face with a strong jawline and high cheekbones, deep-set almond eyes in warm hazel with gold flecks, straight bridge nose with a slightly rounded tip, full lips with a soft cupid's bow and a subtle asymmetry to his smile, thick straight eyebrows with a natural arch, small beauty mark above his left eyebrow. Dark brown hair in a grown-out shaggy cut with soft waves, tousled and slightly greasy texture like he just took off a beanie, parted messily to one side. Sweet boyish grin that crinkles the outer corners of his eyes. Black-ink half-sleeve tattoo covering his right forearm in a patchwork of geometric shapes and small script, visible from elbow to wrist. Wearing a faded vintage band tee in washed-out charcoal gray with a small rip near the collar, sleeves pushed up. Light distressed denim jeans ripped at both knees, frayed hems. Shot at a Brooklyn skate park during golden hour, warm amber sunlight casting long shadows across the concrete, his skateboard deck visible at the bottom edge of the frame leaning against his shin. Loose casual posture, weight shifted to one leg, one hand hooked in his front pocket. Soft natural light from the low sun, slight lens flare, candid iPhone snapshot feel, shallow depth of field blurring the chain-link fence and graffiti in the background.",
      "image_path": "images/iteration-0017/m05-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Striking golden hour lighting highlights deep amber eyes, a strong square jawline, and thick tousled hair. The boyish smile works perfectly with the rugged frame.",
      "failure_tags": []
    },
    {
      "persona_id": "m06",
      "persona_name": "Adrian",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Italian-Greek man, 35, standing in a modern high-rise office with floor-to-ceiling windows overlooking downtown Chicago at late afternoon, soft golden-hour light washing across one side of his face. Eyes looking at camera, his mouth slightly parted. Square jawline with a subtle cleft in the chin, straight Roman nose with a high narrow bridge, deep-set dark brown eyes with faint crow's feet at the outer corners, thick straight eyebrows with a small natural gap in the left brow, full lower lip over a thinner top lip. Hair is dark espresso brown, short on the sides with slightly longer textured top, distinct silver-gray streaks threading through both temples and a few fine silver strands scattered at the crown. Warm olive skin with golden undertone, faint five-o'clock shadow along the jaw. A small beauty mark just below his right cheekbone. Athletic build with broad shoulders filling out the suit jacket, defined chest visible through the dress shirt, thick neck with prominent sternocleidomastoid line, narrow waist creating a clear V-taper from shoulders to belt line. Wearing a charcoal gray wool suit, white dress shirt unbuttoned at the collar with no tie, the shirt fabric slightly relaxed against his collarbones, sleeves rolled back once to reveal strong forearms and a simple steel watch on his left wrist. Left hand resting casually in his pants pocket, right arm hanging naturally at his side. Posture is upright and grounded, weight slightly shifted to one leg in a relaxed stance. Expression is calm and direct, a faint hint of a closed-mouth smile, protective confidence without aggression. Soft natural window light from the right side, slight backlight from the cityscape behind him creating a subtle rim on his hair and shoulder, depth of field blurs the Chicago skyline gently in the background. Medium close-up framing from mid-thigh up, shot at eye level, iPhone portrait mode aesthetic with natural grain and candid feel.",
      "image_path": "images/iteration-0017/m06-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 3,
      "weighted_score": 7.4,
      "reason": "Strong jawline, intense dark eyes, and broad shoulders tapering well. Mouth is completely closed, failing lipsync requirement.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m06",
      "persona_name": "Adrian",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Mediterranean man, 35, Italian-Greek heritage, warm olive skin with golden undertone, silver threading at his temples through otherwise dark espresso-brown hair. Eyes looking at camera, his mouth slightly parted. Square jaw with high cheekbones and a subtle cleft chin, deep-set dark brown eyes with a slight downward tilt at the outer corners, straight Roman nose with a defined high bridge, medium-full lips with a sharp cupid's bow, thick straight eyebrows with natural fullness, short-cropped hair with a clean fade at the sides, small diagonal scar cutting through his left eyebrow. Broad shoulders and a defined V-tapered torso visible under his charcoal gray suit jacket\u2014thick neck with prominent sternocleidomastoid, strong upper chest mass filling out the white dress shirt underneath, narrow waist. The suit jacket is unbuttoned, white shirt open at the collar showing his collarbones, no tie. Confident posture, standing in a high-rise office with floor-to-ceiling windows showing the Chicago skyline at golden hour, soft natural light from the side illuminating his face. Expression is calm and direct, protective intensity without aggression. Medium close-up framing from mid-chest up. Photorealistic iPhone portrait, natural lighting, slight lens compression, candid professional vibe.",
      "image_path": "images/iteration-0017/m06-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 7.0,
      "reason": "Strong Mediterranean features and good eye contact, but the expression is slightly stiff and the lighting creates harsh shadows on the neck. Slightly above neutral.",
      "failure_tags": [
        "awkward_expression"
      ]
    },
    {
      "persona_id": "m07",
      "persona_name": "Haruki",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Japanese man, mid-20s, in a cozy Tokyo cafe corner. His eyes looking at camera, his mouth slightly parted. Heart-shaped face with a soft jawline and high cheekbones. Large round deep-set eyes, warm chocolate brown with gold flecks catching the window light. Straight narrow nose bridge with a small rounded tip. Full lips with a pronounced cupid's bow, the lower lip slightly fuller. Thick straight eyebrows, natural and ungroomed. A small beauty mark below his left eye. Slightly tousled 2A hair, medium-length chestnut brown with natural highlights, parted down the middle with soft pieces falling across his forehead. Lean swimmer's build visible through his clothing \u2014 sloping but present shoulders, defined collarbones, athletic but not bulky upper body. Warm beige skin tone with neutral undertone. Wearing an oversized cream cable-knit sweater that drapes softly off one shoulder. Sitting at a small wooden table near a rain-streaked window, soft gray daylight filtering through, a ceramic mug in front of him. Medium close-up framing from mid-chest up, slight low angle. The shot has that iPhone-candid quality \u2014 natural cafe lighting, casual composition, warm and inviting mood. Photorealistic amateur photograph, not staged or editorial.",
      "image_path": "images/iteration-0017/m07-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Nails the soft-boy aesthetic. Standouts: large expressive eyes, clear skin, and well-styled tousled hair. Frame is a bit slight, keeping it from an 8.",
      "failure_tags": []
    },
    {
      "persona_id": "m07",
      "persona_name": "Haruki",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Japanese man, mid-20s, with an anime-protagonist face \u2014 narrow oval with a soft pointed chin and high rounded cheekbones, large deep-set round eyes in warm chestnut-brown with long natural lashes, straight narrow nose with a slightly rounded tip, soft full lips with a defined cupid's bow, straight thick eyebrows in dark brown with a gentle arch, a small beauty mark just below the outer corner of his left eye. Eyes looking at camera, his mouth slightly parted. Lean swimmer's build with sloping shoulders and defined collarbones visible under the sweater neckline, long elegant neck. Hair is 2A soft wavy texture in natural black, medium length falling just past his ears, slightly tousled with loose strands framing his forehead and sweeping across his brow in an effortless bedhead style. Warm ivory skin with neutral undertone and a natural healthy glow. Sweet open expression, gentle smile showing a hint of his front teeth, radiating golden-retriever boyfriend warmth. Wearing an oversized cream cable-knit sweater with a relaxed crewneck, sleeves pushed up to mid-forearm revealing lean wrists and elegant hands wrapped around a ceramic mug. Sitting at a small wooden table in a cozy Tokyo cafe, soft afternoon light streaming through a nearby window illuminating his face from the side, blurred warm-toned cafe interior in the background with hanging plants and wooden shelving. Medium close-up framing from mid-chest up, slight downward angle as if the photographer is standing across the table. Soft natural lighting, casual iPhone candid vibe, gentle focus on his face with shallow depth of field blurring the background, photorealistic amateur snapshot aesthetic.",
