{
  "iteration": 20,
  "timestamp": "2026-06-03T13:51:49",
  "wall_clock_seconds": 289.6,
  "prompt_snapshot_path": "prompts/iteration-0020.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 man, late twenties, with a lean musician's build\u2014sloping shoulders, defined collarbones, wiry upper body with visible musculature but no bulk, the kind of frame that reads as someone who moves through the world with precision rather than force. Eyes looking at camera, his mouth slightly parted. Soft brown hair falling across his forehead and into his eyes, tousled like he just woke up or ran his hand through it a moment ago, with a piece tucked behind one ear. Face shape is narrow and slightly angular\u2014high cheekbones, a sharp jawline that tapers to a pointed chin. Deep-set hazel eyes with a slight downturned quality, warm brown with amber undertones, half-lidded and contemplative. Straight nose with a refined bridge, small button tip. Thin top lip over a fuller bottom, asymmetric mouth with a slight downturn at one corner\u2014the kind of mouth that looks more natural when parted than when forced into a smile. Sparse, straight eyebrows that sit high and natural. Fair warm-olive skin with golden undertones, a few barely-visible freckles across the nose bridge. One small beauty mark on his neck, just below and to the left of his jawline.\n\nHe's sitting on the edge of a worn wooden desk or windowsill in a Brooklyn loft\u2014exposed brick or large industrial windows visible behind him, blurred. Wearing a faded black or dark-gray vintage band tee, oversized in a way that hangs loose across his narrow frame, sleeves rolled or pushed up slightly. Soft blue-hour ambient light filtering through a large window frame to his left, with one warm interior practical light (maybe a desk lamp) glowing on his far side, creating a gentle rim on his shoulder and face definition without harshness. The light is cool and warm at once\u2014that Brooklyn dusk quality\u2014with his face half in shadow, half caught in the warm bounce.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m01-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, intense deep-set eyes, and perfectly tousled hair. 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 man, eyes looking at camera, his mouth slightly parted. Late twenties, lean swimmer's build with defined collarbones and wiry upper body \u2014 the frame of someone who lives on coffee and stage adrenaline, not the gym. Narrow oval face with a sharp jawline, deep-set dark brown eyes with a slightly haunted gaze, straight dark brows with a small natural gap mid-brow. Soft medium-brown hair falling across his forehead in a just-rolled-out-of-bed tumble, longish in front, texture between 2A and 2B waves. Small straight nose with a rounded tip, thin top lip over a fuller bottom, asymmetric mouth that slopes slightly downward at the corners \u2014 the kind of face that looks better sad than smiling. One small mole on his left cheekbone, sparse faint stubble shadow along his jawline. Wearing a faded black vintage band t-shirt, half-sitting on a Brooklyn loft windowsill at blue hour, warm amber table lamp visible behind him casting a soft rim light across his far shoulder while cool dusk window light from his left side defines the planes of his face \u2014 cinematic and melancholic. His posture is loose and introspective, the kind of stillness that suggests he's been staring out that window for twenty minutes. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m01-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, intense deep-set eyes, and excellent hair volume/texture. Nails the brooding indie musician vibe perfectly. Mouth is slightly parted and eyes are locked on camera.",
      "failure_tags": []
    },
    {
      "persona_id": "m02",
      "persona_name": "Mateo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Mexican-American man, mid-20s, eyes looking at camera, his mouth slightly parted. Broad V-tapered shoulders and defined upper chest visible through a fitted charcoal athletic tank, thick sternocleidomastoid line and full forearms catching the light, narrow waist creating clear taper, warm tan skin with golden undertone. Square face with a sharp jawline, deep-set dark brown eyes with a slight upturn at the outer corner and an easy, knowing glint, Roman nose with a straight bridge and defined tip, full lips with a natural asymmetric smile \u2014 right corner lifted higher, showing just a hint of confidence without arrogance. Thick straight eyebrows, dark and slightly ungroomed. Black hair, textured 2B waves, freshly tousled and slightly damp from the gym or ocean, longer on top with a textured undercut fade. One small beauty mark on his right cheekbone, barely visible. Sitting on the edge of a weathered concrete pier or beachside bench, relaxed posture with one arm resting on his thigh, the other casual at his side \u2014 the kind of stillness that reads like he's about to lean in and ask a question. Golden-hour side light raking from camera right across his shoulders and jawline, warm amber and orange tones defining muscle and bone, soft shadows under his cheekbones and along his neck. Miami beach backdrop \u2014 blurred turquoise water and pale sand, late afternoon heat shimmer. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m02-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 7.3999999999999995,
      "reason": "Solid frame and nice warm eyes, but the jawline is a bit soft and the overall look leans slightly boyish rather than the intended cocky mid-20s trainer vibe.",
      "failure_tags": [
        "soft_jawline",
        "boyish_when_mature_intended"
      ]
    },
    {
      "persona_id": "m02",
      "persona_name": "Mateo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Mexican-American man, eyes looking at camera, his mouth slightly parted. Mid-20s, athletic trainer's build with broad V-tapered shoulders, defined upper chest visible through a fitted gray tank top, thick neck with prominent sternocleidomastoid line, full forearms. Warm medium-bronze skin with golden undertone, medium-length dark hair with a slight tousle, side-parted and still damp from the gym.\n\nOval face with a sharp jawline, warm deep-brown eyes set wide and slightly upturned at the outer corner, almond-shaped with a natural confidence in the gaze. Straight nose with a rounded tip, full lips with a natural asymmetric smile\u2014one corner higher than the other, the kind that reads as knowing and playful. Small beauty mark just above his left jawline. Thick natural eyebrows, straight and slightly bushy. Faint stubble shadow across the lower face.\n\nSitting on a weathered concrete gym bench or low oceanside wall, one leg extended, casual posture that reads \"pause between sets.\" Background soft-blurred Miami morning light, warm peachy-gold hour side light raking across his face from camera right, defining the jawline and shoulder contour. Slight casual warmth in the expression\u2014not a full grin, but the beginning of one, the expression of someone about to text back with a knowing joke.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m02-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Strong athletic frame with broad shoulders and a warm, symmetrical smile. Above average, but the 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, eyes looking at camera, his mouth slightly parted. Late 20s, tall and lean with a swimmer's build\u2014sloping shoulders, defined collarbones visible beneath an open cream linen shirt layered under a charcoal cardigan, long limbs with an artist's posture. Narrow oval face with a sharp jawline, soft monolids with a subtle inner-corner crease and warm deep-brown eyes, straight bridge nose with a refined tip, small bow-shaped mouth with thin peaks, barely-there straight brows with a small natural gap mid-brow. His hair is black, textured 2B waves, slightly tousled and falling across his forehead in a just-woke-up state. Pale cool-toned skin with a slight olive undertone. Small distinctive beauty mark below his left cheekbone. His hands rest near his lap, fingers bearing faint traces of india ink stains on the knuckles and cuticles\u2014the mark of a working illustrator. Sitting cross-legged on a window seat in a sparse LA apartment, soft golden-hour side light raking across his face from camera right, warm shadows defining the planes of his cheekbones and jawline, with cool blue ambient from outside the window. The mood is contemplative, quiet, the kind of candid moment before he speaks. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m03-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 8.0,
      "reason": "Strong jawline and intense, soft monolid eyes. Fits the quiet artist boy persona perfectly, though the frame is a bit narrow.",
      "failure_tags": [
        "narrow_shoulders"
      ]
    },
    {
      "persona_id": "m03",
      "persona_name": "Jiwon",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Late 20s, tall and lean with a swimmer's build\u2014sloping shoulders, defined collarbones visible through an open cream linen shirt layered under a sage-green cardigan, long forearms with faint ink stains on his fingers and the side of his right hand. Narrow oval face with soft monolid eyes set slightly deep, warm dark-brown irises with a gentle downward gaze softness, straight eyebrows with a natural sparse quality, small straight nose with a rounded tip, thin lips with a small bow shape and subtle asymmetry favoring his right side. Black hair, shoulder-length and slightly tousled from being tucked behind his ears, with strands falling across his forehead\u2014the look of someone who just pushed it back and forgot about it. One small beauty mark just below his left cheekbone. Sitting by a north-facing window in a sparse LA loft, soft diffused overcast-daylight giving his face cool-neutral tones with warm interior bounce from a cream-colored wall behind him, light catching the edge of his collarbones and the ink on his hands. His posture is relaxed, slightly hunched in the shoulders the way someone sits when they're thinking. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m03-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: sharp jawline, intense monolid eyes, and full lips. Perfectly captures the quiet artist vibe with the cardigan and linen shirt.",
