{
  "iteration": 22,
  "timestamp": "2026-06-03T14:43:09",
  "wall_clock_seconds": 291.2,
  "prompt_snapshot_path": "prompts/iteration-0022.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, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with defined collarbones and sloping shoulders, wiry forearms visible. Soft medium-brown hair with a slight tousle, falling across his forehead and partially obscuring one eye in an unstyled, just-woke-up way. Narrow oval face with a sharp jawline, deep-set dark hazel eyes with a slight downturn at the outer corners, thin straight eyebrows with minimal grooming, a straight nose with a slightly pointed tip, and a small asymmetric mouth with a softer bottom lip. Fair cool-toned skin with sparse freckles across the bridge of his nose. A faint scar on his left cheekbone, barely visible but distinctive. Worn black hoodie or thin vintage band tee, sitting on the edge of an unmade bed in a dimly lit Brooklyn loft bedroom with exposed brick partially visible behind him. Warm tungsten side light from a nearby bedside lamp spilling across half his face, leaving the other side in soft shadow, catching the texture of his hair and defining the hollow beneath his cheekbones. The overall mood is introspective and still \u2014 a quiet moment between songs, not quite a smile, contemplative. Shot at chest-up framing, slight angle toward camera right, natural and unposed.",
      "image_path": "images/iteration-0022/m01-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two genuine standouts: sharp angular jawline with clean definition, and full naturally-parted lips with good symmetry. Brooding direct gaze sells the persona. Hard docked by narrow, weak shoulder frame and reads 20-22 not late-20s.",
      "failure_tags": [
        "narrow_shoulders",
        "weak_frame",
        "boyish_when_mature_intended"
      ]
    },
    {
      "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 20s, lean swimmer's build with sloping shoulders, defined collarbones visible through an unbuttoned linen shirt, wiry forearms. Narrow oval face with a sharp jawline, deep-set dark brown eyes with a slightly hooded lid, straight nose with a subtle hook at the bridge, thin asymmetric lips with a barely-there smile. Soft medium-brown hair with a slight wave, falling messily across his forehead and partially obscuring his left eye in a just-rolled-out-of-bed way. Fair skin with a neutral undertone, sparse freckles across the bridge of his nose. One small beauty mark below his left cheekbone. Thick straight eyebrows, mostly natural with a slight arch.\n\nSitting cross-legged on a worn wooden floor beside an electric guitar leaning against his shoulder, in a dim Brooklyn loft corner. Cool blue-hour window light from camera left mixing with warm amber from a single bare bulb overhead, creating soft cool-and-warm shadow play across his face and collarbones. Casual off-duty musician energy\u2014pensive, slightly tired, the look of someone who just stopped playing. Medium shot framing his torso and face, shot on an iPhone with soft grain and slight vignette.",
      "image_path": "images/iteration-0022/m01-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 6,
      "weighted_score": 7.8,
      "reason": "Sharp angular jawline, deep-set dark eyes with genuine brooding intensity, high visible cheekbones \u2014 3 clear anatomical standouts. Tousled brown hair frames face well but frame too obscured to count as fourth. Mouth nearly closed; faint smirk only.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "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, eyes looking at camera, his mouth slightly parted. Mid-20s, lean muscular build with broad V-tapered shoulders, defined upper chest visible through a fitted charcoal athletic tank, thick neck with visible sternocleidomastoid line, full forearms. Warm golden-brown skin with a subtle sun-kissed glow from Miami's climate.\n\nFace shape is a strong rectangular with a sharp jawline and prominent cheekbones. Deep-set dark brown eyes with a slight downturned outer corner and thick lashes \u2014 the kind that naturally read confident. Straight nose with a defined bridge and a rounded tip. Full lips with a slight asymmetric smirk, upper lip slightly thinner than the bottom, offset smile that hints at self-aware cockiness. Thick straight eyebrows, mostly natural, dark brown. Black hair, freshly cut fade with a slight textured top, perhaps still damp from a morning shower or post-gym rinse, tousled casually to one side.\n\nDistinctive feature: a small scar above his left eyebrow, thin and healed, the kind from a gym accident that somehow reads charming rather than rough.\n\nFramed from mid-thigh up, leaning against a weathered white concrete wall behind him \u2014 the kind found near Miami beach pavilions or outdoor gym areas. Golden-hour side light from camera right, warm and directional, casting a gentle shadow along his jawline and defining the musculature across his shoulders and chest. His posture is relaxed but present, one hand resting near his hip, comfortable in his own skin. Soft natural light with a bright, approachable energy \u2014 the guy who looks good in a text notification and makes you respond first.",
      "image_path": "images/iteration-0022/m02-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 7.4,
      "reason": "Defined jaw angle with clean facial symmetry and broad deltoid/shoulder development filling the tank top \u2014 two clear above-average standouts. Confident smirk reads exactly cocky-warm. Not scroll-stopping; no single feature pulls ahead into 8 territory.",
      "failure_tags": []
    },
    {
      "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 Mateo with warm olive skin and golden undertone, broad V-tapered shoulders and defined upper chest visible through a fitted athletic tank, thick neck with prominent sternocleidomastoid line, full forearms catching the light. Face shape is a soft square with a sharp jawline, warm deep-brown eyes set wide and slightly hooded with thick dark lashes, a straight bridge nose with a rounded tip, full cupid's bow mouth with a natural asymmetric ease to his smile, straight thick eyebrows with a confident natural arch. Dark wavy hair, 3B texture, tousled and slightly damp as if he just stepped out of the ocean, swept back from his forehead with a few pieces falling forward. A small scar above his left eyebrow and a single dimple on his right side when he smiles. He's wearing a fitted white athletic tank that hugs his chest and shoulders without being costume-tight, and sits on what looks like a driftwood bench or low oceanside wall, one forearm resting casually on his thigh, relaxed but composed. Soft golden-hour side light from camera left, warm and directional, defining the musculature and his jawline with gentle shadow, the ocean bokeh and pale sand visible soft-focused behind him. Overexposed sky, early evening beach light. Amateur iPhone portrait, candid and effortless, the energy of someone who is comfortable in his own skin and knows exactly how to hold a frame.",
      "image_path": "images/iteration-0022/m02-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.0,
      "reason": "Dark naturally wavy hair with strong texture, visible deltoid and arm definition in tank top \u2014 reads athletic. Warm expression but jawline is moderate/soft, not sharp. Above-average but nothing stops the scroll. Eyes averted, not meeting camera.",
      "failure_tags": [
        "eyes_averted",
        "soft_jawline"
      ]
    },
    {
      "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 subtle swimmer's build\u2014long limbs, sloping shoulders, defined collarbones visible through an open cream linen shirt layered under a charcoal cardigan, narrow waist. Soft monolid eyes with a warm deep-brown gaze and a slight downward tilt at the outer corner, giving him a contemplative ease. Straight brows, sparse and natural. Long oval face with a soft jawline, small nose with a rounded tip, thin lips with a subtle asymmetric dip on the left side. Dark brown hair, shoulder-length and slightly tousled as if he's been running his fingers through it while thinking, a few strands falling across his forehead. Faint ink smudges on his right index and middle fingers, the kind that come from hours of pen work. One small beauty mark just below his left cheekbone. Sitting at a wooden desk near a north-facing window, soft cool overcast morning light diffusing across his face and catching the fine texture of his cardigan. A few sketchbooks and ink bottles blurred in the background. Calm, unhurried expression\u2014the stillness of someone mid-thought. Photorealistic, amateur iPhone photography, intimate and unguarded.",
      "image_path": "images/iteration-0022/m03-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Defined angular jaw with clean bone structure, full naturally shapely lips that read as genuinely standout, and deep monolid eyes delivering a brooding off-guard intensity. Three clear anatomical wins. Cardigan+linen shirt, ink bottle, desk \u2014 near-perfect scene match.",
      "failure_tags": []
    },
    {
      "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 wiry runner's build\u2014sloping shoulders with defined collarbones visible through an open sage linen shirt layered under a cream wool cardigan, long forearms with faint charcoal and ink stains on his fingers and thumb. Soft monolid eyes with a slight hooded quality and warm deep brown irises, close-set and thoughtful, long straight brows barely groomed. Narrow oval face with a gentle jawline, small button nose with a rounded tip, thin cupid's-bow mouth. Sparse but visible freckles across the bridge of his nose and cheeks. Warm medium-depth skin tone with a neutral undertone. Black hair, shoulder-length with a center part, slightly tousled and falling across one side of his face in the way of someone who touches his hair while concentrating\u2014not styled, just present-moment bedhead from studio work. Sitting on a tall stool or perched on the edge of a work table in a soft-lit studio space. Soft overcast skylight from a north-facing window diffusing across his face and hands, cool and even, with a subtle warm bounce from a nearby fabric panel. Quiet, unhurried presence. Photorealistic, amateur iPhone snapshot, candid and intimate.",
      "image_path": "images/iteration-0022/m03-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two real standouts: brooding direct gaze with nicely shaped soft monolids carries genuine intensity; defined cheekbone structure gives the face angular character without harshness. Jawline is softer than ideal and lean frame isn't fully readable from this angle.",
      "failure_tags": [
        "soft_jawline"
      ]
    },
    {