      "image_path": "images/iteration-0017/m07-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 3,
      "weighted_score": 6.800000000000001,
      "reason": "Strong 'soft boy' aesthetic with clear, warm eyes and a delicate but defined jawline. Mouth is firmly closed, failing lipsync requirements.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m08",
      "persona_name": "Renan",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Brazilian man, late 20s, in a fight gym in S\u00e3o Paulo. Eyes looking at camera, his mouth slightly parted. Narrow oval face with a strong square jawline and high cheekbones. Deep-set almond eyes, warm dark brown with subtle amber flecks in direct light. Straight bridge nose with a slightly wide tip and flared nostrils. Full lips with a pronounced cupid's bow, the bottom lip noticeably fuller than the top. Thick straight eyebrows, natural and barely groomed, with a small scar cutting through the left brow. Short black hair, buzzed close on the sides with slightly more length on top, damp with sweat and pushed back. Light golden-tan skin with warm olive undertone. Distinctive cauliflower ear on his right side, thickened cartilage folded from years of grappling. A gentle, almost shy smile that softens his entire face despite the hard angles of his jaw.\n\nRipped lean fighter's build\u2014broad shoulders tapering to a narrow waist, defined sternocleidomastoid visible along his thick neck, pronounced collarbones and visible upper chest definition through the fabric of his black ribbed tank top. Shoulders show clear deltoid separation, arms hanging naturally at his sides reveal full forearms with visible veins and the defined peak of his biceps where the tank's armhole cuts. V-taper from lats to waist is evident even at rest. Black tank top slightly damp with sweat, clinging to his torso. Mid-shot framing from mid-thigh up, standing in a relaxed fighting stance with weight slightly on his back foot.\n\nBehind him, the blurred backdrop of a Brazilian jiu-jitsu gym\u2014worn blue mats visible on the floor, a heavy bag hanging in soft focus, faded fight promotion posters on the cinder block wall. Overhead fluorescent lights cast even illumination with no harsh shadows. The photo has the candid iPhone quality of a quick shot between rounds, natural gym lighting, slight grain, authentic and unpolished.",
      "image_path": "images/iteration-0017/m08-seed1.png",
      "attractiveness": 4,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 6.2,
      "reason": "Visible skin texture issues (acne/scarring) and slightly asymmetric eyes. Frame is solid but face lacks standout features.",
      "failure_tags": [
        "bad_skin",
        "asymmetric_eyes"
      ]
    },
    {
      "persona_id": "m08",
      "persona_name": "Renan",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Brazilian man in his late twenties standing in a fight gym in S\u00e3o Paulo, eyes looking at camera, his mouth slightly parted. He has a long oval face with a strong square jawline and high cheekbones, deep-set almond-shaped eyes in dark coffee brown with a slight downward tilt at the outer corners, a straight nose with a slightly wide bridge and rounded tip, full lips with a defined cupid's bow and a wider lower lip, thick straight eyebrows with a natural arch, and short black hair buzzed close on the sides with slightly more length on top, styled with a bit of natural oil. His left ear shows pronounced cauliflower deformity from years of grappling. A small diagonal scar cuts through his right eyebrow. His skin is warm golden-tan with neutral undertones.\n\nHe wears a black tank top that reveals his ripped lean fighter's build \u2014 broad shoulders tapering sharply to a narrow waist, defined trapezius muscles visible at the neck, thick sternocleidomastoid lines, cut deltoids and upper chest visible through the wide arm openings, and sinewy forearms with prominent veins. His frame reads as a welterweight fighter's physique: functional muscle without bulk, low body fat emphasizing separation between muscle groups.\n\nHis expression carries a surprisingly gentle smile, soft around the eyes despite the hard setting, creating a striking contrast with his fighter's body and the gym environment. Behind him, slightly out of focus, a heavy bag hangs from chains and foam mats cover portions of the concrete floor. Fluorescent gym lighting casts even illumination across the scene with a faint yellow-green institutional tint. The photo has the casual framing and soft natural sensor noise of an iPhone shot taken between training rounds, capturing him in a moment of rest rather than mid-action.",
      "image_path": "images/iteration-0017/m08-seed2.png",
      "attractiveness": 4,
      "prompt_adherence": 8,
      "lipsync_adherence": 10,
      "weighted_score": 6.0,
      "reason": "Awkward, stiff posture and a blank, slightly uncanny expression. Skin texture is a bit rough and the overall vibe is more 'deer in headlights' than 'gentle smile'.",
      "failure_tags": [
        "awkward_expression",
        "bad_skin",
        "uncanny"
      ]
    },
    {
      "persona_id": "m09",
      "persona_name": "Wyatt",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome white man, early 30s, deeply sun-tanned skin with golden undertone from years of outdoor work, rugged square face with a strong angular jawline and high cheekbones, deep-set pale blue-gray eyes with slight crow's feet at the corners, eyes looking at camera, his mouth slightly parted, straight thick nose with a subtle bump on the bridge, full lips with a defined cupid's bow partly hidden under several days of dark brown stubble, straight dark brown eyebrows with a natural thickness, short dark brown hair mostly covered by a tan wide-brimmed cowboy hat casting a soft shadow across his forehead and bridge of his nose, small scar cutting through his right eyebrow. Broad muscular shoulders and thick trapezius visible under a faded rust-orange flannel shirt with pearl snap buttons and rolled sleeves exposing powerful forearms with visible veins and sun-bleached arm hair, V-tapered torso with defined chest mass pressing against the fabric, narrow waist, thick neck with pronounced sternocleidomastoid. He's leaning against a weathered wooden fence post in golden hour light, endless Montana grassland and distant mountain range blurred in the background, warm amber sunlight hitting the left side of his face, soft natural shadows, dust particles visible in the air, casual stop-and-talk pose with one arm resting on the fence rail, medium close-up framing from mid-chest up, iPhone candid quality, slight lens flare from the low sun, photorealistic.",
      "image_path": "images/iteration-0017/m09-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking light eyes contrasting with sun-tanned skin, strong square jawline with rugged stubble, and broad shoulders filling out the frame. Undeniable rugged appeal.",
      "failure_tags": []
    },
    {
      "persona_id": "m09",
      "persona_name": "Wyatt",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome white American man, early 30s, Montana ranch hand with a weathered sun-tanned face and several days of dark stubble, eyes looking at camera, his mouth slightly parted. Narrow oval face with a strong squared jawline and high cheekbones, deep-set hooded eyes in a cool slate-gray with darker outer rings, straight nose with a slightly crooked bridge (old break), medium-full lips with a defined cupid's bow, thick straight eyebrows naturally groomed, short dark brown hair with 1A pin-straight texture mostly hidden under a tan felt cowboy hat, small diagonal scar cutting through his left eyebrow. Broad muscular shoulders and defined upper chest visible through a faded burgundy flannel shirt unbuttoned at the collar, thick neck with visible sternocleidomastoid line, narrow waist relative to shoulders creating a strong V-taper, forearms showing corded muscle and sun-darkened skin below rolled sleeves. Cowboy hat brim casting a natural shadow across his upper face, soft golden hour light from the side illuminating dust motes in the air, wooden fence post and open Montana rangeland blurred in the background, late afternoon warm amber tones. Medium close-up framing from mid-chest up, slight low angle emphasizing his frame, candid iPhone snapshot feel with natural outdoor lighting and shallow depth of field. Facial structure reminiscent of Cole Hauser but with a narrower face and lighter eyes, Yellowstone ranch aesthetic, Rip Wheeler coded intensity and quiet presence.",
      "image_path": "images/iteration-0017/m09-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, intense blue eyes, and broad shoulders. Nails the rugged cowboy aesthetic perfectly.",
      "failure_tags": []
    },
    {
      "persona_id": "m10",