      "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, eyes looking at camera, his mouth slightly parted. Early 30s, warm deep mahogany skin tone with a neutral undertone. Rectangular face with a sharp defined jawline, high cheekbones, and a slight forward tilt to the chin. Deep-set dark brown eyes with a calm, attentive gaze \u2014 almond-shaped and slightly hooded at the outer corners. Straight nose with a defined bridge and a rounded tip. Full lips with a natural cupid's bow and an understated asymmetric tilt to his smile. Thick, nearly-straight eyebrows with a slight natural arch, well-groomed but not manicured. Low fade haircut with a subtle textured crown and a clean line at the temples, dark brown-black.\n\nV-tapered athletic build with broad shoulders visible under a fitted black dress shirt with sleeves rolled to mid-forearm, revealing intricate geometric and abstract tattoos in black ink running up both forearms \u2014 a visual marker of quiet intentionality. Full defined chest and upper back reading through the fabric, thick neck with a prominent sternocleidomastoid line, narrow waist relative to shoulders. Lean but genuinely muscular, the build of someone who carries weight with discipline.\n\nSetting: mid-shot inside the hotel bar at dusk, warm tungsten light from a vintage wall sconce on his far side raking across the left side of his face and catching the edge of his shoulder, creating soft amber shadows under his cheekbones and along his jawline. A blurred cognac bottle or bar detail in the background. Casual composure \u2014 the natural pause of someone mid-conversation, unhurried and present. A dog-eared philosophy paperback visible in the shirt pocket, corner just peeking out.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m04-seed1.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, undeniable 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, eyes looking at camera, his mouth slightly parted. Early 30s, with a V-tapered build \u2014 broad shoulders and defined upper chest visible through a fitted black button-up shirt, muscular forearms with intricate geometric and abstract tattoos running from wrist toward the elbow, thick neck with visible sternocleidomastoid definition, narrow waist relative to his shoulder span.\n\nFace shape is a long oval with a sharp, prominent jawline and high cheekbones. Deep-set dark brown eyes with a slight downturned outer corner, giving an attentive, listening quality. Straight nose with a refined bridge and rounded tip. Full lips with a natural asymmetric curve to his smile \u2014 the left side sits slightly higher. Thick, well-groomed straight brows with a natural arch. Dark, closely trimmed hair with texture suggesting a fresh fade, line-work clean at the edges.\n\nDistinctive features: a small circular scar at his temple (likely old, healed pale), and sparse but visible facial hair \u2014 a soft shadow along the jawline and upper lip suggesting a day or two since shaving. One small beauty mark just below his left cheekbone.\n\nHe's caught mid-evening in the quiet corner of an upscale Manhattan hotel bar \u2014 soft warm tungsten light from a nearby table lamp casting a gentle glow across his face from camera left, with cooler ambient blue-hour light from the tall window behind him creating subtle depth. He's holding a worn paperback philosophy book loosely in his right hand (spine visible, title illegible), resting it against the polished dark bar. His posture is relaxed but present \u2014 shoulders back, leaning slightly against the bar counter, the kind of still-point that suggests he's between conversations with regulars.\n\nMedium shot framing from chest up, slight angle toward camera left.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/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. Hits the persona perfectly with the book, tattoos, and fitted shirt.",
      "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, eyes looking at camera, his mouth slightly parted. Late 20s, lean skater's build with defined but not bulky shoulders, narrow waist, wiry forearms visible below rolled sleeves. Warm olive skin with golden undertone. Narrow oval face with a sharp jawline, deep-set dark brown eyes with a slightly downturned cut, straight nose with a subtle bump at the bridge, full lips with an asymmetric smile that reads genuinely sweet and boyish despite the aesthetic, dark straight brows with a natural arch. Thick dark brunette hair, slightly tousled and sleep-worn, falling just past his ears with texture like he ran his hand through it this morning. Small scar above his left eyebrow, barely noticeable. Half-sleeve tattoo on his right arm \u2014 geometric and organic mixed motifs in black ink, visible below a faded navy band tee with a ripped graphic, sleeves rolled. Ripped light-wash denim at the knees, sitting at a slight lean against a weathered concrete wall at a Brooklyn skate park. Soft golden-hour side light raking across his face from camera right, warm amber shadows defining the jaw and cheekbones, the light catching texture in his hair and catching a faint gleam off the tattoo ink. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m05-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 8.0,
      "reason": "Strong jawline and warm, symmetrical smile with a slight tooth gap. Good hair volume. Frame is a bit narrow, keeping him out of the 8+ tier.",
      "failure_tags": [
        "narrow_shoulders"
      ]
    },
    {
      "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, eyes looking at camera, his mouth slightly parted. Late 20s with an angular face\u2014sharp cheekbones, a slightly crooked nose from old skateboard mishaps, and warm dark brown eyes with a soft intensity that contradicts his grungy exterior. His smile is boyish and genuine, a small gap between his front teeth adding to the approachable charm. Thick, tousled dark brown hair with a lived-in texture, falling slightly over his forehead in a way that looks like he just rolled out of bed or off the board\u2014not styled, just naturally messy.\n\nAthletic lean build with defined shoulders and a narrow waist, visible forearms. V-tapered from years of skateboarding\u2014broad shoulders relative to hips but never bulky, wiry and functional rather than gym-sculpted. Visible musculature through thin fabric without overdone mass.\n\nHalf-sleeve tattoos in black ink down his right arm\u2014geometric patterns and small symbolic designs that look collected over time, not a single coherent piece. Wearing a faded vintage band tee (Sonic Youth or similar), torn and worn at the collar, paired with ripped light-wash jeans at the thighs. No shoes visible in frame. Slight stubble shadow on his jaw, a small scar above his left eyebrow from a skate fall years ago.\n\nShot from the waist up, leaning casually against a concrete ledge at the skate park during golden hour\u2014warm amber side light raking across his face from the left, casting defined shadows along his jawline and highlighting the texture of his skin. Soft rim light catching the edge of his hair. The background is a soft warm blur of faded concrete and chain-link fence. Candid, unposed moment where he's caught mid-glance at the camera with that effortless bad-boy-with-a-heart quality. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m05-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 8,
      "lipsync_adherence": 10,
      "weighted_score": 7.199999999999999,
      "reason": "Cute boyish smile and nice messy hair, but frame is a bit narrow and the overall look leans a bit too generic 'skater boy' without a standout masculine edge.",
      "failure_tags": [
        "narrow_shoulders"
      ]
    },
    {
      "persona_id": "m06",
      "persona_name": "Adrian",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Mediterranean man, 35 years old with silver threading at the temples, eyes looking at camera, his mouth slightly parted. Broad V-tapered shoulders filling a charcoal wool suit unbuttoned at the collar, revealing a simple white dress shirt; defined upper chest and a thicker neck with visible sternocleidomastoid line suggesting maturity and athletic baseline fitness. Olive skin with warm golden undertone.\n\nFace shape is a strong angular oval with a sharp defined jawline and high prominent cheekbones. Deep-set dark brown eyes with an intense gaze\u2014slightly hooded lids and close-set intensity that reads as focused, protective intelligence rather than aggressive. Straight Roman nose with a high bridge and a defined tip. Full lips with a subtle cupid's bow and slight asymmetry in his natural slight smirk. Thick straight brows with a slight natural arch, groomed but not manicured. His dark hair is swept back with salt-and-pepper gray visible at the temples and along the sideburns\u2014no dye, natural aging. One small thin scar along his left jawline, barely visible but present.\n\nHe's seated at a glass-top desk in a floor-to-ceiling Chicago high-rise window frame behind him, late afternoon golden-hour side light raking across his face from camera right with warm amber tones defining the jawline and catching the silver at his temples, soft shadows under his cheekbones. Composed, assured posture\u2014the stillness of someone used to boardroom confidence without needing to perform. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m06-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 3,
      "weighted_score": 6.0,
      "reason": "Good thick hair and strong brow, but the expression is a bit stiff and the mouth is firmly closed. Looks older than 35.",
      "failure_tags": [
        "mouth_closed",
        "wrong_age_range",
        "awkward_expression"
      ]
    },
    {
      "persona_id": "m06",