      "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. Marcus is in his early 30s with a rich deep mahogany complexion and warm undertone. His face is an angular oval with sharp cheekbones, a defined jawline, and deep-set dark brown eyes with a slight downward tilt at the outer corners\u2014observant, patient eyes. His nose is straight with a refined bridge and a proportionate rounded tip. His mouth is wide with a fuller lower lip and an asymmetric slight-smirk quality even at rest. His eyebrows are straight and moderately thick, naturally groomed. His hair is closely cropped fade, dark and neat, with subtle texture at the crown.\n\nHe has a distinctive single deep dimple on his left cheek, visible even in a neutral expression. A thin scar runs along his right jawline\u2014barely noticeable, a lived-in mark. His build is lean but deliberately defined: broad shoulders tapering to a trim waist, visible sternocleidomastoid line, strong forearms with the sleeves of a fitted black dress shirt rolled to the elbows, revealing intricate geometric and script tattoos in black ink wrapping his right forearm. His neck is thick and proportional to his frame. His posture is upright, composed, at ease.\n\nHe is standing behind a polished mahogany bar counter in soft tungsten amber light from the backlit bottles, warm halation catching the edge of his left shoulder and illuminating his tattoos. A leather-bound philosophy paperback (worn spine) sits on the bar to his right, next to a rocks glass and fresh lime wedge. His expression is calm, present, the kind of stillness that comes from listening. Medium shot, waist-up, photographed with an iPhone's natural depth-of-field, slightly soft focus on the background bar interior. Photorealistic, amateur candid, warm and intimate.",
      "image_path": "images/iteration-0022/m04-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 4,
      "weighted_score": 7.4,
      "reason": "Sharp angular jawline with clean edge definition, high prominent cheekbones, lean athletic frame visible through fitted shirt with broad-shoulder-to-narrow-waist taper, and a brooding intensity in facial structure. Eyes clearly averted off-camera kills lipsync.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "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, warm deep mahogany skin with neutral undertone. Rectangular face with a sharp jawline, high cheekbones, and a slight forward-set prominence \u2014 strong but not aggressive. Deep-set dark brown eyes with a contemplative gaze, hooded lids with a natural thickness, close-set and slightly downturned at the outer corners. Straight nose with a defined bridge and a rounded tip. Full lips, symmetrical, with a subtle cupid's bow and a warm matte finish. Thick straight eyebrows, nearly full with a subtle arch, meticulously groomed but natural-looking. Dark hair cut close on the sides and back, slightly longer on top with a soft natural texture, neat and composed.\n\nDistinctive feature: a thin scar running vertically just below his left cheekbone, barely visible but present \u2014 the kind that reads as lived experience, not costume.\n\nV-tapered athletic build visible through a fitted black dress shirt with the sleeves rolled to mid-forearm, revealing detailed black-ink forearms tattoos \u2014 geometric or philosophical symbol work, deliberate and tasteful. Broad shoulders with defined chest visible at the collar, thicker neck with visible sternocleidomastoid definition, narrow waist relative to shoulder width. Long-limbed and composed posture.\n\nStanding behind a dark wood bar, leaning slightly forward with one forearm resting on the counter, the posture of someone mid-conversation or mid-listen. Soft tungsten bar light from the amber sconces above, warm and intimate, casting a gentle shadow along the jawline and defining the forearm definition. The background is slightly out of focus: the blurred silhouette of bottles and glassware.\n\nAmateur candid iPhone photo, soft focus background, slight grain, photorealistic. Calm, magnetic presence \u2014 the quiet confidence of someone who knows exactly who he is and what he's listening for.",
      "image_path": "images/iteration-0022/m04-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two clear standouts: angular high-cheekboned facial structure with a tapered defined jaw, and a direct, unflinching camera gaze projecting real intensity. Lean frame reads clean but shoulders aren't wide enough to push this to 8.",
      "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 with an angular face, sharp cheekbones, and a narrow oval structure with a pointed chin. Deep-set dark brown eyes with a slight downturn at the outer corners, close-set and intense. Straight nose with a defined bridge and slightly bulbous tip. Full lips with a natural asymmetry, the kind that breaks into an easy boyish grin. Dark brown wavy hair, shoulder-length and tousled with a lived-in bedhead texture, falling loosely across his forehead and one cheek.\n\nBroad shoulders and a lean but defined build with visible upper chest musculature through a faded black Nirvana band tee. Half-sleeve tattoos on one arm \u2014 black-ink line work with geometric and organic motifs \u2014 visible where the short sleeve ends. Ripped vintage blue jeans at the knees, showing bare skin underneath. Wrist bones visible, slender forearms with fine dark hair. A small scar visible along his left jawline, barely noticeable but real.\n\nSitting casually on the edge of a skate ramp, one knee bent, skateboard leaning beside him. Golden-hour side light from camera right, warm amber glow catching the texture of his hair and defining the sharp line of his jaw, with soft shadows pooling under his cheekbones and collarbone. The background is a blurred Brooklyn skate park, late afternoon, hazy and warm. Candid, un-posed, the kind of shot a friend would take between sessions. Photorealistic, amateur iPhone quality, imperfect and intimate.",
      "image_path": "images/iteration-0022/m05-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 7,
      "lipsync_adherence": 9,
      "weighted_score": 8.0,
      "reason": "Sharp defined jawline, voluminous wavy dark hair with strong texture and movement, deep-set dark eyes with direct intense gaze, olive Mediterranean skin with clean facial symmetry \u2014 legitimately top 15%. Half-sleeve tattoos barely visible (only a small forearm piece), no outright sweet smile.",
      "failure_tags": []
    },
    {
      "persona_id": "m05",
      "persona_name": "Dario",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Italian-American man, eyes looking at camera, his mouth slightly parted. Late 20s, lean but defined build with sloping shoulders and visible collarbones, the kind of wiry frame that comes from years of skateboarding\u2014no bulk, just precise muscle and long limbs. Warm olive skin with golden undertone.\n\nFace shape is a soft oblong with a slightly rounded jawline that softens his edges; narrow-set deep-set almond eyes in warm brown with flecks of amber, heavy-lidded with a tired but kind expression; straight nose with a soft rounded tip; full lips with a slight asymmetry, upper lip thinner than lower, and a small gap between his front teeth that shows when he smiles. Thick straight dark eyebrows with a natural matte finish, barely groomed. Half-sleeve tattoos visible on his right arm\u2014intricate line work and geometric patterns in black ink, fading slightly up the bicep.\n\nDark brown hair, 3A loose waves with a slight bedhead texture, longer on top and tucked behind one ear, the kind of grungy softness that looks like he just rolled out of bed or finished a skate session. Sparse light stubble across his jaw and upper lip, a small beauty mark just below his left cheekbone.\n\nWearing a faded vintage band tee (Black Sabbath or similar) with a few small holes in the collar, paired with ripped light-wash jeans torn at both knees, one knee showing skin. No shirt layering, just the tee hanging loose. Seated casually at the edge of a concrete ledge at a Brooklyn skate park, one knee bent, the other leg extended. Soft golden-hour side light from camera right, warm amber glow defining the planes of his face and catching the tattoo ink, with gentle shadows under his cheekbones and along his neck. The light is diffused and flattering, catching the texture of his hair. Background slightly out of focus, hints of concrete ramp and chain-link fence in warm-toned bokeh. Amateur iPhone-shot vibe, candid and unguarded.",
      "image_path": "images/iteration-0022/m05-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.8,
      "reason": "Sharp angular jawline with stubble definition, tousled wavy dark hair with natural texture/volume, warm amber-brown eyes holding direct gaze intensity. Golden-hour skin tone adds polish. No 'sweet boyish smile' \u2014 expression reads brooding, not sweet.",
      "failure_tags": []
    },
    {
      "persona_id": "m06",
      "persona_name": "Adrian",
      "persona_gender": "male",
      "seed": 1,
      "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, sharp jawline softening only slightly with age, a narrow oval face with a defined nose bridge and a strong chin. Deep-set dark brown eyes with an intense but calm gaze, thick straight brows that frame the eyes without being groomed to perfection. Black hair with silver threading at the temples and sides, swept back naturally with slight texture.\n\nBroad-shouldered V-tapered build visible beneath a charcoal suit jacket unbuttoned at the collar, revealing the defined upper chest and sternocleidomastoid line of a man who carries himself with quiet authority. Thick neck, strong forearms where the suit cuffs fall. Lean muscular frame with a narrow waist relative to the shoulders\u2014athletic without looking like he lives at the gym.\n\nFull lips with a subtle asymmetry to his smile, a small scar barely visible at his left temple adding character without drama. Olive skin with warm golden undertone and barely perceptible five-o'clock shadow along his jaw. Seated or standing in a composed posture\u2014relaxed enough to feel natural, controlled enough to telegraph confidence. Soft warm tungsten light from a nearby office lamp casting gentle directional shadows across his jawline and cheekbones, creating depth without harshness. Background slightly out of focus, hints of a high-rise window or neutral interior. The overall mood is protective, self-assured, approachable\u2014a man comfortable in his own authority.",
      "image_path": "images/iteration-0022/m06-seed1.png",
      "attractiveness": 9,
      "prompt_adherence": 10,
      "lipsync_adherence": 8,
      "weighted_score": 9.0,
      "reason": "Sharp angular jawline with clean stubble definition; deep-set dark brown eyes locked into camera with genuine intensity; silver-streaked wavy hair that reads distinguished not aging; broad shoulders framing visible sculpted chest through open suit. Top-5% scroll-stopper.",
      "failure_tags": []
    },
    {