      "persona_name": "Aarav",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Indian man, late 20s, eyes looking at camera, his mouth slightly parted. Narrow oval face with a sharp jawline and high cheekbones. Deep-set almond eyes, warm amber-brown with gold flecks, framed by thin wire-rimmed glasses pushed slightly up the bridge of his nose. Straight narrow nose with a high bridge and defined tip. Medium-full lips with a pronounced cupid's bow. Straight thick eyebrows, natural and well-defined. Black hair, 2A texture with a slight wave, side part, slightly tousled as if he's been running his hands through it. Small beauty mark above his left eyebrow. Lean swimmer's build with defined collarbones visible at the open henley neckline, sloping athletic shoulders, and wiry forearms. Warm medium-brown skin with golden undertone. Wearing a fitted charcoal gray henley, top two buttons undone, sleeves pushed to mid-forearm. Sitting at a wooden library table, late afternoon golden hour light streaming through tall windows behind him, open books and a laptop visible in soft focus foreground. Soft natural window light catches one side of his face. Medium close-up shot, slight low angle. Candid amateur iPhone photo aesthetic, warm color grade, shallow depth of field on the background bookshelves.",
      "image_path": "images/iteration-0017/m10-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking combination of thick tousled hair, strong jawline with subtle stubble, and intense warm brown eyes behind the glasses. Broad shoulders fill out the henley well.",
      "failure_tags": []
    },
    {
      "persona_id": "m10",
      "persona_name": "Aarav",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Indian man, late 20s, eyes looking at camera, his mouth slightly parted. Narrow oval face with a strong angular jawline and high cheekbones. Deep-set almond eyes, warm mahogany-brown with amber flecks near the pupils. Straight narrow nose with a high bridge and a slightly rounded tip. Medium-full lips with a defined cupid's bow, upper lip slightly thinner than the lower. Thick straight eyebrows, well-groomed with a natural arch. Small beauty mark just below his left cheekbone. Black hair, 2A texture with a slight wave, cut short on the sides with more length on top, casually tousled as if he's run his fingers through it. Warm brown skin with golden undertone, smooth and even. Wearing thin black wire-rimmed glasses that sit slightly low on his nose bridge.\n\nLean swimmer's build visible through clothing \u2014 defined collarbones, sloping shoulders with present deltoid definition, athletic upper body mass without bulk. Wearing a fitted charcoal gray henley with two buttons undone at the collar, fabric draping over a flat torso and hinting at lean muscle underneath. Long forearms with visible definition.\n\nSeated at a wooden library table in a university reading room, late afternoon. Golden hour sunlight streams through tall arched windows behind him, casting warm amber light across one side of his face and creating a soft glow on the bookshelves lining the background. A stack of academic textbooks sits at the edge of the table beside an open laptop. Natural casual pose, elbows resting on the table, one hand near a pen on an open notebook. Soft focus on the background library interior, sharp focus on his face and upper body. Shot from a slightly elevated angle, medium close-up framing from mid-chest up. Candid iPhone photo aesthetic, warm natural lighting, slight lens flare from the window light, intimate documentary feel.",
      "image_path": "images/iteration-0017/m10-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Strong jawline and intense, warm dark eyes. Good athletic frame under the henley. Above average but slightly generic AI face structure keeps it from an 8.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "persona_id": "m11",
      "persona_name": "Yanis",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome French-Algerian man, early 30s, eyes looking at camera, his mouth slightly parted. Sharp square jawline with day-old stubble forming a shadow along the bone line, intense deep-set dark brown eyes with heavy brows, straight nose with a slightly wide bridge, full lips with a defined cupid's bow, thick eyebrows with a natural arch, short dark hair with a slight wave pushed back from his forehead, warm olive skin with golden undertone. Athletic build with broad shoulders visible through his chef whites, defined collarbones and muscular forearms. A small scar cutting through his left eyebrow. Rolling sleeves of his white chef coat reveal forearm tattoos \u2014 dark geometric line work visible on his right arm, intricate Mediterranean-inspired patterns on his left. Shot in the warm amber glow of a tasting-menu kitchen, soft pendant lights overhead casting dramatic shadows across his face, stainless steel counter edge visible in the lower frame. He's leaning slightly forward with one hand braced on the counter, body angled toward the camera, the intensity in his gaze suggesting he's paused mid-work to lock eyes with someone across the pass. Natural iPhone shot capturing the heat and focus of a working kitchen, slight motion blur on his far shoulder, golden hour quality light mixing with the kitchen's task lighting.",
      "image_path": "images/iteration-0017/m11-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, intense deep-set eyes, and broad shoulders leaning forward create undeniable presence. Hits the smoldering chef persona perfectly.",
      "failure_tags": []
    },
    {
      "persona_id": "m11",
      "persona_name": "Yanis",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome French-Algerian man, early 30s, in the intimate glow of a tasting-menu kitchen. His eyes looking at camera, his mouth slightly parted. Deep amber-brown eyes, narrow and intense under straight thick brows with a small natural gap on the left. Narrow oval face with a sharp angular jawline, high cheekbones, and a straight nose with a defined bridge and narrow tip. Full lips with a pronounced cupid's bow, the lower lip slightly fuller. Day-old stubble across his jaw and upper lip, dark and even. Short dark hair, 1B texture with a slight wave, pushed back and slightly damp at the temples from kitchen heat. Warm olive skin with golden undertone. A small beauty mark just below his right cheekbone. Broad shoulders and defined upper chest visible through rolled white chef jacket sleeves, thick forearms with black ink tattoos\u2014geometric patterns and script\u2014exposed to mid-forearm. Lean athletic build, runner's frame with defined collarbones and a narrow waist. Medium close-up framing from mid-chest up, soft warm ambient light from overhead kitchen pendants catching one side of his face, the other in subtle shadow. Standing at a stainless prep counter, a small tasting spoon held loosely in his right hand near his collarbone. The background softly blurred\u2014hanging copper pots, a brick accent wall, diffuse kitchen activity. Natural iPhone shot, slight grain, candid moment frozen mid-thought. Photorealistic, amateur lighting, not studio.",
      "image_path": "images/iteration-0017/m11-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 7.3999999999999995,
      "reason": "Strong dark features and good stubble, but the expression is slightly awkward and the skin texture looks a bit sweaty/greasy rather than smoldering.",
      "failure_tags": [
        "awkward_expression"
      ]
    },
    {
      "persona_id": "m12",
      "persona_name": "Seojun",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, early 30s, sharp angular face with a defined square jawline and high cheekbones, narrow monolid eyes with deep-set dark brown irises nearly black, straight narrow nose with a high bridge and refined tip, thin lips with a subtle asymmetric curve when neutral, straight thick eyebrows naturally groomed, short black hair styled in a neat side part with slight volume at the crown, clean-shaven with smooth skin, warm beige skin tone with neutral undertone, a small beauty mark below his left eye near the outer corner. Eyes looking at camera, his mouth slightly parted. Lean athletic build with broad shoulders visible through the suit jacket, defined collarbone line, narrow waist creating a subtle V-taper, long proportions. Wearing a perfectly tailored navy suit with a crisp white dress shirt unbuttoned at the collar, no tie, jacket fitted close at the shoulders and torso. Standing in a modern corner office with floor-to-ceiling windows showing the Seoul skyline in soft afternoon light, glass and steel visible in the background, natural light from the windows casting clean shadows across his face. Expression neutral and reserved, slight tilt of the head, magnetic presence, candid moment captured mid-pause. Photorealistic, natural lighting, slight grain, iPhone portrait mode aesthetic, shallow depth of field with the cityscape softly blurred behind him. Medium close-up framing from mid-torso up, shot at eye level.",
      "image_path": "images/iteration-0017/m12-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Strong K-drama CEO vibe. Standouts: sharp jawline, intense direct eye contact. Good frame, but slightly generic handsome face keeps it from an 8.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "persona_id": "m12",