      "persona_name": "Adrian",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Mediterranean man, eyes looking at camera, his mouth slightly parted. 35 years old with salt-and-pepper temples, dark hair swept back with natural texture and early silver threading at the sides. Warm olive skin with golden undertone, strong angular face with a pronounced jawline, deep-set dark brown eyes with a direct steady gaze, straight nose with a defined bridge, full lips with a subtle natural asymmetry favoring the lower lip. Thick straight eyebrows with a slight arch, subtle asymmetry in his expression \u2014 one corner of his mouth higher than the other in a half-smile.\n\nChest-up portrait in a charcoal wool suit, white dress shirt unbuttoned at the collar, no tie, fabric draping naturally. Seated at an angle of roughly 15 degrees from dead-front, leaning slightly forward with relaxed shoulders that read broad and defined even through tailoring \u2014 sternocleidomastoid visible, neck with clear musculature suggesting an athlete's build beneath the suit. Wrist and forearm visible, watch catching light, skin showing faint dark hair.\n\nShot in a Chicago high-rise office or luxury apartment at dusk \u2014 soft golden-hour light raking across his face from camera right, warm amber glow cutting sharp shadows along his jawline and cheekbone, creating dimension and intensity without harshness. Background slightly out of focus, hint of floor-to-ceiling window and skyline.\n\nProtective, composed, magnetic. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m06-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Strong jawline and intense, confident eye contact. Above average, but the skin texture feels a bit overly weathered for 35, pushing him slightly older.",
      "failure_tags": [
        "wrong_age_range"
      ]
    },
    {
      "persona_id": "m07",
      "persona_name": "Haruki",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Japanese man, eyes looking at camera, his mouth slightly parted. Mid-20s with soft, approachable features and an open warm expression, golden-retriever boyfriend energy. He has a lean but defined swimmer's build with gently sloping shoulders visible through an oversized cream knit sweater, long graceful neck, and defined collarbones.\n\nHis face is a soft oval with a rounded jawline and high gentle cheekbones. Large, warm dark brown eyes with a slight double-lid and soft downturned inner corners, set wide and slightly forward-gazing \u2014 the kind that read as genuinely present and emotionally open. His nose is small with a soft rounded tip and a subtle bridge. Full lips with a natural cupid's bow and an unstudied, easy smile that reaches his eyes. His eyebrows are naturally straight and moderate in thickness, unfussily groomed. His hair is dark brown with a slight warm undertone, tousled and freshly tousled-looking as if he just ran a hand through it, falling across his forehead in a few loose strands, length hitting just above his collar in a lived-in shag.\n\nOne small beauty mark just below his left eye, the kind that feels like a quiet signature. His skin tone is warm ivory with a neutral undertone, smooth and youthful.\n\nSetting: sitting at a small wooden cafe table indoors, soft afternoon window light diffused through frosted glass, warm neutral tones bouncing off cream surfaces, gentle shadows defining the planes of his face without harshness. The lighting is intimate and unhurried \u2014 the exact quality of a slow weekend afternoon in a Tokyo neighborhood cafe.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m07-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Nails the soft-boy aesthetic perfectly. Standouts: large expressive dark eyes, and a very symmetrical, gentle face shape. It's a specific type, executed well, but lacks the raw masculine edge for 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, eyes looking at camera, his mouth slightly parted. Mid-20s with a soft, approachable presence and an open, gentle expression. Oval face with a slightly rounded jawline, large warm dark-brown eyes with a slight upward tilt and visible double eyelids, full soft lashes. Small straight nose with a rounded tip, full lips with a natural peachy tone and a subtle cupid's bow. Fine, straight dark-brown hair with a slight textured tousle across the forehead, falling just past the ears with bedroom-mussed layers. Clean skin with barely-visible fine pores, very faint natural brow shape, soft eyebrows that are straight and gently defined. Lean swimmer's build \u2014 sloping shoulders with defined collarbones visible at the neckline, long neck, slim wrists. Wearing an oversized cream-colored knit sweater that hangs softly off one shoulder, creating negative space that emphasizes his delicate frame.\n\nSeated at a small wooden cafe table in afternoon window light from camera left, soft diffused daylight with warm golden undertones bouncing off the cream fabric, creating gentle shadows that define the contours of his face without harshness. Tokyo residential cafe setting visible in soft focus behind him \u2014 simple shelving, warm wood tones. Relaxed, open posture leaning slightly toward the camera with the easy warmth of someone genuinely happy to listen. Medium shot framing from chest up, slight three-quarter angle toward the light.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m07-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 7.6,
      "reason": "Cute soft-boy aesthetic with nice tousled hair and warm eyes, but lacks the strong masculine frame or sharp jawline needed for a higher score. A bit too boyish for my taste.",
      "failure_tags": [
        "soft_jawline",
        "weak_frame"
      ]
    },
    {
      "persona_id": "m08",
      "persona_name": "Renan",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Brazilian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean and densely muscled with a V-tapered fighter's frame\u2014broad shoulders and defined upper chest visible through a black fitted tank top, narrow waist, thick sternocleidomastoid and forearms corded with ropy vascularity from grappling. Warm medium-brown skin with a subtle golden undertone.\n\nFace shape is angular and squared at the jaw with high sharp cheekbones. Deep-set dark-brown eyes, almost black, with a slight downward outer corner and the focused intensity of someone who reads movement. Straight nose with a defined bridge and a slightly broad tip. Strong full brows, thick and straight, barely groomed. Small gap between his front teeth visible in a genuine, disarming smile\u2014the kind that contradicts his scarred fighter's exterior. The left ear shows subtle cauliflower scarring from years of jiu-jitsu, a small asymmetry that reads as earned rather than disfiguring.\n\nDark straight hair, wavy texture, shoulder-length and pulled back in a loose half-bun, freshly washed and slightly damp. A faint dusting of stubble shadows his jaw and upper lip. Lean neck with visible trapezius definition. One thin white scar runs horizontally along his right ribs, barely visible\u2014old, healed clean.\n\nMid-shot framing, standing relaxed in a S\u00e3o Paulo fight gym\u2014mats and heavy bags softly out-of-focus behind him. Warm tungsten side light raking from camera left, casting a gentle shadow across the right side of his face and sculpting the lean musculature across his shoulders and chest, with a soft amber interior bounce filling the shadows.\n\nVisible skin texture you can see\u2014pores, fine lines around his eyes, faint stubble shadow, no glossy AI smoothness. Candid documentary realism, genuine smile, tough exterior with an unexpected gentleness in his expression.",
      "image_path": "images/iteration-0020/m08-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 7.3999999999999995,
      "reason": "Solid muscular frame and warm smile, but facial features are slightly asymmetric and lack the sharp definition needed for a higher score. Good persona match overall.",
      "failure_tags": [
        "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, eyes looking at camera, his mouth slightly parted. Late 20s, Renan is a professional MMA fighter with a lean muscular build \u2014 broad shoulders tapering to a narrow waist, defined upper chest and shoulders visible through a fitted black tank top, thick neck and strong sternocleidomastoid line, forearms corded with lean muscle. His face is angular and sharp-featured with a square jawline, warm medium-brown skin with neutral undertone, deep-set dark brown eyes with an intense but gentle expression, a straight nose with a defined bridge and slightly squared tip, and thin lips that curve into an unexpectedly soft, open smile. His black hair is cut short and neat, slightly textured. One distinctive mark: his left ear shows the characteristic thickening and folded texture of cauliflower ear from years of grappling \u2014 a quiet testament to his sport. His right eyebrow has a small scar running through it. His expression balances toughness with warmth \u2014 the slight parted smile reads as approachable despite his athletic intensity.\n\nHe's standing casually in a working jiu-jitsu gym, concrete floor and heavy bags slightly out of focus behind him, wearing the black tank top. The shot is framed at mid-chest, catching the defined musculature of his shoulders and upper body. Warm tungsten overhead gym lighting rakes across his face from the left, casting soft shadows along his jawline and defining the planes of his face, while a subtle warm bounce from gym equipment fills the right side of his face just enough to keep his expression readable.\n\nVisible skin texture and light pores, subtle facial asymmetry from the cauliflower ear and scar, candid documentary realism, no retouching, no glossy AI smoothness.",
      "image_path": "images/iteration-0020/m08-seed2.png",
      "attractiveness": 5,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 6.8,
      "reason": "Decent physique and fits the MMA fighter persona well, but facial features are fairly average. Slightly awkward, stiff expression and some skin texture issues keep him at a default 5.",
      "failure_tags": [
        "awkward_expression",
        "bad_skin"
      ]
    },
    {
      "persona_id": "m09",