      "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 silver threading at the temples, olive-toned skin with warm golden undertones, sharp-featured with a strong angular jawline and defined cheekbones. Dark brown eyes with an intense gaze, slightly hooded lids that read as knowing and composed. Straight nose with a refined bridge, full lips with a natural asymmetric smile. Thick dark eyebrows with a slight arch, groomed but natural-looking. Black hair swept back with intentional texture, silver catching light at both temples and scattered through the sides.\n\nWearing a charcoal wool suit jacket, unbuttoned at the collar, crisp white dress shirt open at the neck showing a hint of defined upper chest and thick sternocleidomastoid. Broad V-tapered shoulders, visible chest definition through the fabric, strong neck and forearms. Lean but muscular build with presence\u2014the frame of someone who manages his physique with discipline but doesn't broadcast it.\n\nSeated at a floor-to-ceiling window overlooking Chicago's skyline at dusk, blue-hour ambient light mixing with warm tungsten from a nearby table lamp, casting soft directional shadows across his jawline. His posture is relaxed but alert\u2014forearm resting on an armrest, one hand near his lap. Protective and measured energy without hardness. The shot is a natural medium shot, slightly candid, as if he turned toward you mid-conversation. Photorealistic, sharp focus, intimate and confident.",
      "image_path": "images/iteration-0022/m06-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp, angular jawline framed by salt-and-pepper stubble; deep-set dark eyes with heavy brows delivering compelling direct gaze; distinguished silver-streaked swept-back hair adding mature gravitas; broad visible shoulder frame. Three clear anatomical standouts \u2014 I'd message.",
      "failure_tags": []
    },
    {
      "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 golden-retriever boyfriend energy, warm open expression and an approachable sweetness. Oval face with a gentle jawline, large warm dark-brown eyes with a slight upturn at the outer corners, soft monolids with a barely-visible crease, a small delicate nose with a rounded tip, and full lips with a natural bow shape and a subtle smile. Long straight black hair with a slight tousle through the top layers, falling softly across his forehead and framing his face. Fair porcelain skin with a cool undertone and a light natural glow. Lean but defined build with sloping shoulders, visible collarbones, and an elegant upper frame \u2014 not muscular, but with a composed athletic quality. He's wearing an oversized cream knit sweater that drapes softly from his shoulders, sitting at a small cafe table with warm wood tones visible behind him. Shot from a slight chest-up angle. Soft golden-hour side light from camera left, casting warm amber tones across his face and the fabric of his sweater, with cool shadows defining the gentle contours of his cheekbones and jawline. The lighting has a gentle, intimate quality \u2014 like afternoon light filtered through cafe windows. Natural, candid, amateur iPhone photography with a slight soft focus that emphasizes his approachable warmth.",
      "image_path": "images/iteration-0022/m07-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.2,
      "reason": "Two standouts: naturally full lips with pink-toned definition; fine-pored clear skin catching warm golden side-light. Soft jawline and blank expression cap it at 7 \u2014 not the sweet open anime energy described.",
      "failure_tags": [
        "soft_jawline",
        "eyes_averted",
        "low_chemistry"
      ]
    },
    {
      "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 golden-retriever warmth in his expression. Narrow oval face with a gentle jawline, large round eyes in warm deep brown with a slight upward tilt at the outer corners, soft monolid with a subtle inner-corner crease, small straight-bridge nose with a rounded tip, full cupid's-bow mouth with a naturally sweet curve, straight thick eyebrows with a gentle arch. His dark brown hair is slightly tousled and freshly styled with a soft textured wave, falling across his forehead in a few loose strands. Lean swimmer's build with sloping shoulders, defined collarbones visible at the neckline, wiry but present musculature. Warm ivory skin with a neutral undertone and a light natural glow. Wearing an oversized cream-colored knit sweater that drapes softly around his frame. Seated in a quiet Tokyo cafe by a north-facing window, soft cool skylight diffused through the glass with a warm interior bounce from ambient cafe lighting, creating gentle shadows that emphasize his gentle features. Small ceramic cup on a wooden table in soft focus beside him. The overall mood is candid, unhurried, and inviting \u2014 the kind of person you'd want to have a long conversation with. Shot in a casual medium shot framing, natural and unstaged, slight film-grain texture from an iPhone photo.",
      "image_path": "images/iteration-0022/m07-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 7.6000000000000005,
      "reason": "Flawless porcelain complexion (genuinely zero blemishes), full well-defined lips, and naturally tousled dark hair framing the face cleanly \u2014 two solid standouts. Soft jawline with no angular definition caps the ceiling; pleasant but forgettable.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    },
    {
      "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 fighter's build with a V-tapered torso, broad shoulders, defined upper chest visible through a black fitted tank top, narrow waist, thick neck and forearms carved from years of grappling. Warm deep brown skin with a neutral undertone. Angular square-jawed face with high prominent cheekbones, a straight nose with a slightly squared tip, sharp jawline that cuts down to a pointed chin. Close-set dark brown eyes with a direct, piercing gaze softened by an unexpectedly gentle warmth. Full lips, symmetrical, with a slight natural curve \u2014 the kind that breaks into a disarming smile that contradicts his tough exterior. One ear noticeably cauliflowered from jiu-jitsu, the other clean \u2014 a visible marker of his sport worn without vanity. Straight thick eyebrows, dark, slightly furrowed in a natural resting state. Black short hair, close-cropped, slightly wet from a recent shower or training sweat, small beads of moisture catching light. Sparse dark facial hair, just a day's stubble along the jaw and upper lip. A thin faint scar above his left eyebrow, barely visible. Standing in a fight gym, concrete walls and heavy bags softly out of focus behind him, warm tungsten practical light from a ceiling fixture casting defined shadows along his jaw and collarbone, emphasizing the lean musculature without harshness. The light catches the sweat sheen on his shoulders. Candid iPhone portrait, alive and present, a man caught between the brutality of his sport and an quiet gentleness in his expression.",
      "image_path": "images/iteration-0022/m08-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 6,
      "lipsync_adherence": 7,
      "weighted_score": 6.800000000000001,
      "reason": "Two standouts: visibly athletic arm/shoulder musculature filling the tank, and an angular jaw with decent bone definition. Expression is flat/stoic rather than the described gentle smile; no cauliflower ear rendered. Above avg but not scroll-stopping.",
      "failure_tags": [
        "generic_face",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m08",
      "persona_name": "Renan",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Brazilian man, late 20s, eyes looking at camera, his mouth slightly parted. Narrow oval face with a sharp jawline, deep-set dark brown eyes with an intensity that softens at the corners, straight nose with a defined bridge, full lips with a naturally asymmetric smile\u2014the left side lifting slightly higher, giving him an unexpectedly gentle expression. Thick straight eyebrows, slightly asymmetric, one with a small scar line running through it. Black hair, short and textured, dark and close to the scalp, faint stubble along the jaw and upper lip.\n\nRenan's most distinctive feature is his left ear, visibly thickened and slightly cauliflower-textured from years on the mat\u2014a battle-worn mark that contrasts sharply with the gentleness in his smile. A small, pale-silver scar runs along his left cheekbone, barely visible but present.\n\nWiry, lean swimmer's build visible through a fitted black sleeveless tank top\u2014broad shoulders tapering to a narrow waist, defined collarbones and sternocleidomastoid line, visible upper chest definition and lean forearms corded with muscle from grappling. Not bulky, but every line speaks of constant athletic training and body control. Medium warm brown skin with a neutral undertone and the slight tightness of low body fat.\n\nHe's standing in a casual stop-and-talk pose in a fight gym\u2014cinderblock walls in soft out-of-focus gray behind him, rope or heavy bag visible in the shallow background. Late-afternoon golden side light from a high gym window to camera right, warm tungsten bounce from overhead gym lights catching the texture of his skin and the definition of his torso, creating subtle shadows across his chest and abdomen. The light is soft but directional, flattering the bone structure of his face while revealing the sinewy athleticism of his frame. Casual, unguarded, that split-second before or after a conversation starts\u2014the gentle smile already there.",
      "image_path": "images/iteration-0022/m08-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.2,
      "reason": "Warm symmetrical smile showing clean white teeth reads genuinely; lean athletic arms with visible deltoid/trap definition confirm fighter build; direct engaged eye contact. Soft jawline and boyish quality cap him at 7. No visible cauliflower ear per prompt.",
      "failure_tags": [
        "soft_jawline",
        "boyish_when_mature_intended"
      ]
    },
    {
      "persona_id": "m09",
      "persona_name": "Wyatt",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome white American man, eyes looking at camera, his mouth slightly parted. Early 30s, sun-weathered ranch hand with a deeply tanned face and dark stubble across a strong square jaw. Broad V-tapered shoulders visible under a faded burgundy flannel shirt, sleeves rolled to the elbows exposing defined forearms with light tan lines. Thick neck and prominent sternocleidomastoid. Narrow waist relative to shoulder width.\n\nFace shape: square with a sharp defined jawline and a slightly prominent chin. Deep-set dark brown eyes with a slight downturned outer corner, weathered crow's feet from years squinting in sun. Straight nose with a subtle bump mid-bridge and a squared-off tip. Thin top lip over a fuller bottom, asymmetric smile with a slight pull to the left. Straight dark brows, thick and sun-bleached slightly at the tips. Distinctive feature: a thin white scar running vertically down his left eyebrow, barely visible but real.\n\nDark brown hair, short and textured, tousled and slightly dry from sun exposure. Worn tan Stetson-style cowboy hat casting a shadow across his eyes and upper face. Stubble is dark and thick, a day or two of growth, rough texture visible.\n\nSeated on a weathered wooden fence rail in golden-hour late-afternoon light, warm amber side light from camera right raking across his face and shoulders, defining bone structure with soft warm shadows under the jawline and cheekbones. Muted dusty ranch setting with pasture and fence posts blurred behind. Candid, still, ready-to-talk posture. Amateur iPhone shot, soft natural light with slight halation from dust in the air.",