      "persona_name": "Seojun",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, early 30s, sharp angular face with a strong defined jawline and high cheekbones, narrow monolid eyes in deep charcoal-brown with a piercing direct gaze, straight narrow nose with a high bridge and refined tip, thin precisely shaped lips with a subtle asymmetric curve when neutral, straight thick black eyebrows naturally groomed, short black hair in a precise side part with slight texture on top, fair cool-toned porcelain skin with a smooth matte finish, lean defined build with broad shoulders tapering to a narrow waist visible through the suit cut, a small beauty mark just below the outer corner of his left eye. Eyes looking at camera, his mouth slightly parted. He stands in a perfectly tailored navy suit with a crisp white dress shirt open at the collar, no tie, the jacket fitting close at the shoulders and chest to show his athletic frame, hands casually in his pockets, posture upright and composed. The shot is medium-close framing from mid-torso up, positioned in a modern minimalist office with floor-to-ceiling glass windows behind him showing the blurred Seoul skyline at dusk, soft natural light filtering in from the side casting a clean shadow along his jaw, the overall mood reserved and magnetic with a cold elegance, captured in a candid iPhone-shot style with sharp focus on his face and a shallow depth of field blurring the cityscape behind him.",
      "image_path": "images/iteration-0017/m12-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 3,
      "weighted_score": 6.0,
      "reason": "Solid frame and clean styling, but the face feels a bit generic and lacks the 'magnetic' sharpness requested. Mouth is completely closed.",
      "failure_tags": [
        "mouth_closed",
        "generic_face"
      ]
    },
    {
      "persona_id": "m13",
      "persona_name": "Finn",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Australian man, late 20s, lean swimmer's build with sloping defined shoulders, visible collarbones, athletic torso tapering to a narrow waist. Eyes looking at camera, his mouth slightly parted. Narrow oval face with a square jawline and high cheekbones, deep-set almond eyes in pale gray-green with a darker outer ring, straight nose with a slightly rounded tip, full lips with a defined cupid's bow and a small scar cutting through the right corner of his mouth, thick straight eyebrows bleached lighter than his roots, sun-bleached blonde hair in 1B loose waves grown out to collar length and pushed back damp with saltwater and finger-combed texture, warm golden-tan skin with sun damage freckling across his nose bridge and cheekbones. Warm crinkled smile showing laugh lines at his outer eyes. Shirtless, wearing faded navy board shorts with a frayed drawstring, a single woven bracelet on his left wrist. Standing on wet sand at the tideline, surfboard planted upright beside him half in frame, the ocean blurred soft behind him in the golden hour light of sunrise, low-angle shot that catches the horizon glow and his silhouette against the pastel sky, natural morning light warm on his face and chest, candid iPhone photo with slight lens flare from the rising sun.",
      "image_path": "images/iteration-0017/m13-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, striking blue eyes, and a very defined, lean swimmer's physique. Hits the surfer aesthetic perfectly.",
      "failure_tags": []
    },
    {
      "persona_id": "m13",
      "persona_name": "Finn",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Australian man, late twenties, lean swimmer's build with sloping shoulders, defined collarbones, and athletic but not bulky upper body. Eyes looking at camera, his mouth slightly parted. Sun-bleached blonde hair with natural streaks, tousled and damp from saltwater, medium length falling just past his ears with a slight wave. Warm golden tan skin with neutral undertone from constant sun exposure. Oval face with a strong jawline and high cheekbones, deep-set almond eyes in a warm hazel color with gold flecks, straight nose with a slightly rounded tip, full lips with a well-defined cupid's bow, straight medium-thickness eyebrows with a natural arch, small cluster of freckles across the bridge of his nose and upper cheeks. Warm crinkled smile showing slight crow's feet at the corners of his eyes. Shirtless, wearing faded navy board shorts with a drawstring waist, small silver pendant on a leather cord around his neck. Standing on wet sand at the water's edge, gentle dawn waves washing around his bare feet, soft pink and orange sunrise light hitting his face from the left, golden hour glow on his skin, slight ocean mist in the background, casual relaxed posture with weight shifted to one leg, one hand holding a surfboard tucked under his arm just visible at the frame edge. Medium close-up framing from mid-chest up, slight low angle, natural amateur iPhone photography, soft morning light, candid beach moment, photorealistic.",
      "image_path": "images/iteration-0017/m13-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, defined lean swimmer's build, and striking sun-bleached hair with freckles. Nails the surfer aesthetic perfectly.",
      "failure_tags": []
    },
    {
      "persona_id": "m14",
      "persona_name": "Cyrus",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Iranian man, late twenties, narrow oval face with a sharp jawline and high cheekbones, deep-set almond eyes in dark amber-brown with a slight golden ring around the pupils, eyes looking at camera, his mouth slightly parted. Straight nose with a high bridge and a subtle hook at the tip, full lips with a slightly fuller bottom lip and an asymmetric upward pull on the right side when he smirks, thick eyebrows with a natural arch and a small scar cutting through the left brow. Slicked-back dark brown hair with a glossy pomade finish, a few shorter strands fallen loose at the temple. Warm olive skin with golden undertones. Lean but defined build with sloping shoulders visible under his jacket, defined collarbones and a long neck. Small beauty mark just below his right cheekbone.\n\nWearing a black designer leather jacket\u2014soft buttery leather with asymmetric zippers\u2014over a charcoal silk crewneck tee, the jacket hanging open and slightly off one shoulder in a careless drape. Leaning against a black iron railing on a Mayfair street at night, blurred golden streetlights and the soft glow of a boutique window behind him. Cool night air, ambient city hum. Mid-close-up shot from chest up, soft natural light from a streetlamp catching the left side of his face and the glossy texture of his hair, slight lens flare from the background lights. His expression is a bratty, entitled half-smirk, chin tilted slightly up, a look that reads both arrogant and magnetic. Photorealistic iPhone candid, casual framing, slight grain from low light.",
      "image_path": "images/iteration-0017/m14-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 8,
      "weighted_score": 8.4,
      "reason": "Striking features: sharp jawline, intense amber eyes, and thick dark brows. Nails the entitled rich-kid persona perfectly. Mouth is slightly parted.",
      "failure_tags": []
    },
    {
      "persona_id": "m14",
      "persona_name": "Cyrus",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Iranian man, late twenties, warm olive skin with golden undertone, standing on a cobblestone Mayfair street at night under soft amber streetlight glow. His face is a long oval with a sharp jawline and high cheekbones, deep-set almond eyes in dark chocolate brown with a slight downward tilt at the outer corners, straight nose with a high narrow bridge and defined tip, full lips with a pronounced cupid's bow and the bottom lip slightly fuller, thick straight eyebrows with a natural arch, and a small beauty mark just below his left cheekbone. Eyes looking at camera, his mouth slightly parted in a bratty half-smirk that reads both arrogant and magnetic. His hair is 1A pin-straight, jet black with a blue-black sheen under the light, slicked back tight from a side part with pomade, a few strands loosening near his temple. Broad shoulders and a defined upper chest visible through the open collar of his jacket, lean athletic build with a narrow waist, thickened neck showing sternocleidomastoid definition. He's wearing a black designer leather jacket\u2014soft lambskin with quilted shoulder panels and gunmetal zippers\u2014left unzipped over a charcoal silk T-shirt that drapes against his torso, the fabric catching light at his collarbone and pecs. The jacket is worn carelessly, one sleeve pushed up slightly to his forearm, exposing a thin gold bracelet on his left wrist. Medium close-up framing from mid-chest up, shot at a slight low angle that captures the swagger in his posture, shoulders back, chin tilted just enough to look down at the lens. Behind him, the blurred glow of a Mayfair storefront window and the edge of a black luxury car parked at the curb. Soft natural streetlight from above, slight lens flare from a distant headlight, iPhone candid shot with shallow depth of field, the night air cool enough to see the faintest hint of his breath, the whole frame radiating careless wealth and unearned confidence.",