      "persona_name": "Wyatt",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome white man, eyes looking at camera, his mouth slightly parted. Early 30s, weathered ranch hand in rural Montana with sun-darkened skin and a strong five-o'clock shadow across his jaw and upper lip. Broad V-tapered shoulders filling a faded burgundy flannel shirt, sleeves rolled to the elbows showing forearms corded from real ranch work, visible tan line at the wrists. Dark cowboy hat casting a shadow across his eyes\u2014a squint-worn gaze with crow's feet that reads as years under Montana sun.\n\nFace shape: wide square with a prominent angular jawline and a slightly prominent chin. Deep-set dark brown eyes with a subtle downturned outer corner, weathered-looking. Nose: straight high bridge with a slightly squared-off tip. Mouth: fuller lower lip, thinner upper, asymmetric slight smirk. Eyebrows: straight, thick, and dark, one slightly lower than the other. Dark brown hair, short and tousled, visible at the hat's edge. Distinctive features: a thin scar running vertically from his left temple down toward his cheekbone\u2014barely noticeable in some light, a small beauty mark on his neck just below the jaw line.\n\nLeaning against a weathered ranch fence post, morning light, golden-hour lean hitting his face from camera left, warm amber glow defining the stubble and bone structure, cool shadow pooling under his jaw and in the eye sockets. Slight ambient blue bounce from an overcast Montana sky. Shirt fabric catches the directional light, showing fabric texture and a faint dust bloom.\n\nVisible skin texture and light weathering\u2014pores, fine lines around the eyes, faint stubble shadow, no glossy AI smoothness, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m09-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Strong rugged appeal with deep-set eyes and a solid, weathered jawline. Good frame, but the skin texture is a bit overly red/sun-damaged, keeping it from an 8.",
      "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 man, eyes looking at camera, his mouth slightly parted. Early 30s, weathered sun-tanned face with a day's dark stubble shadow across a strong square jaw, deep-set narrow eyes with a slight downturned outer corner and a hard stare\u2014pale blue-gray with a darker rim. Straight Roman nose with a high bridge, thin lips with an asymmetric smile favoring one side. Thick straight dark eyebrows with a slight gap between them. Short dark hair, tousled from a day's work, slight bedhead texture.\n\nBroad V-tapered shoulders filling a worn and faded burgundy flannel shirt with the sleeves rolled up, showing defined forearms with light golden hair and visible veins. Thick neck with a prominent sternocleidomastoid line. Narrow waist relative to wide shoulders. A weathered cowboy hat casts soft shadow across his eyes and upper face, leaving his lower face and jaw in warmer light. \n\nStanding in an open-air ranch setting at golden hour, warm amber-and-rust directional side light raking across his face from camera right, defining the stubble and bone structure with deep shadow in the hollows. The light catches the rim of his hat brim and backlights fine dust particles in the air around him. His expression is calm and direct\u2014the slight jaw clench of a man used to hard quiet work.\n\nVisible skin texture and light pores, the weathered grain of sun-exposure, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m09-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 3,
      "weighted_score": 7.4,
      "reason": "Striking piercing blue eyes, rugged square jawline with perfect stubble, and broad shoulders. Mouth is firmly closed, failing lipsync.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m10",
      "persona_name": "Aarav",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Indian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean runner's build with defined shoulders and collarbones visible through a fitted charcoal henley, narrow waist, long forearms with subtle muscle definition.\n\nNarrow oval face with a sharp jawline, deep-set warm dark brown eyes with a slight downturned shape, thin straight eyebrows with a small gap at the inner arch, straight bridge nose with a refined tip, full bottom lip over a thinner top lip, small dimple on his left cheek. Black hair with a slight wave, parted just off-center, freshly pushed back with his glasses sitting on his forehead\u2014wire-rimmed, understated frames. Light stubble shadow across his jaw and upper lip.\n\nSeated in a library carrel by a tall window, soft golden-hour light pouring from camera left, warm amber diffusing across his face and catching the lens of his pushed-up glasses with a faint reflection, deep shadows defining the planes of his cheekbones and collarbone. Behind him, blurred spines of philosophy and physics texts. His posture is relaxed, mid-thought, the rare moment between concentration and rest.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m10-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 8,
      "lipsync_adherence": 3,
      "weighted_score": 5.8,
      "reason": "Decent facial symmetry and nice skin tone, but frame is narrow and shoulders lack the 'ripped' presence requested. Eyes are completely averted from camera.",
      "failure_tags": [
        "eyes_averted",
        "narrow_shoulders",
        "weak_frame"
      ]
    },
    {
      "persona_id": "m10",
      "persona_name": "Aarav",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Indian man, eyes looking at camera, his mouth slightly parted, late 20s with a lean swimmer's build \u2014 broad shoulders tapering to a narrow waist, defined collarbones and upper chest visible through a fitted charcoal henley, subtle musculature suggesting regular training but built for endurance rather than bulk. Narrow oval face with a sharp jawline, warm deep-brown eyes with slight downturned corners and intelligent intensity, thin straight eyebrows with a small gap mid-brow, a straight bridge nose with a soft rounded tip, full cupid's bow lips with defined edges, and a small beauty mark just above his left jaw. Dark thick hair, freshly combed but slightly tousled as if he's been running his hand through it, with a natural part slightly off-center. Wire-frame glasses pushed up onto his forehead, catching the light. Sitting at a worn wooden library table scattered with open books and notecards, leaning back in a momentary break from studying, posture relaxed but alert. Warm golden-hour light streaming through tall library windows from camera right, casting soft amber tones across his face and shoulders while cool shadows pool in the eye sockets and neck hollows, defining the planes of his face without harshness. The background is a soft blur of library shelves and warm wood paneling. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m10-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, intense dark eyes behind glasses, and visible muscular definition in the arms/shoulders. Hits the 'bookish-and-ripped' vibe perfectly.",
      "failure_tags": []
    },
    {
      "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, eyes looking at camera, his mouth slightly parted. Early 30s, sharp-featured with a defined angular jawline and prominent cheekbones, dark deep-set eyes with an intense focused gaze, narrow straight nose with a high bridge, thin-lipped asymmetric mouth. Day-old dark stubble shadowing his jaw and upper lip. Thick straight black hair, short and tousled as if he's been running his hand through it in the kitchen. Lean but defined build with visible broad shoulders and a strong neck, athletic upper body evident through rolled white chef's coat sleeves \u2014 forearms bare and muscular with dark ink tattoos visible on both inner forearms, Mediterranean olive skin with warm undertones.\n\nSeated at a steel prep counter in a professional kitchen, warm tungsten halation from overhead line-cook station lights casting sharp directional shadows across his face and collarbone, catching the gloss of his skin and the texture of the stubble. His expression is serious, focused, almost brooding \u2014 the look of someone mid-tasting, evaluating a dish with total concentration. Soft kitchen steam visible in the background, blurred stainless steel and dark granite. Chest-up framing, slight lean forward, left forearm resting on the counter edge so the tattoos catch the light.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m11-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, intense dark eyes, and broad shoulders leaning into the frame. Nails the smoldering chef vibe 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, eyes looking at camera, his mouth slightly parted. Early 30s, sharp-featured with a defined square jawline softened by dark day-old stubble, intense deep-set dark brown eyes with a slight forward gaze that reads concentrated and unhurried. Narrow straight nose with a refined bridge, full defined lips with an asymmetric natural curve. Straight thick dark eyebrows, moderately arched. Dark wavy hair, short on the sides with slightly longer length on top, tousled and slightly damp as if from kitchen heat, swept back casually from his forehead.\n\nV-tapered athletic build with broad shoulders and a defined upper chest visible through unbuttoned rolled chef whites, thick neck and visible sternocleidomastoid definition, lean waist. Both forearms exposed below rolled sleeves, showing intricate geometric black tattoos \u2014 a mix of abstract patterns and line work that suggest travel and precision. Warm olive skin with a subtle golden-brown undertone, faint olive cast in natural shadows.\n\nChest-up framing, seated or leaning slightly forward in a tasting-kitchen moment \u2014 intimate, close, as if he's just paused mid-service to look at you. Warm tungsten halation from a single overhead kitchen lamp raking across his face from camera-left, casting sharp shadows that define his jawline and cheekbones, with deeper warm amber tones pooling in the hollows under his cheekbones and along his neck. Kitchen ambient in the soft-focus background.\n\nVisible skin texture and light pores, subtle facial asymmetry, faint scar or imperfection on his left cheekbone catching the light, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m11-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 10,
      "weighted_score": 8.4,
      "reason": "Intense dark eyes, sharp jawline with stubble, and broad shoulders leaning in create a highly magnetic presence. Missing chef whites (wearing a sleeveless shirt instead) drops prompt adherence slightly.",
      "failure_tags": []
    },
    {
      "persona_id": "m12",