      "image_path": "images/iteration-0022/m09-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp angular jawline with stubble defining the lower face; deep-set dark eyes with thick lashes and hard direct gaze; broad shoulders visible even in relaxed seated posture. Genuinely top-15% \u2014 I'd swipe right.",
      "failure_tags": []
    },
    {
      "persona_id": "m09",
      "persona_name": "Wyatt",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome white American man, eyes looking at camera, his mouth slightly parted. Early 30s, weathered sun-tan with a copper undertone, strong square jaw softened by dark stubble. Broad V-tapered shoulders under a faded burgundy flannel shirt, sleeves rolled to the elbows showing forearms tanned and ropy from ranch work, narrow waist creating clear shoulder-to-hip taper. Thick neck with visible sternocleidomastoid definition.\n\nFace shape is masculine square with a prominent jawline; deep-set dark brown eyes with a slight downturned cast, hooded lids creating a guarded expression. Straight nose with a squared tip, fuller lower lip asymmetrically seated under a thinner upper lip. Dark brow hair, straight and thick, natural grooming state. Dark tousled hair, shoulder length, slightly longer on top with textured waves from a day's work and wind, one strand falling across his temple. Sparse but visible stubble across cheeks and jaw.\n\nSitting on a weathered wood fence rail, one boot propped on the lower rail, casual but grounded. Worn tan cowboy hat resting low on his head, shadow falling across the upper half of his face but not obscuring the forward gaze. Soft golden-hour side light from camera left, warm amber-orange kissing the planes of his face and picking up the copper in his tan, deep shadows defining the jawline and creating a lived-in, tired-but-steady energy.\n\nPhotorealistic, amateur smartphone capture, rural Montana setting with blurred sage brush and fence posts behind him. Candid stop-and-talk stillness, worn denim visible in the frame's lower edge.",
      "image_path": "images/iteration-0022/m09-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 8.0,
      "reason": "Sharp angular jawline with defined bone structure, dark intense deep-set eyes with brooding quality, broad shoulders with visible muscular forearms. Three clear anatomical standouts. Golden hour aids but bone structure holds up independently.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "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 swimmer's build with defined shoulders and visible upper chest beneath a fitted charcoal henley, narrow waist, long wiry forearms. Oval face with a sharp jawline, deep-set warm dark brown eyes with a slight downward gaze-tilt behind wire-rim glasses pushed casually up his nose, straight nose with a refined tip, thin lips with a subtle asymmetric smile. Thick straight black hair, freshly combed but one piece falling across his forehead, minimal facial hair\u2014light stubble only. Sparse but distinct eyebrows, straight and medium-thick. Small beauty mark on his right cheekbone. Seated at a wooden library desk scattered with open textbooks and notepads, shoulders slightly rounded toward an out-of-frame monitor, soft golden-hour side light from camera right streaming through tall library windows, warm amber glow defining his cheekbones and the fine hairs on his forearms, cool shadows under his eyes adding intellectual intensity. Overheard practical tungsten desk lamp casting a warm secondary glow on the paper in front of him. Natural, unselfconscious mid-study moment. Photorealistic candid photograph, slight grain, amateur iPhone vibe.",
      "image_path": "images/iteration-0022/m10-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 7,
      "weighted_score": 7.0,
      "reason": "Visible bicep/forearm definition through henley sleeves + warm dark eyes with genuine expressiveness = 2 legit standouts for the bookish-athletic combo. Soft jawline holds him from 8. Stops my scroll but doesn't stop my heart.",
      "failure_tags": [
        "soft_jawline",
        "eyes_averted",
        "wrong_age_range"
      ]
    },
    {
      "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, narrow oval face with sharp jawline, deep-set warm dark brown eyes with a slight downturned outer corner, thin straight eyebrows with a natural arch, small straight nose with a defined bridge and tapered tip, fuller lower lip beneath a thinner top, sparse light facial hair along the jaw suggesting a day or two of growth. Distinctive feature: a small raised mole on his right temple.\n\nLean swimmer's build with sloping shoulders, defined collarbones visible at the neckline, long forearms with subtle muscle definition, narrow waist. Wearing a fitted charcoal henley that skims his frame without excess fabric, sleeves rolled once at the wrist. Black wire-frame glasses pushed up into his dark thick hair, which is neat but slightly tousled\u2014freshly run-a-hand-through texture, dark brown-black with a subtle natural wave.\n\nSeated at a wooden library carrel in golden-hour light, soft warm side light from camera right pouring through tall windows and defining the planes of his face and collarbones with long shadows. Stacks of books and papers arranged on the desk surface, one open book near his hands. Expression is thoughtful and calm, the half-parted mouth and direct gaze suggesting he's just looked up from reading. Medium shot, slightly high angle, natural indoor depth of field. Photorealistic, amateur iPhone photography, warm and intimate.",
      "image_path": "images/iteration-0022/m10-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.6000000000000005,
      "reason": "Two clear standouts: thick wavy dark hair with natural texture, and warm direct eye contact that reads confident despite glasses. Jawline is present but soft-ish, not sharp. Athletic build hinted in sleeve-framed arms but seated shot undersells it.",
      "failure_tags": [
        "soft_jawline"
      ]
    },
    {
      "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 strong angular jawline softened only by day-old dark stubble, intense deep-set dark eyes with a slight downward gaze intensity, narrow straight nose with a defined bridge, and thin lips with an asymmetric edge to his mouth. Olive-toned skin with warm golden undertones. V-tapered build with visible broad shoulders and defined upper chest visible through rolled white chef's coat sleeves, thicker neck, full forearms bearing dark minimalist line tattoos \u2014 geometric patterns and small symbolic marks visible from mid-forearm down.\n\nDark hair, thick and slightly tousled as if from kitchen heat, short on the sides with more length on top, a touch of bedhead texture. Sparse but defined dark brows with a slight arch. One small scar along his left cheekbone, barely visible in certain light. His expression reads as focused and controlled, the kind of stillness that precedes action.\n\nFramed at medium-close-up, seated or standing at a kitchen prep station, warm tungsten halation from overhead kitchen pass lights casting sharp directional shadows that define his cheekbones and jawline, with cooler ambient blue-toned kitchen light filling the shadows. His chef whites are rolled at the cuffs, forearms fully exposed. The background is soft bokeh of stainless steel and out-of-focus kitchen equipment \u2014 tasting menu service in progress but frozen in this moment of intense focus.",
      "image_path": "images/iteration-0022/m11-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 7.6000000000000005,
      "reason": "Sharp angular jawline with dark stubble \u2014 genuine standout. Intense dark eyes with direct, penetrating forward gaze \u2014 second standout. Lean Mediterranean bone structure is present but not a clear third. Solid 7, doesn't quite earn the 8.",
      "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 jaw softened by day-old dark stubble, intense deep-set dark brown eyes with a penetrating gaze, straight nose with a slightly prominent bridge. Thick straight brows, nearly black with a natural arch. Jet-black hair, tousled and slightly damp from kitchen heat, styled back from his forehead with a few pieces falling forward. His face has an angular, magnetic intensity \u2014 high cheekbones, narrow through the temples, with subtle laugh lines at the corners of his eyes that hint at intensity and focus.\n\nV-tapered broad-shouldered build with defined upper chest and thick sternocleidomastoid visible where his rolled chef whites are unbuttoned at the collar. Tanned warm olive skin tone with a slight golden undertone. Both forearms visible with black minimalist line tattoos \u2014 geometric patterns, perhaps a chef's knife or maritime motif in subtle negative space \u2014 the kind of marks earned over years in serious kitchens.\n\nStopped mid-focus in a professional kitchen during service, soft warm tungsten task lighting from overhead with cool blue accent light from the pass, creating sharp shadows across his jawline and collarbone that underscore his concentration. The ambient glow is low, intimate, almost moody \u2014 the exact light of a Michelin kitchen at full intensity. His expression is calm, controlled, utterly present \u2014 the look of someone tasting a sauce for the first time, or watching a plate leave the pass.",
      "image_path": "images/iteration-0022/m11-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp angular jawline defined by dense stubble; deep-set dark eyes with heavy brow ridge delivering genuine intensity on the upward glance; lean high-cheekboned facial structure\u2014three specific standouts. I'd swipe right without hesitation.",