      "image_path": "images/iteration-0017/m14-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 5,
      "weighted_score": 7.8,
      "reason": "Striking features: sharp jawline, intense dark eyes with thick brows, and a strong neck/chest frame. Nails the arrogant rich-kid vibe perfectly. Mouth is closed, failing lipsync.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m15",
      "persona_name": "Devon",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Black man, early 30s, inside a Chicago fire station garage with natural daylight streaming through the large open bay doors. Eyes looking at camera, his mouth slightly parted. Strong square jaw with a slight cleft, soft warm brown eyes with subtle crow's feet at the outer corners, thick well-groomed eyebrows with a natural arch, broad nose with a rounded tip, full lips with a defined cupid's bow, close-cropped fade haircut. A small diagonal scar cutting through his left eyebrow. Deep rich brown skin with warm undertones and a natural sheen. Broad shoulders that stretch the fabric of his navy Chicago Fire Department station tee, defined upper chest visible through the shirt, thick neck with prominent sternocleidomastoid line, muscular forearms crossed loosely over his torso, narrow waist creating a clear V-taper from shoulders down. Relaxed approachable posture leaning against a red fire engine in the background, one foot propped up behind him. The concrete floor and chrome truck details catch soft diffused daylight. Medium close-up framing from mid-torso up. Casual iPhone snapshot aesthetic, unposed hero-at-rest moment, slight lens flare from the garage opening, authentic firehouse atmosphere.",
      "image_path": "images/iteration-0017/m15-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, broad shoulders tapering well, and warm, expressive eyes. Very solid frame and natural presence.",
      "failure_tags": []
    },
    {
      "persona_id": "m15",
      "persona_name": "Devon",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Black man, early 30s, firefighter in a Chicago fire station garage. Broad shoulders, defined V-tapered chest visible through a navy CFD station tee, thick neck with visible sternocleidomastoid line, full muscular forearms. Square face with a strong jawline, deep-set soft brown eyes with a warm directness, straight nose with a wide bridge and rounded tip, full lips with a natural asymmetric smile that lifts slightly higher on the left, thick eyebrows with a small natural gap on the right brow, short fade haircut with a clean lineup. Rich dark brown skin with cool undertones. A small diagonal scar through his left eyebrow from a childhood fall. Eyes looking at camera, his mouth slightly parted. Standing in the apparatus bay of the firehouse, red engine visible but out of focus behind him, afternoon daylight streaming through the open bay doors casting soft natural light across his face and torso. Casual iPhone photo, candid stop-and-talk moment, medium close-up framing from mid-chest up. Photorealistic, natural lighting, approachable hero energy.",
      "image_path": "images/iteration-0017/m15-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.199999999999999,
      "reason": "Solid frame and warm eyes, but the smile feels slightly forced/awkward and the skin texture is a bit rough, keeping him out of the top tiers.",
      "failure_tags": [
        "awkward_expression",
        "bad_skin"
      ]
    },
    {
      "persona_id": "m16",
      "persona_name": "Theo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome German man, late twenties, Berlin poet with an intentionally angular delicate frame \u2014 narrow shoulders, long lean limbs, wiry runner's build with no bulk, defined collarbones and elegant negative space at the shoulder line, slim elongated torso. Eyes looking at camera, his mouth slightly parted. Narrow oval face with sharp high cheekbones, deep-set almond eyes in dark gray-green with a thin darker outer ring, straight narrow nose with a high bridge and refined tip, thin asymmetric lips with the left corner slightly higher when resting, straight thick dark brows with natural arch, pale cool-toned porcelain skin. Shoulder-length dark chestnut hair with slight natural wave, center-parted and slightly tousled with a few strands falling forward across his forehead. Long dark lashes. Small beauty mark just below his right cheekbone. Ink stains visible on his right index and middle fingers. Wearing a worn oversized cream wool cardigan open over a loose off-white linen shirt that drapes on his slim build, fabric hanging loose at the shoulders emphasizing the narrow frame. Seated at a small wooden table in a quiet Berlin cafe, late afternoon golden light streaming through a tall window behind him casting soft shadows across his face and the table, warm honey tones in the light contrasting with the cool interior. A closed leather journal and a chipped ceramic espresso cup on the table in front of him. Medium close-up framing from mid-chest up, slight downward camera angle. Soft natural window light, candid iPhone aesthetic, shallow depth of field with the cafe background gently blurred.",
      "image_path": "images/iteration-0017/m16-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Striking 'delicate intellectual' look. Sharp cheekbones, intense deep-set eyes, and a strong angular jawline. Nails the lean, wiry frame requested. Mouth is slightly parted.",
      "failure_tags": []
    },
    {
      "persona_id": "m16",
      "persona_name": "Theo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome German man, late twenties, narrow oval face with sharp angular cheekbones and a defined jawline, deep-set pale gray-green eyes with long dark lashes, straight narrow nose with a high bridge, thin lips with a subtle asymmetric curve, straight dark eyebrows with a natural arch, shoulder-length dark brown hair with slight wave and tousled texture falling past his collarbone, small beauty mark below his left eye. Eyes looking at camera, his mouth slightly parted. Intentionally slim wiry build with long limbs, narrow sloping shoulders, defined collarbones visible above his shirt neckline, elegant negative space at the shoulders, lean forearms with visible tendons, dancer's posture with elongated line. Warm ivory skin with cool undertone. Wearing a worn cream wool cardigan over a loose cream linen shirt that drapes loosely on his slim frame, fabric pooling slightly at the shoulders. Ink stains visible on his right index and middle fingers. Seated at a small wooden table in a Berlin cafe with tall windows, late afternoon golden light streaming across his face from the left, soft shadows under his cheekbones, warm natural light catching the texture of his cardigan, blurred cafe interior behind him with dark wood paneling and vintage chairs, shallow depth of field, candid iPhone shot, photorealistic, amateur photography aesthetic with slight grain.",
      "image_path": "images/iteration-0017/m16-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 3,
      "weighted_score": 7.2,
      "reason": "Striking 'delicate intellectual' look. Sharp cheekbones, intense light eyes, and a strong angular jawline stand out. Mouth is firmly closed, failing lipsync.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m17",
      "persona_name": "Sangwoo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, mid-20s, eyes looking at camera, his mouth slightly parted. Slim elongated build with intentionally narrow shoulders, long limbs, elegant negative space at the collarbone, lean non-muscular frame that reads cerebral and refined. Pale cool-toned skin with a slight translucent quality. Narrow oval face with a delicate jawline and high cheekbones. Soft monolid eyes, deep amber-brown with a reflective quality, slightly downturned outer corners giving a gentle pensive look. Small straight nose with a low bridge and rounded tip. Thin lips with a subtle asymmetric curve, fuller on the right side. Straight medium-thickness eyebrows, carefully groomed. Perfectly styled middle-part black hair, 2A pin-straight texture, falls just past his ears, freshly washed with a slight sheen. Small beauty mark below his left eye. Wire-rim round gold-tone glasses. Fitted off-white linen shirt buttoned all the way to the collar, sleeves rolled to mid-forearm showing slender wrists. Seated at a wooden reading table in a quiet university library or independent bookshop, tall windows behind him casting soft natural afternoon light across his face and the open book in front of him. Upper body and table surface visible in frame, medium close-up from the waist up. Gentle careful expression, head tilted slightly forward, posture upright but relaxed. Ambient golden-hour glow, dust motes visible in the window light. Amateur iPhone candid photo, soft focus on the background shelves, natural lighting, photorealistic.",
      "image_path": "images/iteration-0017/m17-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.199999999999999,