      "persona_name": "Seojun",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Early 30s, sharp-featured with a narrow oval face, high prominent cheekbones, and a defined angular jawline. Deep-set dark eyes with a slight downward tilt, penetrating and cool. Straight nose with a refined bridge and sharp tip. Thin lips with a subtle natural asymmetry, the lower lip slightly fuller. Straight dark hair, recently styled but with one piece falling slightly across his forehead\u2014fresh from the morning routine, not overdone. Pale cool-toned skin with almost no undertone warmth, flawless but reading as real, not retouched.\n\nBroad shoulders filling a perfectly tailored navy suit with a crisp white dress shirt, top button undone. V-tapered torso visible through the fitted jacket\u2014defined upper chest, slim waist, the silhouette of a man who controls his image but doesn't broadcast it. Thick neck with a visible sternocleidomastoid line. Sitting or standing still near a modern floor-to-ceiling office window in Seoul, composed and controlled. Reserved expression, magnetic but withholding\u2014the kind of face that doesn't smile easily.\n\nSoft directional window light pouring in from camera left, cool-toned Seoul afternoon light with a hint of silver-blue from overcast skies outside, raking sharply across one side of his face to define the cheekbone and jawline while leaving the other in soft shadow. Clean minimal Seoul high-rise office interior just visible at frame edge.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m12-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Strong K-drama CEO aesthetic. Sharp jawline and intense, focused gaze stand out. Good frame, but slightly generic styling keeps it from an 8.",
      "failure_tags": []
    },
    {
      "persona_id": "m12",
      "persona_name": "Seojun",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Early 30s, sharp-featured and magnetic with a narrow oval face, high prominent cheekbones, and a defined angular jawline. Deep-set monolid eyes with a cool dark-brown nearly-black gaze, slightly hooded lids that give an observant, calculating quality. Straight nose with a narrow bridge and refined tip. Thin, precisely-shaped lips with a natural asymmetric quality\u2014upper lip slightly thinner than the lower, suggesting restraint. Eyebrows are dark, straight, and minimally groomed, following the natural line of the brow bone. Black hair, freshly styled with a sharp side part, smooth and glossy with subtle volume at the crown, falling just above the collar. One small beauty mark on his right cheekbone, barely visible but distinctive.\n\nBroad-shouldered V-tapered build in a perfectly tailored navy suit jacket, crisp white dress shirt with the top button undone, no tie. The frame reads mature and commanding\u2014defined upper chest visible through the fitted fabric, strong neck with visible sternocleidomastoid line, substantial forearms emerging from rolled cuffs. Lean waist relative to shoulders. Seated or standing in a high-floor Seoul office, positioned slightly off-center with floor-to-ceiling glass windows visible behind him showing a blurred cityscape of gleaming towers and soft afternoon light. Cold, composed expression\u2014no smile, just a reserved gaze that holds attention.\n\nLighting: cool overcast daylight streaming through the office windows from his left side, creating sharp directional shadows across his face that define the cheekbones and jawline, with a slight warm interior bounce from the office ambient, giving him an almost icy-blue undertone against the clean geometry of the space. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m12-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Strong K-drama CEO vibe. Broad shoulders and intense, direct eye contact stand out. Good facial symmetry, but slightly generic overall structure keeps it from an 8.",
      "failure_tags": [
        "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, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with sloping shoulders, defined collarbones, and athletic but not bulky upper body\u2014the physique of someone who swims and surfs daily rather than lifts. Sun-bleached blonde hair with a slightly darker root, textured and salt-stiff from the ocean, tousled as if he just came out of the water or the wind caught it. Warm honey-gold skin with a light salt-tan and the faint white tan lines of a regular surfer across his shoulders and chest visible through a thin, worn linen shirt unbuttoned at the collar. Deep-set blue-green eyes with laugh lines at the corners, generous nose with a slightly rounded tip, full warm smile with visible creases at the eyes\u2014the kind of genuine crinkled expression that comes from years of squinting into bright water and sun. Strong jawline with a light stubble shadow, asymmetric dimple on his left side only. Sparse, sun-bleached eyebrows. Standing waist-up on a quiet beach at golden-hour sunrise, soft warm light raking across his face from camera left, casting gentle shadows that define his cheekbones and jaw, the ocean a soft blur of peachy-gold behind him. The whole frame has the feel of a candid morning moment\u2014unhurried, genuine, the kind of shot a friend might take before he paddles out. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m13-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Strong jawline, deep-set blue eyes with prominent crinkles, and a broad, defined chest. Nails 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, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with sloping shoulders, defined collarbones, and athletic upper body without bulk\u2014the frame of someone who spends mornings in the ocean. Sun-bleached blonde hair with a slightly tousled, salt-dried texture falling across his forehead, longer on top with a soft natural part. Face shape is an angular oblong with a strong jawline softened by warmth; almond eyes in a pale blue-green with laugh lines at the corners and a warm downturned gaze; straight nose with a slightly rounded tip; full asymmetric smile with a slight crook to one side, the kind that reads as genuine and lived-in rather than posed. Warm tan skin with a rich golden undertone from years of early-morning water time, with visible salt-weathered texture across his shoulders and d\u00e9colletage. Thin, naturally straight brows with a small asymmetric gap. One or two faint sun spots across his cheekbones and bridge, a small thin scar on his left jawline (old, healed, barely noticeable). Wearing a faded sage linen shirt, half-unbuttoned, casual and unselfconscious. Standing on wet sand at dawn, ocean behind him just catching the first gold and pink of sunrise, soft golden-hour side light raking across his face from camera right with warm amber shadows defining the jawline and cheekbones, the light catching in his hair. Medium shot, slight 15-degree angle toward camera right. Visible skin texture and light pores, candid documentary realism, the easy confidence of someone at home in his own body and the natural world, no retouching.",
      "image_path": "images/iteration-0020/m13-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 3,
      "weighted_score": 7.4,
      "reason": "Striking features: strong jawline, piercing blue eyes, and a broad chest. Mouth is completely closed, failing lipsync.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m14",
      "persona_name": "Cyrus",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Iranian-British man, eyes looking at camera, his mouth slightly parted. Late 20s, sharp-featured with a narrow oval face, deep-set dark brown eyes with a slight downturned outer corner, defined straight nose with a high bridge, and full lips curved in a subtle asymmetric smirk. Dark slicked-back hair with a slight wet-look gel finish, dark stubble shadowing his jawline and upper lip. Broad-shouldered build tapering to a narrow waist, visible through an open black designer leather jacket worn over a crisp white dress shirt unbuttoned at the collar, the fabric hinting at defined collarbones and upper chest. Gold signet ring catching light on his right hand resting near his thigh. Sitting in a low-lit Mayfair bar or lounge, warm tungsten overhead and a rich amber-toned practical lamp throwing directional side light across his face from camera right, defining the sharp planes of his cheekbones and jawline while his off-side falls into soft shadow. The background is soft bokeh of dark wood and amber glass, slightly out of focus. His expression reads as entitled and self-assured, a flicker of practiced charm beneath the bratty edge. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m14-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 9,
      "weighted_score": 8.0,
      "reason": "Strong jawline and intense, dark eyes give him a striking look. Nails the wealthy, slightly arrogant persona perfectly.",
      "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-British man, eyes looking at camera, his mouth slightly parted. Late 20s, sharp-featured with a narrow oval face, high prominent cheekbones, and a strong angular jawline. Deep-set dark brown eyes with a slight downward tilt, framed by naturally thick straight brows. Straight bridge nose with a refined tip, thin lips with an asymmetric smirk playing at the right corner of his mouth. Black slicked-back hair with a wet-look finish, a few strands loose across his forehead, skin tone warm olive with golden undertone.\n\nBroad shoulders and a V-tapered build visible through an open black designer leather jacket worn over a pristine white silk shirt, half-unbuttoned\u2014defined upper chest and collarbones catching the light, thick neck and visible sternocleidomastoid line, narrow waist. Leaning against the dark wood paneling of an upscale Mayfair cocktail lounge, one hand casually tucked into his jacket pocket, the other resting near a highball glass on a nearby table. Warm tungsten halation from a single nearby brass wall sconce raking across his face from camera-left, casting sharp shadows that define his cheekbones and jawline, with soft ambient shadow on his far side\u2014moody nightclub warmth against cool dark wood.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m14-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 3,
      "weighted_score": 6.6000000000000005,
      "reason": "Strong jawline and intense, dark eyes give him a striking look, but the mouth is firmly closed, failing the lipsync requirement.",