      "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, Seojun sits in a high-backed leather chair facing the window of his Seoul office tower, the city sprawling behind floor-to-ceiling glass in soft afternoon haze. Sharp, angular face\u2014high prominent cheekbones, narrow jawline with defined sternocleidomastoid line, cold deep-set eyes under straight brows, pale cool-toned skin with minimal warmth. Dark brown eyes, nearly black, slightly hooded with a penetrating stare. Straight bridge nose with a sharp, refined tip. Thin lips with a precise cupid's bow, rarely smiling. Black hair, sleek and swept back, not a strand out of place. V-tapered broad-shouldered build\u2014crisp navy wool suit jacket sits perfectly over a white dress shirt with the top button undone, subtle chest definition visible, thick neck, tailored to his frame. Reserved posture, one hand resting on the chair arm, composed and magnetic despite the stillness. Soft directional light from the office window\u2014cool afternoon Seoul light with warm tungsten from desk lamps creating subtle definition on one side of his face, emphasizing the sharp geometry of his features. Photorealistic, no styling, an unguarded moment captured in the boardroom.",
      "image_path": "images/iteration-0022/m12-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Clean angular jawline with sharp definition, dark intense eyes locked dead-on camera with quiet authority, and broad shoulders carrying the navy suit with a solid V-taper frame. Three clear standouts. No visible flaws. Genuinely would swipe.",
      "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 with a narrow oval face, high prominent cheekbones, and a defined angular jawline. Deep-set monolid eyes with a cool dark brown color and an intense downward gaze, thick straight brows positioned high and close together. Straight bridge nose with a sharp, refined tip; thin lips with a natural asymmetric curve, the lower lip slightly fuller. Black hair styled in a sharp undercut, dark strands swept back from his forehead with precise grooming, freshly cut edges visible at the nape. Cool porcelain skin with a slight olive undertone, immaculate complexion.\n\nBroad V-tapered build visible through a perfectly tailored navy wool suit jacket, defined shoulders filling the fabric, prominent collarbone visible at the open neck, thick sternocleidomastoid line, strong forearms where the cuff has pulled back slightly. Sitting or standing in a relaxed but composed posture near a floor-to-ceiling office window, one hand resting on the desk or his thigh.\n\nMedium framing, chest-up, face angled slightly toward camera but with a distant, composed expression\u2014the magnetic reserve of someone used to control. Cold overcast Seoul daylight streaming through the window behind him, creating cool-toned ambient fill with subtle shadows defining his bone structure, a faint warm practical desk lamp from the far side adding a whisper of tungsten warmth to one side of his face.\n\nPhotorealistic photograph, not retouched, with the quiet precision of a candid corporate headshot captured in a real moment.",
      "image_path": "images/iteration-0022/m12-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline with clean bone definition; heavy-lidded cold dark eyes with genuine piercing intensity; thick muscular neck signaling strong build visible under tailoring; smooth even skin with strong facial symmetry. Top 15%, would message.",
      "failure_tags": []
    },
    {
      "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, athletic but not bulky musculature, the physique of someone who paddles out at dawn every morning. Sun-bleached blonde hair with natural darker roots, medium length, tousled and salt-textured as if still damp from the ocean, pushed back casually from his forehead. Warm golden tan with the weathered salt-skin quality of someone who lives in the water\u2014slightly uneven tone across his shoulders and forearms from regular sun exposure. \n\nOval face with a slightly rounded jawline softened by his ease, warm hazel eyes with gold flecks and laugh lines at the outer corners, downturned slightly when relaxed. Straight nose with a natural bridge, sun-freckled across the bridge and cheekbones in a scattered but distinct pattern. Warm cupid's bow with fuller bottom lip, an authentic crinkled smile that reaches his eyes\u2014the kind of genuine smile that comes from contentment, not performance. Straight thick eyebrows, sun-bleached blonde and somewhat bushy, with a small natural gap mid-brow. A faint pale scar along his left temple, barely visible, the kind you'd notice only in certain light.\n\nWearing a faded navy rashguard or thin linen shirt, mostly unbuttoned and pushed back off one shoulder, salt-stiffened from a recent swim. Soft golden-hour sunrise light raking across the frame from the left, warm and diffused through light ocean mist, illuminating the texture of his sun-bleached hair and defining the sharp line of his collarbones. He's standing waist-deep in the shallows at a quiet Australian beach, the water glassy and pale turquoise behind him, morning sky blushing pink and amber above the horizon. Candid, unhurried, the feeling of a moment caught between the ocean and the workday ahead.",
      "image_path": "images/iteration-0022/m13-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Angular defined jawline with light stubble, tousled sun-bleached blonde wavy hair with genuine beach texture, lean muscular arms visible indicating real swimmer's build. Three named standouts clear the 8 bar. Would stop my scroll.",
      "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 and defined collarbones, athletic but not bulky upper body. Sun-bleached blonde hair with natural texture variations and salt-dried waves, tousled from a morning in the ocean, fair skin with a deep warm tan and salt-crusted texture across his shoulders and chest. Face shape narrow oval with a sharp jawline, almond eyes set wide and slightly crinkled at the corners, pale blue-green with golden undertones, straight nose with a slight hook at the bridge, warm full lips with an asymmetric smile and visible laugh lines framing his mouth. Sparse sun-lightened stubble across his jaw and upper lip, straight thick brows a few shades darker than his hair, a small white scar visible on his left cheekbone from an old surfboard ding. Wearing a faded sage-green rashguard with water still beading on the fabric, chest damp from the ocean. Standing knee-deep in shallow turquoise water at sunrise with the beach stretching behind him, golden-hour side light from the east painting his wet skin and hair in warm amber tones with cool blue shadows defining his cheekbones and the hollow of his throat, the light catching salt crystals on his shoulders. Amateur iPhone shot, candid and unposed, the natural ocean-morning glow giving him an easy, lived-in radiance.",
      "image_path": "images/iteration-0022/m13-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two clear standouts: piercing blue-green eyes that catch the golden light, and a warm symmetrical smile showing white teeth with genuine crinkle lines. Lean arms visible. Jaw decent but not sharp enough to push to 8. Forgettable at scroll speed.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "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, strong angular jawline, and deep-set dark brown eyes with a slight downturned outer corner that reads naturally skeptical. Straight nose with a defined bridge, thin upper lip over a fuller lower lip with an asymmetric smirk tugging one side higher. Thick straight eyebrows with a natural arch, nearly black. Slicked-back jet-black hair with a wet-look pomade finish, a few loose strands falling across his forehead in studied carelessness. Olive-toned skin with a cool undertone and light stubble across the jaw and upper lip.\n\nV-tapered build with broad shoulders visible beneath an open black designer leather jacket worn slouched and undone, white fitted dress shirt underneath with the top two buttons casually unfastened, chain pendant catching light at the collarbone. Defined upper chest and neck visible, full forearms with subtle veining. Lean but muscular throughout, narrow waist emphasized by the jacket cut.\n\nSeated at a low velvet banquette in a high-end Mayfair lounge, warm tungsten light from a brass table lamp on the far side casting directional shadows that carve the cheekbones and jawline, rich amber glow pooling across his torso while the background blurs into deep blues and blacks. His expression is cool, slightly detached, that bratty smirk intact \u2014 the candid moment of someone entirely comfortable being looked at. Shot from a medium-seated angle, chest-up framing, soft bokeh of bar bottles and low lighting in the background.",
      "image_path": "images/iteration-0022/m14-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline, thick arched dark brows adding real intensity, deep-set dark eyes with direct brooding gaze, lean cheekbone definition \u2014 4 clear standouts. The smirk actually lands. Genuinely top-15%, I'd swipe right.",
      "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, late 20s, eyes looking at camera, his mouth slightly parted. He has a sharp oval face with a prominent jawline, deep-set dark brown eyes with a slight downturned outer corner and heavy lids that give him a knowing, half-lidded look. His nose is straight with a slightly bulbous tip; his lips are defined with a natural asymmetric smirk playing at the corners\u2014fuller bottom lip, thinner top. High, well-groomed straight brows with a subtle arch. Dark slicked-back hair, jet black with a subtle blue undertone in certain light, styled back with product, a few pieces falling loose across his forehead in a careless way that reads intentional.\n\nV-tapered build, broad shoulders filling a designer black leather jacket worn unbuttoned over a fitted charcoal silk shirt with the top two buttons undone, revealing a glimpse of defined upper chest and a prominent collarbone. Thick neck, visible sternocleidomastoid line. Warm olive skin with a subtle golden undertone, flawless and glowing.\n\nDistinctive feature: a small beauty mark just below his left cheekbone.\n\nMid-length shot, slight three-quarter angle, leaning against a dark glass window or interior wall. Warm tungsten halation from a nearby table lamp casting directional light across camera left, defining his cheekbones and jawline while leaving one side in shadow\u2014classically moody. The background is softly blurred city lights and dark luxury interior, suggesting an upscale Mayfair nightlife setting. His expression is bratty, confident, slightly challenging\u2014the smirk of someone who knows exactly what he's doing and doesn't care if you approve.",
      "image_path": "images/iteration-0022/m14-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.6,
      "reason": "Sharp angular jawline with clear bone definition, dark deep-set eyes delivering genuine brooding intensity, high cheekbones on a lean face \u2014 model-tier bone structure. Three clear standouts. Smoulder reads more moody than bratty smirk but vibe still lands.",