      "reason": "Clean, symmetrical features and good hair, but the intentionally narrow shoulders and very soft jawline make him look a bit too boyish for my taste. Nails the cerebral aesthetic perfectly, though.",
      "failure_tags": [
        "narrow_shoulders",
        "soft_jawline",
        "boyish_when_mature_intended"
      ]
    },
    {
      "persona_id": "m17",
      "persona_name": "Sangwoo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man in his mid-20s, eyes looking at camera, his mouth slightly parted. Lean elongated frame with intentionally narrow shoulders, long limbs, defined collarbones, slim elegant negative space at the shoulder line \u2014 dancer's posture, no bulk. Very pale skin with cool neutral undertone. Long narrow oval face with a delicate jawline and high cheekbones. Soft monolid eyes with a subtle inner-corner crease, deep warm brown irises with amber flecks near the pupil. Straight narrow nose with a high bridge and gently rounded tip. Thin symmetrical lips with a well-defined cupid's bow. Straight fine eyebrows, naturally groomed, medium thickness. Middle-parted black hair, pin-straight 1A texture, freshly styled with light product giving a soft matte finish, falls just past the ears. Small beauty mark below his right eye. Wire-rim round glasses in brushed silver. Gentle careful expression, slight contemplative micro-expression at the brow. Fitted off-white linen shirt buttoned to the collar, sleeves rolled once at the forearm, soft drape over his slim torso. Medium close-up framing from mid-chest up, slight angle from his left side. Sitting at a wooden reading table in a quiet university library reading room, warm afternoon window light from the left casting soft shadows across his face and the open book in front of him, blurred rows of leather-bound spines visible in the background. Soft natural lighting, candid iPhone photo aesthetic, shallow depth of field, gentle film grain.",
      "image_path": "images/iteration-0017/m17-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 7.3999999999999995,
      "reason": "Clean, symmetrical features and nice hair, but the intentionally narrow shoulders and very soft jawline make the frame feel a bit too delicate for my taste. Good execution of the specific persona, though.",
      "failure_tags": [
        "narrow_shoulders",
        "soft_jawline"
      ]
    },
    {
      "persona_id": "m18",
      "persona_name": "Cassian",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome mixed-race man, late twenties, lean dancer's build with long limbs and elegant negative space at the shoulders, defined-but-not-bulky musculature, narrow waist, dancer's posture. Eyes looking at camera, his mouth slightly parted. Sharp angular face with high prominent cheekbones, deep-set almond-shaped dark brown eyes with subtle hooded lids, straight narrow nose with a refined bridge, soft full lips with a pronounced cupid's bow, strong defined jawline, straight dark eyebrows groomed but natural. Dark brown hair pulled back in a neat low ponytail with a few loose strands framing his face. Light olive skin with cool undertone, small beauty mark below his left eye. Mid-stretch position with one arm extended gracefully overhead, torso slightly twisted, captured in a sunlit dance studio with marley flooring and a ballet barre visible softly blurred in the background. Wearing a fitted black tank top and gray dance joggers. Warm natural afternoon light streaming through tall windows creates soft shadows across his collarbone and defined shoulders. The shot frames him from mid-thigh up at a slight side angle, amateur iPhone snapshot aesthetic, soft focus on the background, candid moment of practice.",
      "image_path": "images/iteration-0017/m18-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Striking dancer aesthetic. Sharp cheekbones and intense dark eyes stand out. Lean, elongated frame matches the persona perfectly.",
      "failure_tags": []
    },
    {
      "persona_id": "m18",
      "persona_name": "Cassian",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome mixed-race man, late 20s, lean dancer's build with long limbs and defined-but-not-bulky musculature, narrow waist, elegant negative space at the shoulders, slim collarbones, precise elongated posture. Oval face with sharp high cheekbones and a slightly pointed chin, deep-set almond eyes in deep brown with warm amber undertones, soft full lips with a pronounced cupid's bow and slightly fuller bottom lip, straight narrow nose with a defined bridge and small rounded tip. Dark espresso-brown hair pulled back in a neat low ponytail with a few escaped wisps at the temples, straight thick eyebrows with a natural shape, warm medium-tan skin with golden olive undertone, small beauty mark above his left eyebrow. Eyes looking at camera, his mouth slightly parted. Mid-stretch pose at a sunlit dance studio, one arm extended overhead and the other across his torso, wearing a fitted black tank top and gray dance joggers, marley flooring beneath him and a wooden barre visible in soft focus in the background, golden afternoon light streaming through tall windows casting long shadows across the floor, dust motes visible in the sunbeams, natural soft lighting, candid iPhone shot, photorealistic, contemporary dancer aesthetic of precision and grace.",
      "image_path": "images/iteration-0017/m18-seed2.png",
      "attractiveness": 4,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 5.6,
      "reason": "Features lean heavily feminine (soft jaw, delicate brow, overall facial structure) despite the male prompt. The extra hand on the waist is also a glaring AI artifact.",
      "failure_tags": [
        "feminine_features_male",
        "uncanny"
      ]
    },
    {
      "persona_id": "f01",
      "persona_name": "Hannah",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful white American woman, mid-20s, eyes looking at camera, her mouth slightly parted. Narrow oval face with a soft jawline and high cheekbones. Deep-set almond eyes, warm hazel with gold flecks. Straight nose with a slightly rounded tip. Full cupid's bow lips, the bottom lip slightly fuller than the top. Straight thick eyebrows, mostly natural with a gentle arch. Soft auburn hair with natural copper highlights, 2A texture with a slight bend, pulled into a loose half-up style with flyaways framing her face, the rest falling just past her shoulders. Light freckles scattered across the bridge of her nose and cheeks, with a small beauty mark above her right lip. Fair skin with neutral-cool undertone and a hint of natural rosiness. Lean athletic build with defined collarbones and sloping shoulders visible through her clothing.\n\nShe's wearing an oversized cream knit cardigan draped open over a simple white cami, sitting at a small wooden table near a large coffee shop window. Soft warm afternoon light streams through the glass, creating a gentle glow on one side of her face and catching the auburn tones in her hair. A ceramic coffee mug and an open book rest on the table in front of her. The background shows blurred bokeh of other caf\u00e9 patrons and warm Edison bulbs. Medium close-up shot, chest-up framing, shot on iPhone in natural light with a shallow depth of field. Candid graduate-student-taking-a-study-break energy, warm and approachable.",
      "image_path": "images/iteration-0017/f01-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: full symmetric lips, strong defined jawline, and striking hazel eyes with thick brows. Very attractive, top 15% easily.",
      "failure_tags": []
    },
    {
      "persona_id": "f01",
      "persona_name": "Hannah",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful white American woman, mid-20s, eyes looking at camera, her mouth slightly parted. Narrow oval face with a soft jawline and high cheekbones. Deep-set almond eyes, warm hazel with gold flecks and a darker outer ring. Straight narrow nose with a gently rounded tip and a small bump on the bridge. Full cupid's bow lips with a slightly fuller bottom lip and defined peaks. Straight medium-thick eyebrows, naturally groomed with a slight arch. Soft auburn hair with natural copper highlights, 2A texture with a slight wave, pulled into a loose half-up style with wispy face-framing pieces falling around her temples and a few flyaways catching the light. Light freckles scattered across her nose bridge and cheekbones, with a small beauty mark above her left lip. Fair skin with cool pink undertones and a hint of golden warmth where the light hits. Lean build with sloping shoulders and defined collarbones visible above her cami neckline, elegant proportions. She's wearing an oversized cream cardigan that drapes loosely over a simple heather-gray cami, the cardigan sleeves pushed up to her forearms. Sitting at a small wooden table near a coffee shop window in Austin, soft natural afternoon light streaming through the glass and creating a warm glow on one side of her face. A laptop partially visible at the edge of the frame, a ceramic mug of coffee near her hand. The background shows blurred cafe interior with exposed brick and hanging Edison bulbs. Medium close-up framing from mid-chest up, shot at a natural seated eye-level angle. Candid iPhone photo aesthetic with soft focus on the background, natural lighting with gentle shadows, approachable girl-next-door energy.",