      "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, eyes looking at camera, his mouth slightly parted. Broad-shouldered firefighter with a defined V-tapered torso visible through a fitted gray station tee, thick neck with prominent sternocleidomastoid line, muscular upper chest, lean waist\u2014the build of someone who trains hard and works physical shifts. Square jaw with a slight forward projection, strong and readable even in soft light. Warm brown eyes, deep-set and expressive, rounded at the inner corners, generous upper lashes. Straight nose with a defined bridge and squared tip. Full lips with a natural bow, easy asymmetric smile that crinkles the corners of his eyes\u2014the kind of genuine expression that reads approachable and trustworthy. Dark close-cropped hair, fade on the sides, textured on top. Slight five-o'clock shadow softening the jawline. Small scar on his left temple from an old call, barely noticeable. \n\nStanding in the station garage bay, late-morning diffused daylight streaming through the overhead doors, soft blue-white ambiance with warm tungsten overhead fixtures casting subtle shadows that define the width of his shoulders and jawline. Casual, at-ease posture, the easy confidence of someone comfortable in his own space and with strangers. Chest-up framing, slight three-quarter angle toward camera-right. \n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m15-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Broad shoulders, strong square jawline, and warm, deep-set brown eyes. Excellent physical presence and approachability.",
      "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, eyes looking at camera, his mouth slightly parted. Early 30s firefighter named Devon, athletic V-tapered build with broad shoulders and defined upper chest visible through a fitted gray station tee, thick neck with visible sternocleidomastoid line, narrow waist. \n\nStrong square jaw with a slight forward set, warm deep brown eyes with a soft gaze, monolid with a subtle inner crease, almond-shaped and wide-set. Straight nose with a slightly rounded tip and defined columella. Full lips with a natural cupid's bow, easy generous smile that crinkles the corners of his eyes. Thick straight brows, natural and groomed. Dark coiled hair, freshly cut fade with texture on top, close-shaved on the sides.\n\nWarm mahogany skin tone with a neutral undertone, visible strength in the neck and shoulders. Light pores and texture visible across his face, a small beauty mark on his right temple.\n\nPosed in the Chicago station house garage bay, leaning casually against a red fire engine with daylight streaming in from the overhead doors behind him, soft directional side light from camera right warming his face and defining the jawline. Approachable hero warmth, candid documentary realism, visible skin texture and light pores, subtle facial asymmetry, no retouching.",
      "image_path": "images/iteration-0020/m15-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: incredibly sharp jawline, intense deep-set brown eyes, and a broad, athletic neck/shoulder frame. Very handsome, definitely top 15%.",
      "failure_tags": []
    },
    {
      "persona_id": "m16",
      "persona_name": "Theo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome German man, eyes looking at camera, his mouth slightly parted. Late 20s, pale porcelain skin with cool undertone, long face with sharp high cheekbones and a narrow jaw, deep-set dark gray eyes with prominent long lashes and a slight downturned inner corner, straight nose with a refined bridge and narrow tip, thin lips with a subtle asymmetric quality. Deliberately slim and wiry \u2014 long narrow shoulders that slope slightly forward, prominent collarbones, thin chest and ribs readable through loose pale linen, long delicate forearms with visible ink stains on his fingers. Shoulder-length dark brown hair, slightly tousled and separated into pieces, falling forward on one side with subtle bedhead texture. Sparse light facial hair shadow. Sitting at a worn wooden cafe table in Berlin, late-afternoon golden light slanting warm across his face from camera right, casting soft shadows that define the angle of his cheekbones, his cream cardigan draped loose over the linen shirt. Long fingers wrapped around a coffee cup. The light is soft and honeyed, almost nostalgic. Delicate intellectual energy, quiet intensity, no muscularity \u2014 precision and elongation instead of bulk. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m16-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 8.6,
      "reason": "Striking 'delicate intellectual' aesthetic. Standouts: sharp, angular cheekbones, intense deep-set eyes with thick lashes, and a strong but lean jawline. Perfectly captures the requested wiry frame without looking weak.",
      "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, with a narrow oval face, sharp high cheekbones, and a slightly elongated jawline that reads intellectual rather than athletic. Eyes looking at camera, his mouth slightly parted. Deep-set pale gray-blue eyes with a contemplative downward tilt to the outer corners, framed by long dark lashes and straight, sparse fair brows. Thin straight nose with a refined bridge and delicate tip. Small bow-shaped mouth with a defined cupid's peak and slight asymmetry to his smile. A faint beauty mark just above his left cheekbone. Pale cool-toned skin with visible porousness and a light stubble shadow along his jaw.\n\nIntentionally lean wiry frame \u2014 long arms with visible tendon definition at the wrists, narrow shoulders that slope slightly inward, visible collarbones and the line of his sternum beneath the fabric, no chest bulk. Worn cream cable-knit cardigan layered over a loose ivory linen shirt that drapes loosely and shows the delicate structure underneath. Dark ink stains on the inner fingers of his right hand. Long dark brown hair, almost shoulder-length, tousled and slightly disheveled as though he's run his fingers through it, with a subtle natural part and a few strands across his forehead.\n\nSeated at a small table in a sparse Berlin cafe, late afternoon golden-hour light streaming in from the side \u2014 warm directional sun raking across his face from camera left, casting his cheekbones into sharp relief and his eye sockets into gentle shadow, the light catching the fine hairs on his forearm. Thoughtful, slightly distant expression. Framing is medium shot showing his torso and hands resting on the table. Visible skin texture and light pores, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m16-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Striking 'delicate intellectual' aesthetic. Standouts: sharp, angular cheekbones, intense light-colored eyes, and a strong, defined jawline that anchors the softer hair and styling.",
      "failure_tags": []
    },
    {
      "persona_id": "m17",
      "persona_name": "Sangwoo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Mid-20s philosophy PhD candidate with an intentionally lean frame \u2014 narrow sloping shoulders, delicate collarbones visible beneath a fitted off-white linen shirt buttoned to the collar, no bulk or athleticism anywhere in his build. His face is soft and cerebral: pale porcelain skin with cool undertone, narrow oval face with a sharp jawline, soft monolid eyes set slightly close together with a subtle inner-corner crease and warm dark-brown irises, a straight nose bridge with a small rounded tip, thin lips with a restrained natural shape, barely-there fair eyebrows with a high gentle arch. His black hair is freshly styled in a precise middle part, glossy and pin-straight, falling softly past his ears. Wire-rim round glasses frame his face with modest prescription-lens glare. A small beauty mark sits just beneath his left cheekbone. His expression is gentle and careful, the quiet presence of someone who lives in books and thought. Seated at a wooden library table in a hushed Seoul bookshop reading room, soft diffused north-facing window light pooling across his face and chest with no harsh shadows, cool-toned ambient illumination that feels like afternoon study hour. The background is soft-focused warm wood and blurred spine of books. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m17-seed1.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 him look a bit boyish rather than striking. Fits the cerebral persona perfectly, but lacks physical presence.",
      "failure_tags": [
        "narrow_shoulders",
        "soft_jawline"
      ]
    },
    {
      "persona_id": "m17",
      "persona_name": "Sangwoo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, mid-20s, eyes looking at camera, his mouth slightly parted. Soft monolid eyes with a gentle, careful gaze, narrow face with a sharp jawline and soft rounded chin, sparse straight eyebrows with a small natural gap. Perfectly styled middle-part black hair, pin-straight and freshly groomed. Wire-rim round glasses catching warm window light. Slim pale complexion with cool undertones, intentionally narrow shoulders sloping gently without any suggestion of bulk, long elegant collarbones visible at the open neckline of a fitted off-white linen shirt buttoned to the collar. Seated alone at a wooden reading table in a quiet Seoul library reading room, morning light from a tall north-facing window diffusing soft blue-grey ambient across his face with a subtle warm interior bounce off cream-painted walls, raking gently across his glasses and catching the curve of his cheek. His posture is slightly forward, absorbed, the precise stillness of someone mid-thought. Close-set intelligent eyes, small neat nose with a straight bridge and rounded tip, thin bow-shaped mouth with sharp peaks, faint asymmetric smile suggesting dry wit. A small beauty mark just below his left cheekbone, barely noticeable. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m17-seed2.png",
      "attractiveness": 5,
      "prompt_adherence": 8,
      "lipsync_adherence": 2,
      "weighted_score": 5.0,
      "reason": "He fits the cerebral, lean aesthetic well, but the face is very generic and lacks standout features. Eyes are averted and mouth is firmly closed.",
      "failure_tags": [
        "generic_face",
        "eyes_averted",
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m18",
      "persona_name": "Cassian",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Latino man, eyes looking at camera, his mouth slightly parted, late 20s, lean dancer's build with long limbs, narrow waist, sloping shoulders with defined-but-not-bulky musculature, elongated neck and delicate collarbones visible through a thin gray tank top. Sharp high cheekbones, deep-set dark brown eyes with a slight downturned quality, small nose with a refined bridge, full soft lips with a natural cupid's bow, dark thick eyebrows with a gentle arch. His black hair is pulled back in a neat, tight low ponytail, a few wisps framing his temple. Mid-stretch pose \u2014 one arm extended overhead, the other across his body in a gentle quad or hamstring pull, his posture radiating precision and ease. Sunlit dance studio behind him, soft golden-hour side light raking across his face and torso from camera right, warm shadows defining his jawline and collarbones, a wooden barre and marley flooring soft-focused in the background. Candid documentary realism, visible skin texture and light pores, subtle facial asymmetry, no retouching, the aesthetic is elongation and grace rather than bulk.",