      "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, eyes looking at camera, his mouth slightly parted. Early 30s, Devon is a Chicago firefighter with a broad V-tapered build\u2014wide shoulders tapering to a narrow waist, defined upper chest and sternocleidomastoid visible through his fitted station tee, thick forearms. His face is square with a strong angular jawline, warm deep-brown eyes set forward with an open gaze, a full nose with a rounded tip, and a wide easy smile with slight asymmetry. His skin is rich mahogany with a neutral warm undertone. Short natural hair, close-cropped and precise. A small scar runs along his left jawline, barely visible. He's standing in the station house garage bay, dappled morning light streaming through the high bay doors casting warm gold across his shoulders and face, with the soft shadow of the building defining his jaw. His expression reads approachable, confident, and genuinely at ease\u2014the warmth of someone who puts people at ease. Photorealistic, amateur iPhone moment, natural unstyled vibe.",
      "image_path": "images/iteration-0022/m15-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Defined angular jawline and warm genuine smile showing white teeth are clear standouts; broad shoulder width hints at athletic frame. Nothing stops the scroll but solidly above-average presence. No flagged weaknesses.",
      "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, Devon is a Chicago firefighter with a commanding V-tapered build\u2014broad shoulders tapering to a narrow waist, defined upper chest visible through his gray station tee, thick neck with pronounced sternocleidomastoid definition, forearms showing athletic muscle tone. His face is angular with a strong square jaw, warm soft brown eyes set wide and slightly deep-set, a full nose with a straight bridge and rounded tip, and an easy asymmetric smile with a slight dimple on his left side. His skin is deep mahogany with a warm neutral undertone. Short dark hair, closely cropped fade, natural and low-maintenance. Sparse facial hair\u2014a light stubble shadow across his jaw. A thin scar runs faintly along his right jawline, barely visible but real.\n\nHe's framed in the station house garage bay, leaning casually against a locker or equipment bench, relaxed and present. Soft directional morning light streams through the bay doors from camera left, warm and golden, defining the planes of his jaw and shoulders without harsh shadows\u2014the kind of daylight that reinforces quiet confidence. His expression reads approachable and grounded, the warmth of someone at ease in his own space, ready to talk. No firefighting gear visible, just the station tee and the everyday ease of a man in his element.",
      "image_path": "images/iteration-0022/m15-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline with strong geometric definition; broad muscular shoulders stretching the tee with visible arm mass; warm symmetrical face proportions; direct soft brown-eyed gaze conveying ease. Four clear anatomical standouts \u2014 earns the 8.",
      "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, poet's frame \u2014 narrow sloping shoulders, long lean limbs, wiry build with elegant negative space at the collarbones, no bulk whatsoever. Sharp high cheekbones, long dark lashes framing deep-set pale gray-blue eyes with a faraway quality. Narrow face with an angular jawline, straight nose with a refined bridge, thin lips with an asymmetric quirk at one corner. Dark brown hair, shoulder-length and tousled as if from running fingers through it, some strands falling across his forehead. Fair cool-toned skin with a slight olive undertone. Ink stains visible on his right index and middle fingers. Wearing a cream cardigan over a loose linen shirt that drapes without clinging, the fabric soft and lived-in. Seated in a Berlin cafe, late afternoon golden-hour side light from the left warming his profile and defining the sharp line of his jaw, cool shadows pooling under his cheekbones. The ambient is intimate and introspective \u2014 worn wooden table edge, a coffee cup slightly out of focus to his right, the cafe interior blurred behind. Amateur iPhone photograph, soft and candid, the expression quiet and contemplative, as if paused mid-thought. Photorealistic, not retouched.",
      "image_path": "images/iteration-0022/m16-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 4,
      "weighted_score": 7.2,
      "reason": "Sharp angular cheekbones, deep-set pale blue-grey eyes with real intensity, clean angular jawline on lean neck, and naturally tousled shoulder-length hair all nail the delicate-intellectual register convincingly. Eyes fully averted kills lipsync.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "m16",
      "persona_name": "Theo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome German man, eyes looking at camera, his mouth slightly parted. Late 20s, narrow oval face with sharp high cheekbones, long face shape, deep-set pale gray-blue eyes with heavy lids and thick dark lashes, straight nose with a refined bridge, thin lips with an asymmetric slight curve. Dark brown hair, shoulder-length with a tousled lived-in texture, falling across his forehead and framing his face in soft waves. Sparse dark eyebrows with a natural arch. Pale cool skin with barely-visible light freckles across the bridge of his nose \u2014 a small defining mark he doesn't try to hide.\n\nLean wiry build, intentionally angular, with narrow sloping shoulders, prominent collarbones, long forearms visible as his sleeves are rolled, ink stains on his fingers. Worn cream-colored wool cardigan layered over a loose linen shirt in natural ecru, the fabric draping softly on his slim frame without clinging. Seated in a Berlin cafe, leaning back in a wooden chair with the ease of someone who spends afternoons in cafes writing.\n\nSoft golden-hour side light from camera left, warm amber glow catching the edge of his profile and casting gentle shadows that emphasize the line of his jaw and cheekbones. The light is diffused and intimate, the kind that fills a cafe in late afternoon. Handwritten pages or a notebook visible on the table beside him, slightly out of focus. The photograph has the quiet, unguarded quality of someone caught mid-thought \u2014 amateur, natural, photorealistic, no studio sharpness. The aesthetic is delicate intellectual, precise and lean, every detail serving a mood of quiet intensity rather than physical presence.",
      "image_path": "images/iteration-0022/m16-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.8,
      "reason": "Sharp, prominent cheekbones at genuinely editorial level; light blue-grey eyes with quiet intensity; angular defined jawline on lean face. Slim frame and tousled shoulder-length hair land the 'delicate intellectual' aesthetic cleanly. Slightly boyish but it works for the persona.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "m17",
      "persona_name": "Sangwoo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, mid-20s, with a lean philosopher's frame\u2014narrow sloping shoulders, delicate collarbones visible at the neckline, long elegant limbs that read as intellectual rather than athletic. Eyes looking at camera, his mouth slightly parted. Soft monolid eyes with a gentle, careful expression; warm dark brown irises with a slight downward gaze softness. Round wire-rim glasses catching diffuse light. Face shape narrow and angular, a long oval with high cheekbones and a defined jawline tapering to a small pointed chin. Straight nose with a refined bridge and narrow tip. Thin lips with a subtle cupid's bow, naturally pale pink, a touch asymmetric in his half-attentive expression. Black hair in a perfectly styled middle part, sleek and straight, falling just past his ears with a few strands catching the light. Pale cool porcelain skin with an almost translucent quality. Wearing a fitted off-white linen shirt buttoned to the collar, the fabric draping softly over his narrow frame. Seated or leaning in a quiet library reading room or small independent bookshop, surrounded by soft warm window light diffusing through paper-thin curtains, creating pale gold gradients across his face and hands. The ambient is hushed, intimate, late afternoon. Candid amateur photograph, gentle imperfect framing, photorealistic, no styling or makeup visible\u2014the unguarded quiet of someone lost in thought before noticing the camera.",
      "image_path": "images/iteration-0022/m17-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.2,
      "reason": "Two standouts: full well-shaped naturally pigmented lips; uniformly clear pale skin with zero blemishes. Soft jawline and intentionally narrow frame prevent higher score. Gaze slightly off-camera. Hair side-parted, not middle-parted as specified.",
      "failure_tags": [
        "eyes_averted",
        "soft_jawline",
        "narrow_shoulders"
      ]
    },
    {
      "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, with a lean philosopher's build\u2014narrow shoulders, slim torso, elongated limbs, the opposite of athletic bulk\u2014sitting in a quiet corner of a bookshop with his eyes looking at the camera, his mouth slightly parted. Soft monolid eyes with a gentle, careful expression behind wire-rim round glasses; black hair perfectly styled in a deliberate middle part, catching faint light. His face is long and angular, with high cheekbones, a straight nose with a refined bridge, and thin lips that suggest restraint and precision. Pale cool-toned skin without warmth. He wears a fitted off-white linen shirt buttoned to the collar, the fabric draping cleanly over his narrow frame. Around him, wooden shelves and spines of philosophy volumes; he sits with the posture of someone at ease in solitude. Soft golden-hour window light from camera left diffuses through old glass, casting gentle warm shadows across his jawline and collar, while cooler ambient fills the shadows. The photograph has the candid, unguarded quality of an iPhone snapshot\u2014slightly soft focus, natural grain, imperfect framing that catches the corner of a book spine. His expression reads as present but distant, a scholar pausing mid-thought.",
      "image_path": "images/iteration-0022/m17-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 7,
      "weighted_score": 7.0,
      "reason": "Two clear standouts: well-defined angular jaw for East Asian features giving real facial structure, and clean even pale complexion with zero blemish distraction. Hair is tousled not middle-parted; shirt open at collar, not buttoned up as specified.",
      "failure_tags": [
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m18",
      "persona_name": "Cassian",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome mixed-race man, late 20s, with a dancer's precise build\u2014long lean limbs, narrow waist, defined-but-not-bulky musculature, sloping shoulders with elegant negative space, dancer's posture. Eyes looking at camera, his mouth slightly parted. Sharp high cheekbones, expressive deep-set dark eyes with a slight downward tilt, full soft lips with a subtle asymmetry to his smile, straight nose with a refined bridge. Dark hair pulled back in a neat low ponytail, a few loose strands framing his face. Pale warm undertone skin. Mid-stretch at a sunlit NYC dance studio, one arm extended overhead in a languid reach, the other resting on his thigh, torso angled to show the elongated line of his side and ribs. Soft golden-hour side light streaming through tall studio windows from camera left, warm amber glow defining his cheekbones and the lean planes of his chest visible through a thin gray tank top. Marley flooring and a wooden ballet barre soft-focused in the background. Candid, intimate, effortless\u2014the photograph of a body in conversation with space.",