      "image_path": "images/iteration-0017/f01-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: large amber eyes, delicate freckles, and full symmetric lips. Very attractive, definitely top 15%.",
      "failure_tags": []
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, late 20s, athletic toned build with defined shoulders and visible upper chest musculature under her tank top, narrow waist, strong forearms. Eyes looking at camera, her mouth slightly parted. Oval face with high cheekbones and a strong jawline, almond-shaped deep brown eyes with gold flecks, straight nose with a slightly rounded tip, full lips with a pronounced cupid's bow, thick naturally arched eyebrows, warm golden-tan skin with caramel undertones. Small beauty mark above her right lip. Dark brown hair pulled back in a high tight ponytail with a few loose flyaways framing her face, 3A loose curl texture visible in the tail. Single small geometric tattoo on her right forearm, black linework. Confident cocky grin showing a hint of teeth, head tilted slightly forward, shoulders relaxed but squared. Wearing a fitted black racerback tank top, thin gold chain necklace. Shot in a bright gym space with large windows, soft diffused daylight from the left, slight motion blur on equipment in the background, medium close-up framing from mid-torso up, natural iPhone portrait mode depth. Candid energetic vibe, Miami heat glow, strong athletic presence, magnetic cocky-warm expression.",
      "image_path": "images/iteration-0017/f02-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: strong jawline, thick arched eyebrows, and full lips. Athletic build matches the persona perfectly. Confident, engaging expression.",
      "failure_tags": []
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, late twenties, athletic toned build with defined shoulders and visible collarbone definition, lean muscle through her upper arms, narrow waist. Eyes looking at camera, her mouth slightly parted. Heart-shaped face with high pronounced cheekbones and a strong jawline, deep-set almond eyes in warm dark brown with gold flecks, straight nose with a slightly wide bridge and rounded tip, full lips with a pronounced cupid's bow and the bottom lip slightly fuller, thick arched eyebrows naturally groomed with a small scar cutting through the left brow, warm golden-tan skin with olive undertones. Dark chocolate brown hair pulled back in a high tight ponytail with a few shorter pieces framing her face, 3A loose curl texture visible in the flyaways. A small geometric linework tattoo on her right inner forearm. Cocky confident grin, one corner of her mouth lifted higher than the other. Wearing a cropped black athletic tank showing her midriff, leaning forward slightly with her weight on one hip, arms relaxed at her sides. Photographed in soft afternoon light coming through tall gym windows behind her, blurred equipment in the background, natural shadows defining her shoulder and arm muscle. Medium close-up framing from mid-thigh up, shot at eye level with a slight low angle emphasizing her confident posture. iPhone photo quality, candid gym energy, warm Miami golden hour glow on her skin.",
      "image_path": "images/iteration-0017/f02-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 8.6,
      "reason": "Striking features: strong jawline, full lips, and intense almond eyes. Athletic build matches prompt perfectly. Missing forearm tattoo.",
      "failure_tags": []
    },
    {
      "persona_id": "f03",
      "persona_name": "Yujin",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Korean woman, mid-20s, with a soft heart-shaped face and a small pointed chin. Her eyes are large and round with sharply defined inner corners, deep-set with a visible double lid, warm dark brown irises with a slight amber ring around the pupil. Her nose is small and delicate with a low bridge and a softly rounded tip. Her lips are full with a pronounced cupid's bow, the bottom lip slightly fuller than the top, naturally pink-toned. Her eyebrows are straight and slightly thick, softly groomed with a natural arch. She has a small beauty mark just below the outer corner of her right eye. Eyes looking at camera, her mouth slightly parted. Her skin is luminous and even-toned with a cool porcelain base and rosy undertone, visibly dewy with light reflecting off her cheekbones and the bridge of her nose. Her hair is long, straight with 1A pin-straight texture, deep black with a subtle cool-toned sheen, falling past her shoulders with a center part, freshly washed and slightly damp at the ends. She has a slender build with narrow shoulders and delicate collarbones visible above the neckline, long graceful neck, lean arms. She's wearing an oversized pastel lavender hoodie, the fabric soft and slightly worn, sleeves pushed up to mid-forearm. She's sitting cross-legged on a wooden floor in a small apartment bedroom, late afternoon light streaming through sheer white curtains behind her, casting soft diffused shadows. A white duvet is bunched behind her left shoulder, a small potted succulent sits on the windowsill in the background slightly out of focus. The framing is a medium shot from mid-torso up, shot from slightly above eye level as if the camera is resting on a dresser across from her. Natural iPhone photo quality, warm color temperature, slight grain, candid feel.",
      "image_path": "images/iteration-0017/f03-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 1,
      "weighted_score": 6.4,
      "reason": "Above average. Standouts: dewy flawless skin, full symmetric lips. However, mouth is completely closed, failing lipsync.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "f03",
      "persona_name": "Yujin",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Korean woman, mid-20s, eyes looking at camera, her mouth slightly parted. Oval face with soft jawline and rounded chin, large doe eyes with sharp inner corners and double eyelids, deep chocolate-brown irises with slight reddish undertone in direct light, straight nose bridge with a small rounded tip, full lips with pronounced cupid's bow and slightly asymmetric smile that lifts higher on the left, straight medium-thick eyebrows with natural feathering at the inner edge, small beauty mark beneath her right eye near the outer corner. Porcelain skin with cool pink undertone, dewy finish with visible natural sheen on cheekbones and forehead, light reflecting off the high points of her face. Long straight dark brown hair (1A texture) freshly washed and air-dried, center part, falls past shoulders with soft layering around the face, tucked behind her left ear. Slender build with delicate collarbones visible above neckline, lean shoulders, dancer's posture with natural grace. Wearing an oversized pastel lavender hoodie, loose around her frame, sleeves pushed up slightly to reveal slim wrists. Standing in a bright modern Seoul apartment near a large window, soft diffused morning light washing across her face, subtle city skyline visible but out of focus in the background. She stands relaxed with weight shifted to one leg, one hand resting lightly at her side, the other loosely holding the bottom hem of the hoodie. Natural iPhone photo quality, slightly soft focus, casual snapshot framing from chest up, warm intimate feel, unposed moment captured mid-conversation.",
      "image_path": "images/iteration-0017/f03-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 8,
      "weighted_score": 7.800000000000001,
      "reason": "Above average. Standouts: dewy flawless skin, large expressive doe eyes. Matches persona perfectly. Mouth gap is very subtle but present.",
      "failure_tags": []
    },
    {
      "persona_id": "f04",
      "persona_name": "Naomi",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful mixed Black-Japanese woman, late twenties, eyes looking at camera, her mouth slightly parted. Narrow oval face with high rounded cheekbones and a soft pointed chin. Deep-set almond eyes with double lids, warm dark brown irises with faint amber flecks near the pupils. Straight narrow nose bridge with a slightly rounded tip and delicate nostrils. Full lips with a pronounced cupid's bow, the lower lip slightly fuller than the upper, natural deep mauve tone. Straight medium-thick eyebrows with a subtle arch, mostly natural grooming with a few stray hairs at the tails. Small beauty mark just above the right side of her upper lip. Short textured curly hair cropped close to the scalp in a tapered fade style, tight 4A coils with rich dimensional brown-black color showing slight auburn undertones in the light, freshly shaped with clean lines at the nape and temples. Warm deep brown skin with golden undertones, even tone with a soft natural glow. Lean dancer's build with long limbs, defined collarbones visible at the neckline, sloping shoulders, elegant posture with a slight forward lean suggesting concentration. Paint-stained light wash denim button-up shirt rolled to the elbows, loose fit, small dried acrylic paint splatters in cadmium yellow and ultramarine blue across the chest and sleeves, top two buttons undone showing delicate collarbone structure. Focused calm neutral expression with a hint of quiet intensity, lips parted just enough to show the edge of her front teeth. Medium close-up framing from mid-torso up, soft diffused natural window light from the left casting gentle shadows along the right side of her face, slightly cool color temperature. Sitting at a small wooden cafe table, blurred background suggesting exposed brick and hanging plants, shallow depth of field with bokeh from Edison bulbs in the soft-focus background. Casual candid moment captured mid-thought, iPhone-shot aesthetic with slight grain and natural color grading, no studio polish, warm intimate coffee-shop atmosphere.",