      "image_path": "images/iteration-0020/m18-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Striking angular jawline and intense, expressive dark eyes. Nails the lean dancer aesthetic perfectly without being bulky.",
      "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, eyes looking at camera, his mouth slightly parted. Lean dancer's build with long limbs, narrow waist, sloping shoulders, defined collarbones and subtle upper-body muscle definition without bulk \u2014 the physique of a contemporary dancer, not a gym-goer. Sharp high cheekbones, deep-set dark brown eyes with an expressive intensity, soft full lips with a natural curve, straight nose with a slight bridge. Dark hair pulled back in a neat low ponytail, a few loose strands framing his face. Mid-stretch in a sunlit dance studio, one arm extended upward in an elongated reach, torso in a gentle side lean, bare feet planted on marley flooring with a ballet barre visible soft-focused in the background. Soft golden-hour side light streaming through a high studio window, warm amber tones raking across his cheekbones and collarbones, defining his lean frame with gentle shadow. Tank top in neutral linen or pale gray. Precision in every line \u2014 elongated neck, graceful hands, dancer's posture even in stillness. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/m18-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.199999999999999,
      "reason": "Strong cheekbones and nice dark eyes, but the overall frame is very slight and the pose is a bit awkward for a dating profile. Fits the dancer persona perfectly, but lacks the masculine presence I usually swipe right on.",
      "failure_tags": [
        "weak_frame"
      ]
    },
    {
      "persona_id": "f01",
      "persona_name": "Hannah",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful white woman, eyes looking at camera, her mouth slightly parted. Mid-20s grad student with a soft round face, light freckles scattered across the bridge of her nose and cheeks, warm hazel eyes with a gentle gaze, thin arched eyebrows, small bow-shaped mouth with a natural soft-pink tone. Shoulder-length auburn hair with a loose half-up clip, a few pieces falling frame her face, tousled bedhead texture as if she just pulled it back this morning. Wearing an oversized cream cardigan layered over a fitted cami, the neckline soft and casual. Sitting by a coffee shop window, bathed in warm golden-afternoon light streaming from camera left, soft window light diffusing across her face and defining her gentle cheekbones without harsh shadows. She has a serene, slightly introspective expression\u2014the look of someone mid-thought over a book or laptop. Chest-up framing, relaxed posture against the window frame. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/f01-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Striking features: full symmetric lips, delicate freckles, and striking hazel eyes. Very strong girl-next-door appeal.",
      "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, eyes looking at camera, her mouth slightly parted. Mid-20s, soft oval face with a gentle jawline, light hazel eyes with warm golden undertones and a slightly dreamy gaze, small straight nose with a rounded tip, full soft lips with a natural peachy tone. Light auburn hair with loose waves, pulled half-up with a few face-framing pieces falling free, catching warm window light.\n\nWarm porcelain skin with a light scattering of freckles across the bridge of her nose and upper cheeks\u2014sparse, natural, endearing. Thin feathered brows, barely-there and fair. Slight asymmetric smile, one dimple visible on her left side. Lean but graceful build, shoulders softly sloped, delicate collarbones just visible at the neckline.\n\nWearing an oversized cream-colored cardigan over a fitted white cami, casual and effortless. Seated at a coffee shop window, morning golden-hour light streaming in from camera left, warm and diffused, casting soft shadows across the side of her face and illuminating a fine downy texture on her cheekbones. Natural wood table in soft focus foreground, steaming coffee mug partially visible. Gentle, bookish, utterly at ease. Medium shot framing from mid-chest up, candid documentary realism\u2014visible skin texture and light pores, subtle facial asymmetry, no retouching.",
      "image_path": "images/iteration-0020/f01-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Above average. Striking green eyes and well-defined full lips stand out. Matches the bookish girl-next-door persona perfectly.",
      "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, eyes looking at camera, her mouth slightly parted, late 20s, warm medium-brown skin with golden undertone. Athletic build with defined shoulders, visible upper chest musculature, lean waist, strong forearms \u2014 the build of someone who lives in the gym but moves with ease, not bulk. Heart-shaped face with high prominent cheekbones, straight eyebrows with a small natural gap, warm deep-brown almond eyes set slightly wide, small straight nose with a rounded tip, full lips with a natural asymmetric smirk that reads confident and approachable.\n\nHair: thick dark-brown waves pulled into a high tight ponytail, a few face-framing pieces loose, scalp visible at the roots from the tension \u2014 that just-finished-a-workout pull. Small delicate silver hoop earrings. One small forearm tattoo (vine or geometric line work, minimal detail, inner wrist area).\n\nPosed in a bright Miami gym setting, standing at a slight angle with her weight shifted to one side, arms loose at her sides but with that alert posture of someone comfortable in her own skin \u2014 the energy of turning away from a mirror mid-workout, catching your reflection and liking what you see. Bright overexposed window light from gym windows raking warm across one side of her face, defining her jawline and catching the sweat-sheen on her forehead, cooler shadow on the far cheek.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/f02-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 3,
      "weighted_score": 7.2,
      "reason": "Striking features: strong jawline, full symmetric lips, and intense almond eyes. Athletic build matches prompt well. Mouth is closed, failing lipsync requirement.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, eyes looking at camera, her mouth slightly parted. Late 20s, warm medium-brown skin with golden undertone, athletic and toned with defined shoulders and upper back visible through a fitted tank, lean swimmer's build with prominent collarbones and sculpted upper arms from consistent training.\n\nFace shape is a soft oval with high prominent cheekbones and a slightly squared jawline. Deep-set almond eyes, warm chocolate-brown with a slight amber cast, eyebrows straight and naturally thick with a defined arch. Nose is straight-bridged with a soft rounded tip. Full lips with a sharp cupid's bow and natural slight asymmetry \u2014 one corner of her mouth sits marginally higher, reinforcing her signature cocky-warm smirk. A small beauty mark sits just above her right cheekbone.\n\nThick dark brown hair pulled into a high, tight ponytail with a few face-framing wisps loose from the gym, hair texture 2B loose waves. Wearing a fitted black or deep-gray sports tank top that shows her toned upper body. Single small tattoo on her inner forearm \u2014 script or geometric design, not ornate.\n\nFraming is chest-up, slight three-quarter angle to camera right, standing in front of a gym mirror or bright white gym wall. Her posture is upright and confident, shoulders back. Soft warm golden-hour side light raking across from camera left, defining the muscles of her shoulders and chest with clean shadows, giving her skin a sun-kissed glow. The light catches the edge of her face and creates a subtle rim that reinforces her athletic energy.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/f02-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 3,
      "weighted_score": 7.2,
      "reason": "Striking features: sharp jawline, full lips, and intense amber eyes. Athletic build matches prompt well. However, she is looking off-camera, failing the lipsync eye contact requirement.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "f03",
      "persona_name": "Yujin",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Korean woman, eyes looking at camera, her mouth slightly parted. Mid-20s, soft-spoken idol-trainee energy, wearing a pastel lavender oversized hoodie that drapes gently off one shoulder.\n\nFace: long oval with a soft jawline and pointed chin, large doe eyes with a monolid and sharp inner corners that tilt slightly upward, warm deep-brown irises with a luminous quality, small rounded nose with a soft tip, full symmetrical lips with a defined cupid's bow, naturally groomed straight brows with a gentle arch, no makeup beyond a light tint. Distinctive feature: one small beauty mark just above the left corner of her mouth.\n\nHair: long and straight with the faintest wave, dark brown-black, parted down the middle, falling past her shoulders in a freshly-brushed state with soft interior light catching the strands.\n\nBuild: petite and slender with delicate collarbones visible at the neckline, narrow shoulders, graceful long limbs \u2014 dancer's posture even seated.\n\nSkin: porcelain with a cool undertone, dewy and luminous without shine, with visible fine pores and subtle facial asymmetry giving her a lived-in, unretouched quality.\n\nSetting and lighting: soft afternoon window light from camera left filtering through sheer curtains, creating diffused warm-golden side light that grazes her cheekbones and defines her profile without harsh shadow, a small cozy Seoul apartment bedroom visible slightly blurred in the background \u2014 small desk, string lights, minimal aesthetic.\n\nPose: sitting cross-legged on a bed, leaning slightly forward with a calm, approachable expression, natural and unguarded.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/f03-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.8,