      "image_path": "images/iteration-0022/m18-seed1.png",
      "attractiveness": 5,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 6.2,
      "reason": "Lean dancer frame fits persona but reads underweight rather than elegantly elongated. Face is plain: soft jawline, no cheekbone definition worth noting, blank-neutral expression with no magnetic pull. Dark eyes are present but not animated enough to qualify as a standout.",
      "failure_tags": [
        "soft_jawline",
        "awkward_expression",
        "low_chemistry",
        "weak_frame"
      ]
    },
    {
      "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, eyes looking at camera, his mouth slightly parted. Late 20s, lean dancer's build with long limbs, sloping shoulders, defined collarbones, and a narrow waist \u2014 athletic but deliberately non-bulky musculature with the elongated grace of a contemporary dancer rather than gym-built frame. Sharp high cheekbones with a narrow oval face, deep-set dark brown eyes with an intense but soft gaze, full symmetrical lips, straight nose with a defined bridge. Thick dark eyebrows, slightly arched and well-groomed. Black hair pulled back in a neat low ponytail, a few loose tendrils framing his face. A subtle beauty mark just below his left cheekbone. Warm olive skin with a golden undertone.\n\nMid-stretch in a sunlit dance studio, one arm extended overhead in a languid motion, the other at his side, torso angled in controlled elongation. Wearing a fitted black tank top that shows his collarbones and the defined lines of his upper body without bulk. Marley flooring visible beneath him, a wooden ballet barre softly out of focus in the background. Golden-hour side light from the tall studio windows, warm and directional, casting precise shadows that trace the line of his jawbone and emphasize the dancer's precision of his posture. Soft amber glow on his skin. The mood is quiet, concentrated, graceful \u2014 a moment of stillness mid-rehearsal. Photorealistic, amateur candid iPhone photography, natural and unposed despite the clear artistic intent.",
      "image_path": "images/iteration-0022/m18-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.0,
      "reason": "Two clear standouts: razor-sharp cheekbones catching visible shadow definition in the golden light, and dark expressive eyes locked at camera with quiet intensity. Lean neck and elongated arm line read elegantly. Slightly boyish overall face keeps this at 7 rather than 8.",
      "failure_tags": [
        "mouth_closed",
        "boyish_when_mature_intended"
      ]
    },
    {
      "persona_id": "f01",
      "persona_name": "Hannah",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful white American woman, eyes looking at camera, her mouth slightly parted. Mid-20s, soft oval face with a pointed chin, warm porcelain skin with cool undertones, light spattering of freckles concentrated across the bridge of her nose and upper cheeks. Deep hazel eyes with a warm golden-green cast, wide-set and round, with barely-there fair eyebrows in a gentle arch. Small straight nose with a rounded tip, full but undefined cupid's bow mouth. Mid-length auburn hair, 2B soft waves with a warm chestnut undertone, pulled half-up in a loose claw clip with wispy tendrils framing her face; freshly brushed, lived-in texture. Slight asymmetric smile, one-sided dimple on her left cheek.\n\nSitting by a coffee shop window in Austin, wearing an oversized cream linen cardigan over a thin white cami, cardigan draped casually off one shoulder. Soft diffused window light from camera left, warm golden-hour afternoon glow filtering through the glass and illuminating her face with gentle shadows under her cheekbones, creating a calm bookish intimacy. Her expression is serene and slightly distracted, as if she's just looked up from a book. Candid, amateur iPhone photography, shallow depth of field, warm color grading, natural imperfect framing.",
      "image_path": "images/iteration-0022/f01-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Warm copper-auburn hair catching window light is genuinely distinctive; light green-hazel eyes with natural lashes add real contrast; freckle scatter across nose/cheeks gives the face character. Pretty but not scroll-stopping \u2014 just above average, not top 15%.",
      "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 woman, eyes looking at camera, her mouth slightly parted. Mid-20s with a soft oval face, light honey-hazel eyes with a warm undertone, a small sprinkle of freckles across her nose and upper cheeks, delicate straight eyebrows, and a gentle cupid's bow mouth. Her auburn hair is shoulder-length with natural waves, pulled into a loose half-up style with a few wisps framing her face, catching the light with a burnished copper tone. She has a light complexion with warm peachy undertone and a calm, approachable expression. She's wearing an oversized cream cardigan over a thin ivory cami, the neckline soft and unstudied. Sitting by a coffee shop window, mid-morning, with soft warm golden light diffusing through the glass and illuminating one side of her face, creating gentle shadows that define her cheekbones and the small gap between her front teeth visible in her relaxed parted lips. The background is soft bokeh of the cafe interior\u2014warm wood tones and out-of-focus customers. Her posture is naturally settled, as if she's just paused mid-conversation, one hand resting near a coffee cup on the table. Amateur iPhone photograph, soft and candid, no makeup or minimal makeup, the whole frame radiating quiet, bookish warmth.",
      "image_path": "images/iteration-0022/f01-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Rich copper-auburn hair is a genuine scroll-stopper; light freckles on porcelain skin add rare character; full naturally-pink lips with clean shape; elegant bone structure with good cheekbone definition. Hair is fully down, not half-up as specified \u2014 minor persona miss.",
      "failure_tags": []
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, late 20s, eyes looking at camera, her mouth slightly parted in a confident half-grin. Athletic toned build with broad shoulders tapering to a narrow waist, defined upper chest and collarbones visible through a fitted white racerback tank top, full biceps catching light. Warm medium-brown skin with golden undertones. Oval face with high cheekbones, deep-set almond eyes in warm dark brown with subtle gold undertones, straight nose with a soft rounded tip, full asymmetric smile with a slight gap between her front teeth lending an impish edge. Thick arched brows, feathered and natural. Dark glossy hair pulled back into a high tight ponytail, a few face-framing pieces loose around her temples. Small delicate black-ink tattoo on her inner right forearm \u2014 a minimalist design barely visible in this angle. Skin has a subtle radiant sheen from exertion or warmth. She's in a modern bright gym space with mirrored walls behind her, standing at a three-quarter angle with her weight shifted to one side, one hand casually resting near her hip \u2014 the posture of someone utterly at ease in her own space. Warm golden-hour side light streaming through tall windows to camera right, defining the planes of her face and shoulders with soft warm shadows, creating a gym-studio hybrid feel. Soft overexposed highlights on her shoulders and the tank top fabric. Shot from chest-up, relaxed frame, amateur iPhone energy \u2014 the exact moment before or after a coaching session, confident and grounded.",
      "image_path": "images/iteration-0022/f02-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 8.0,
      "reason": "High cheekbones with subtle hollows, warm brown almond eyes well-framed by lashes, full naturally-pigmented lips, lean toned arms with clean shoulder definition \u2014 hits 4 clear standouts. No forearm tattoo visible.",
      "failure_tags": []
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, eyes looking at camera, her mouth slightly parted. Late 20s, warm bronze skin with golden undertone, athletic and toned physique with defined shoulders and upper back visible through a fitted sports bra top, narrow waist, and sculpted arms. Her face is a soft oval with high cheekbones, deep-set warm brown eyes with a slight downturned shape, a straight nose with a rounded tip, and full lips with a natural asymmetric smile that reads confident and knowing. Her dark hair is pulled back in a tight high ponytail, a few wispy strands framing her face. Her eyebrows are thick and straight, barely groomed. A small single-line tattoo on her inner left forearm, abstract and minimal. Her expression is cocky-warm, one eyebrow slightly raised, that just-crushed-a-workout glow without sweat. Shot as a medium shot from the torso up in a gym or bright studio space, warm directional light from camera left defining the musculature of her shoulders and collarbones, casting soft shadows along her jawline. The vibe is unguarded confidence, like she just caught her reflection mid-stride and held the moment\u2014no vanity, all presence.",
      "image_path": "images/iteration-0022/f02-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 6,
      "weighted_score": 7.8,
      "reason": "Dark almond eyes with strong arched brows, visible ab definition on a genuinely lean athletic frame, high cheekbones with clean facial definition \u2014 three clear standouts. Cocky half-smirk reads exactly as described. Gaze slightly off-camera and lips only barely parted.",
      "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 with a soft, approachable presence and dewy luminous skin with a barely-visible light texture. Large round doe eyes with distinctly sharp inner corners and a warm dark-brown iris, the gaze gentle but attentive. Narrow oval face with soft cheekbones and a small delicate nose with a rounded tip. Full lips with a defined cupid's bow, naturally tinted and symmetrical. Long straight dark-brown hair with a center part, falling past her shoulders with a healthy shine and a freshly-washed softness. Fine feathered eyebrows with a natural arch. A single small beauty mark just above her right lip.\n\nWearing an oversized pastel-pink fuzzy hoodie that drapes softly off one shoulder, the fabric catching light warmly. Seated on the edge of a minimalist white platform or low bed, one leg tucked beneath her, the other extended naturally. Soft golden-hour afternoon light streaming through a large window on camera left, creating a warm peachy glow that catches the side of her face and illuminates the fine hairs around her profile, while cool shadow shapes define the subtle geometry of her jaw and collarbones. The background is softly out of focus\u2014a Seoul apartment interior with pale walls and soft furnishings. Her expression is calm, slightly pensive, with the gentle energy of someone between practice sessions, candid and unguarded. Medium shot, slight three-quarter angle to camera. Photorealistic, natural-light amateur aesthetic, no makeup visible beyond the dewy skin itself.",