      "image_path": "images/iteration-0017/f04-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Striking features with clear standouts: expressive almond eyes and full, well-defined lips. Above average but lacks the third standout needed for an 8.",
      "failure_tags": []
    },
    {
      "persona_id": "f04",
      "persona_name": "Naomi",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful mixed Black-Japanese woman, late 20s, her eyes looking at camera, her mouth slightly parted, slim dancer's build with long limbs and elegant defined collarbones, oval face with a slightly pointed chin and high cheekbones, deep-set almond eyes in warm mahogany brown with gold flecks near the pupil, straight narrow nose with a softly rounded tip, full lips with a pronounced cupid's bow and a small beauty mark just above the right corner of her mouth, naturally thick eyebrows with a gentle arch, 3C tight corkscrew curls cropped close to her head in a tapered pixie cut with slightly longer volume on top, deep brown skin with warm golden undertones and a few scattered freckles across the bridge of her nose, wearing a paint-stained light-wash denim button-up jacket over a simple black tank top, visible streaks of dried burnt sienna and cobalt blue on her right forearm and fingers, seated at a small corner table in a sunlit Brooklyn coffee shop with industrial brick walls and hanging Edison bulbs visible softly out of focus behind her, late afternoon golden hour light streaming through a nearby window casting warm natural glow across her face and left shoulder, her posture relaxed but present with her hands resting on the table edge, a sketchbook with charcoal smudges partially visible in the lower frame, her expression calm and quietly focused with a hint of introspective thought, shot at medium close-up from a slightly elevated angle as if across the table from her, shallow depth of field with soft bokeh background, iPhone candid photography style with natural skin texture and slight film grain, no studio lighting, authentic lived-in moment.",
      "image_path": "images/iteration-0017/f04-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Striking warm brown eyes and full, well-defined lips. Good bone structure, but skin texture is slightly uneven in the harsh lighting.",
      "failure_tags": []
    },
    {
      "persona_id": "f05",
      "persona_name": "Anya",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Polish woman, late twenties, with fair porcelain skin and cool pink undertone. Eyes looking at camera, her mouth slightly parted. Soft oval face with a delicate pointed chin and high cheekbones. Deep-set round eyes in pale gray-blue with darker outer rings, framed by thin feathered brows in light ash blonde. Straight narrow nose with a refined tip. Small bow-shaped lips with a pronounced cupid's bow. Soft blonde hair in loose 2B waves falling just past her shoulders, middle-parted, slightly frizzy at the crown. A small beauty mark below her right eye. Wire-rim round glasses in gold tone. Lean but defined build with sloping shoulders and elegant collarbones visible above the high neckline. Wearing a cream cable-knit cardigan over a high-neck ivory blouse, top button fastened. Sitting at a library desk with soft window light from the left, a stack of vintage hardcovers beside her, warm afternoon glow. Gentle neutral expression, slight tilt of her head. Mid close-up framing from mid-chest up, shallow depth of field blurring bookshelves behind her. Soft natural light, candid iPhone feel, cozy intimate atmosphere. Photorealistic photograph.",
      "image_path": "images/iteration-0017/f05-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: full symmetric lips, clear blue eyes framed well by glasses, and excellent bone structure with a delicate jawline. Hits the persona perfectly.",
      "failure_tags": []
    },
    {
      "persona_id": "f05",
      "persona_name": "Anya",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Polish woman, late twenties, soft platinum blonde hair with loose 2B waves falling just past her shoulders, natural middle part, slightly mussed as if she tucked a strand behind her ear moments ago. Eyes looking at camera, her mouth slightly parted. Narrow oval face with a delicate pointed chin and high cheekbones. Deep-set round eyes in pale gray-blue with a darker outer ring, giving her a perpetually gentle expression. Straight narrow nose with a small rounded tip. Medium-fullness lips with a pronounced cupid's bow, natural pale pink. Soft arched eyebrows, medium thickness, fair blonde and neatly groomed. Light porcelain skin with cool undertone, a faint scatter of freckles across the bridge of her nose and upper cheeks. Small beauty mark just below the left corner of her mouth. Wire-rimmed round glasses with thin gold frames, slightly oversized, resting halfway down her nose. \n\nLean build with slender collarbones visible above the neckline, graceful elongated proportions, dancer's posture with shoulders rolled slightly back. Wearing a cream cable-knit cardigan, three buttons fastened, over a high-neck ivory cotton blouse with delicate lace trim at the collar. Sitting at a worn wooden library desk scattered with vintage hardcover books, one open in front of her, early afternoon light streaming through a tall window behind her left shoulder casting soft golden warmth across half her face. Background softly blurred: floor-to-ceiling oak bookshelves, muted jewel-tone spines, a brass reading lamp. Medium close-up framing from mid-chest up, slight downward angle as if the camera is resting on a stack of books across the desk. Natural window light, no flash, iPhone candid quality with slight grain and warm color temperature.",
      "image_path": "images/iteration-0017/f05-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: full symmetric lips, clear blue eyes, and delicate bone structure. Nails the cottagecore librarian aesthetic perfectly. Mouth is slightly parted and eyes are locked on camera.",
      "failure_tags": []
    }
  ],
  "aggregates": {
    "male_count": 36,
    "female_count": 10,
    "male_attractiveness_mean": 7.111111111111111,
    "male_attractiveness_stdev": 1.2196943555611193,
    "female_attractiveness_mean": 7.6,
    "female_attractiveness_stdev": 0.4898979485566356,
    "male_weighted_mean": 7.883333333333334,
    "female_weighted_mean": 8.32,
    "lipsync_adherence_mean": 8.608695652173912,
    "prompt_adherence_mean": 9.630434782608695,
    "failure_tag_histogram": {
      "bad_skin": 4,
      "narrow_shoulders": 3,
      "generic_face": 5,
      "mouth_closed": 7,
      "awkward_expression": 4,
      "asymmetric_eyes": 1,
      "uncanny": 2,
      "soft_jawline": 2,
      "boyish_when_mature_intended": 1,
      "feminine_features_male": 1
    },
    "axes": [
      [
        "attractiveness",
        0.6
      ],
      [
        "prompt_adherence",
        0.2
      ],
      [
        "lipsync_adherence",
        0.2
      ]
    ]
  },
  "baseline_metrics": {
    "male_count": 36,
    "female_count": 10,
    "male_attractiveness_mean": 7.027777777777778,
    "male_attractiveness_stdev": 1.1422713997195606,
    "female_attractiveness_mean": 7.7,
    "female_attractiveness_stdev": 0.45825756949558405,
    "male_weighted_mean": 7.883333333333334,
    "female_weighted_mean": 8.440000000000001,
    "lipsync_adherence_mean": 9.130434782608695,
    "prompt_adherence_mean": 9.369565217391305,
    "failure_tag_histogram": {
      "awkward_expression": 4,
      "generic_face": 2,
      "bad_skin": 2,
      "extreme_close_up": 1,
      "mouth_closed": 5,
      "styling_dominates": 1,
      "narrow_shoulders": 2,
      "soft_jawline": 1,
      "uncanny": 5,
      "bad_grooming": 1,
      "asymmetric_eyes": 1,
      "weak_frame": 1,
      "boyish_when_mature_intended": 1
    },
    "axes": [
      [
        "attractiveness",
        0.6
      ],
      [
        "prompt_adherence",
        0.2
      ],
      [
        "lipsync_adherence",
        0.2
      ]
    ]
  },
  "eps": 0.3,
  "pass": false,
  "pass_reason": {
    "fail_reason": "lipsync adherence regressed beyond eps (-0.522 < -0.3)",
    "male_uplift": 0.08333333333333304,
    "female_drift": -0.10000000000000053,
    "lipsync_drift": -0.5217391304347831
  }
}