      "reason": "Top 15%. Standouts: flawless dewy skin, large expressive doe eyes, and full symmetric lips with a subtle natural tint. Very strong K-beauty aesthetic.",
      "failure_tags": []
    },
    {
      "persona_id": "f03",
      "persona_name": "Yujin",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Korean woman, eyes looking at camera, her mouth slightly parted. Mid-20s idol-trainee energy, soft and approachable. Heart-shaped face with a gently rounded jawline, large doe eyes with a subtle monolid and distinctly sharp inner corners that give an alert, youthful intensity, deep warm brown irises with a subtle shine, straight nose with a soft rounded tip, small full lips with a natural gradient and delicate cupid's bow. Sparse feathered brows with a subtle natural arch. Long straight dark brown hair with a center part, falling softly past her shoulders with a freshly-washed silky sheen, a few pieces falling forward framing her face. Smooth luminous porcelain skin with a dewy finish, faint peachy undertone across her cheekbones, barely-visible fine texture and light pores. Wearing an oversized pastel lavender or cream hoodie, soft and slightly slouched. Seated by a window in a Seoul apartment or caf\u00e9, caught in soft afternoon window light filtering through translucent curtains, casting a gentle peachy-gold warmth across one side of her face while the other side holds cool shadow, creating subtle dimensionality without harsh contrast. Candid moment of serene contentment, neither smiling nor frowning, natural and unguarded. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/f03-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Above-average attractiveness. Standouts: flawless dewy skin texture and full, well-defined lips. Matches the K-beauty idol trainee persona perfectly. Eyes are visible and mouth is slightly parted.",
      "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, eyes looking at camera, her mouth slightly parted. Late 20s, slim build with delicate collarbones and defined shoulders, the kind of lean frame that comes from moving through the world with intention rather than time at a gym. Her hair is cropped short in a textured cut\u20143C tight coils with natural volume, slightly flattened on one side as if she's been leaning on her hand thinking, with a few wisps catching the light. Her face is a narrow oval with a sharp jawline, deep-set almond eyes with a slight downturned tilt, dark warm brown irises with an olive undertone, heavy natural lashes. Her nose is straight with a soft rounded tip, her lips are full and shapely with a slightly undefined edge, her eyebrows are straight and naturally thick with sparse grooming. A small dark beauty mark sits just above her left cheekbone. Slight freckles dust her nose bridge. She wears paint-stained denim\u2014indigo with white and ochre streaks across the thighs and a smudge of cadmium yellow on the cuff. She's seated by a north-facing window in a Brooklyn coffee shop, soft diffused skylight pooling cool and even across her face and shoulders, with a warm interior lamp glow bouncing softly off the brick wall behind her. Her expression is calm and present, slightly inward, the look of someone who has just looked up from a sketchbook. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/f04-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Above average. Two specific standouts: striking almond-shaped eyes with clear epicanthic folds, and full, well-defined lips. Matches the mixed Black-Japanese persona perfectly.",
      "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, eyes looking at camera, her mouth slightly parted. Late 20s, slim dancer's build with elegant collarbones and defined but delicate shoulders, long graceful limbs. Warm deep-brown skin with golden undertone.\n\nNarrow oval face with high, sharp cheekbones and a subtle pointed chin. Deep-set almond eyes with a slight downward tilt, rich warm mahogany-brown with flecks of amber, hooded lids with natural definition. Straight nose with a fine bridge and soft rounded tip. Full lower lip, thinner cupid's-bow upper lip, natural asymmetric mouth with a quiet reserved quality. Thick arched eyebrows, mostly natural with slight feathering. Close-set, sparse freckles across the bridge of her nose and upper cheeks \u2014 not full-face coverage, but enough to read as genuine.\n\nShort, tightly coiled natural hair, 3C-4A texture, rich deep brown with warm undertones, cropped close to the scalp in a shaped tapered cut that frames her face and shows the elegant line of her neck. A few coils catch light at the crown; the cut looks intentional, maintained, a few weeks grown in.\n\nWearing a faded vintage denim jacket, the fabric worn soft and pale indigo, with dried acrylic paint stains \u2014 burnt sienna and titanium white \u2014 across the cuff and one pocket. White linen t-shirt underneath. Small gold ear cuff on one ear.\n\nSitting at a caf\u00e9 window seat in dappled afternoon light, body angled slightly toward the camera but relaxed, one forearm resting on the table near a ceramic mug. The light is warm golden-hour sun filtered through caf\u00e9 glass and leafy shadows from the street, casting soft dappled patterns across her shoulder and face, creating gentle dimensional shadows under her cheekbones.\n\nExpression is calm and inward \u2014 not smiling, but present and peaceful. Contemplative, the look of someone mid-thought, watching the street or her own hands. Utterly unselfconscious.\n\nVisible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/f04-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 3,
      "weighted_score": 6.0,
      "reason": "Nice bone structure and clear skin with freckles, but the expression is a bit vacant and she is looking away from the camera. Good prompt match for the persona.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "f05",
      "persona_name": "Anya",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Polish woman, eyes looking at camera, her mouth slightly parted. Late 20s, fair porcelain skin with cool undertones, soft blonde waves falling just past her shoulders in loose natural texture\u2014freshly washed and drying. Round face with soft cheekbones, warm hazel eyes behind thin wire-rim round glasses slightly fogged from the indoor warmth, straight brows naturally sparse and fair, small straight nose with a rounded tip, full cupid's bow mouth with defined edges. A light sprinkling of faint freckles across the bridge of her nose and upper cheeks. Lean graceful build with sloping shoulders, delicate collarbones visible above a high-neck cream linen blouse tucked into a soft taupe linen cardigan, sleeves pushed up to her elbows. Sitting in a sunlit corner of an old library or study nook, surrounded by aged book spines and wooden shelves, soft diffused window light from her left side catching the wave texture of her hair with warm gold undertones and casting gentle shadows under her cheekbones. Candid, intimate moment\u2014the gentle composure of someone in their element among books. Visible skin texture and light pores, subtle facial asymmetry, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/f05-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 10,
      "weighted_score": 8.2,
      "reason": "Above average. Two specific standouts: full, well-defined lips and striking, clear eyes framed nicely by the glasses. Fits the cottagecore librarian vibe 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, eyes looking at camera, her mouth slightly parted. Late 20s, fair porcelain skin with cool undertones, soft blonde waves cascading past her shoulders in natural beachy texture, half-tucked behind one ear in an unstyled just-happened way. Oval face with a soft jawline, slightly rounded cheeks, and a gentle expression. Large round wire-rim glasses framing pale blue-gray eyes with a warm, intelligent gaze\u2014the kind of eyes that disappear into books. Small upturned nose with a rounded tip, delicate bow-shaped mouth, thin fair eyebrows with a gentle arch. A light spray of faint freckles across the bridge of her nose and cheekbones\u2014sparse, barely-there. Long graceful neck.\n\nWearing a cream linen cardigan layered over a high-neck ivory blouse with subtle texture, sleeves pushed up to her forearms. Sitting at a wooden library table scattered with old hardcover books, one palm resting flat on the table. Soft overcast window light from the left, diffused through white linen, warming the blonde in her hair with a subtle golden cast and casting her in gentle shadow that emphasizes the delicate line of her cheekbones. Late afternoon in a Brooklyn brownstone library corner, all wood shelving and amber spines just out of focus behind her.\n\nVisible skin texture and light pores, subtle asymmetry in her smile, candid documentary realism, no retouching.",
      "image_path": "images/iteration-0020/f05-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 10,
      "weighted_score": 8.0,
      "reason": "Above-average. Two specific standouts: striking pale blue eyes framed well by the glasses, and full, naturally shaped lips. Good facial symmetry, but overall vibe leans a bit plain/soft.",
      "failure_tags": []
    }
  ],
  "aggregates": {
    "male_count": 36,
    "female_count": 10,
    "male_attractiveness_mean": 7.083333333333333,
    "male_attractiveness_stdev": 0.924211375534118,
    "female_attractiveness_mean": 7.3,
    "female_attractiveness_stdev": 0.6403124237432849,
    "male_weighted_mean": 7.861111111111111,
    "female_weighted_mean": 7.88,
    "lipsync_adherence_mean": 8.478260869565217,
    "prompt_adherence_mean": 9.456521739130435,
    "failure_tag_histogram": {
      "soft_jawline": 3,
      "boyish_when_mature_intended": 1,
      "generic_face": 3,
      "narrow_shoulders": 5,
      "mouth_closed": 6,
      "wrong_age_range": 2,
      "awkward_expression": 2,
      "weak_frame": 3,
      "asymmetric_eyes": 1,
      "bad_skin": 1,
      "eyes_averted": 4
    },
    "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": "female attractiveness regressed beyond eps (-0.400 < -0.3)",
    "male_uplift": 0.05555555555555536,
    "female_drift": -0.40000000000000036
  }
}