      "image_path": "images/iteration-0022/f03-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Three clear standouts: large doe eyes with visible natural depth and clean lash line; luminous, even-toned dewy skin with no visible texture issues; full, naturally pigmented lips. Clean small-face proportions reinforce K-beauty idol archetype convincingly.",
      "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 with a soft, gentle presence and dewy luminous skin with a subtle peachy undertone. Large doe eyes with sharp inner corners and a slight upturned tilt, warm dark-brown irises, double-lidded with a natural crease. Soft round face with high rounded cheekbones and a small delicate nose with a rounded tip. Full lips with a subtle cupid's bow, naturally rosy undertone, lower lip fuller than the upper. Straight thick eyebrows with a gentle arch, dark brown with a natural groomed finish. Long dark hair past her shoulders, very straight with a slight glossy sheen, center-parted, a few pieces framing her face softly. Small beauty mark just above her right upper lip. She's wearing an oversized pastel lavender hoodie that drapes loosely, the neckline soft and relaxed. Seated casually near a window, soft overcast Seoul afternoon light diffused through gauzy curtains, casting a cool-toned even glow that emphasizes her skin's luminosity. Relaxed, approachable expression\u2014the gentle energy of someone between a vocal lesson and a practice room break. Photorealistic amateur smartphone shot, natural imperfect framing, intimate and candid.",
      "image_path": "images/iteration-0022/f03-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Clear dewy complexion with natural rosy mid-cheek flush; large warm-brown eyes with good symmetry. Two real positives, but soft rounded facial structure and no sharp defining feature \u2014 pretty but not a scroll-stopper.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    },
    {
      "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 twenties, slim build with long dancer's lines and defined collarbones, narrow oval face with high prominent cheekbones, deep-set almond eyes with a warm mahogany-brown hue and a subtle hooded lid, straight nose with a refined bridge and softly tapered tip, full cupid's bow with a slightly undefined edge and natural lip color, thin arched eyebrows with a gentle curve and light feathering. Her 3B textured hair is cropped short and close to her head in a wash-and-go state, with some curl definition catching light at the crown, warm undertone reading through the darker strands. A single small paint smudge of ultramarine blue on her left cheekbone. Wearing a well-worn oversized denim button-up, paint-stained across the cuff and hem, sleeves rolled to her elbows, revealing lean forearms. Seated at a small wooden cafe table by a window, soft diffused morning light filtering through sheer curtains with a cool blue-hour quality, creating gentle shadows that define her jawline and emphasize her calm, focused presence. She has the quiet magnetism of someone deep in thought, a pencil tucked behind one ear. The background is softly blurred with warm cafe tones\u2014cream walls, the edge of a ceramic mug. Shot from a medium close-up, slightly offset frame, the kind of photo a friend might capture while she's lost in sketching. Photorealistic, amateur iPhone aesthetic, natural imperfect lighting.",
      "image_path": "images/iteration-0022/f04-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.0,
      "reason": "High defined cheekbones with subtle hollows, clear warm-toned skin, distinctive beauty mark on lower cheek \u2014 three specific positives. Understated overall; no single scroll-stopping feature elevates it further. Expression reads calm but blank.",
      "failure_tags": [
        "eyes_averted",
        "low_chemistry"
      ]
    },
    {
      "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 build with defined collarbones and a dancer's posture, seated at a small caf\u00e9 table by a north-facing window.\n\nNarrow oval face with high, prominent cheekbones, deep-set almond eyes with a warm mahogany-brown color and a subtle inner-corner crease, and a straight nose with a rounded tip. Full lips with a defined cupid's bow, slightly wider than average. Sparse but deliberate eyebrows, dark and feathered, with a natural shape. Her most distinctive feature: a small, asymmetric beauty mark just above her left cheekbone, visible when the light catches it right.\n\nHer hair is a rich dark brown with warm undertones, cropped close to her head in defined 3B coils\u2014freshly shaped and textured, with a subtle fade on one side. A few coils catch the light and frame her face softly.\n\nShe's wearing a well-worn oversized denim jacket with visible paint stains in pale ochre and cerulean blue across the left sleeve and cuff\u2014evidence of her studio time. A neutral cream linen shirt underneath. Her hands rest on the table, and her left index finger has a small dried paint smudge near the knuckle.\n\nThe scene is lit by soft, cool north-facing window light that diffuses across her face and shoulders without harsh shadows, with a warm interior bounce from the caf\u00e9's amber-toned wood countertop behind her. Her expression is calm and present\u2014not quite smiling, but at ease, the kind of focused quiet that suggests she's about to sketch something in the leather journal visible at the table's edge. The photo has the texture and slight color cast of an iPhone shot, candid and unposed.",
      "image_path": "images/iteration-0022/f04-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.0,
      "reason": "Symmetrical face with clean bone structure and subtle cheekbone definition; dark almond eyes with a direct, composed gaze that holds attention. Full lips with natural tone. Above average but not scroll-stopping. Mouth reads essentially closed.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "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 twenties, fair porcelain skin with cool undertones, soft blonde waves cascading past her shoulders with a tousled just-brushed texture. Narrow oval face with high cheekbones, a small pointed chin, and a gentle expression. Deep-set pale blue-gray eyes with a slight downturned shape and thin fair brows, straight-bridged nose with a delicate rounded tip, and a small bow-shaped mouth with a fuller lower lip. A single light freckle sits above her right lip\u2014her only distinctive mark. Wire-rim round glasses with clear lenses perched on her nose.\n\nShe wears a cream cable-knit cardigan layered over a high-neck ivory linen blouse with subtle pin-tucks, sleeves visible just past her wrists. The cardigan is slightly oversized and worn casually open. She's seated by a north-facing window in what looks like a small Brooklyn apartment, soft cool overcast skylight diffusing across her face with a warm interior lamp glow bouncing from the left side, creating gentle shadows that define her jawline without harshness. Behind her, a blurred bookshelf spine and warm cream walls suggest a cozy reading nook. Her posture is relaxed but present\u2014the kind of pause mid-thought you'd catch if she'd just looked up from an open book.",
      "image_path": "images/iteration-0022/f05-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two standouts: clear pale-blue eyes framed by the round metal glasses are distinctive; fair, even skin with minimal blemishes is the second. Soft jawline and flat neutral expression cap the ceiling \u2014 pleasant but not scroll-stopping.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    },
    {
      "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 framing a narrow oval face with a gently rounded jawline. Wide-set gray-blue eyes with a subtle inner-corner crease, soft and inquisitive behind delicate wire-rim round glasses; thin arched eyebrows, barely-there and natural. Small upturned nose with a rounded tip, full soft lips with a defined cupid's bow and a barely-there beauty mark above the right corner of her mouth. Her expression is warm and slightly dreamy, as if she's just looked up from a book.\n\nAnya wears a cream cable-knit cardigan layered over a vintage high-neck cream blouse with tiny mother-of-pearl buttons; the neckline frames her delicate collarbones and creates a soft, modest silhouette. Her build is lean and graceful\u2014sloping shoulders, long neck, the kind of understated elegance that reads as thoughtful rather than athletic. Her blonde hair is loose in soft natural waves, slightly tousled as if she's tucked a strand behind one ear a moment ago, catching overcast indoor light.\n\nShe's seated by a tall library window, shot from the waist up in soft cool daylight diffused through the glass, with warm interior ambient light from a brass reading lamp visible on a far shelf behind her, creating gentle golden halos in her hair. The background is softly blurred wood shelving. The mood is quiet, intimate, candid\u2014a moment stolen between cataloging books, utterly unguarded and present. Shot on an iPhone with natural color grading, no filter.",
      "image_path": "images/iteration-0022/f05-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.0,
      "reason": "Pale blue irises genuinely pop behind the wire frames \u2014 real standout. Natural blonde waves add texture and warmth. Overall pleasant but the jawline is soft and nothing else stops the scroll beyond those two features.",
      "failure_tags": [
        "eyes_averted",
        "soft_jawline"
      ]
    }
  ],
  "aggregates": {
    "male_count": 36,
    "female_count": 10,
    "male_attractiveness_mean": 7.472222222222222,
    "male_attractiveness_stdev": 0.6866226163504597,
    "female_attractiveness_mean": 7.4,
    "female_attractiveness_stdev": 0.4898979485566356,
    "male_weighted_mean": 7.699999999999999,
    "female_weighted_mean": 7.659999999999999,
    "lipsync_adherence_mean": 7.521739130434782,
    "prompt_adherence_mean": 8.565217391304348,
    "failure_tag_histogram": {
      "narrow_shoulders": 2,
      "weak_frame": 2,
      "boyish_when_mature_intended": 3,
      "mouth_closed": 4,
      "eyes_averted": 11,
      "soft_jawline": 12,
      "low_chemistry": 8,
      "generic_face": 2,
      "wrong_age_range": 1,
      "awkward_expression": 1
    },
    "axes": [
      [
        "attractiveness",
        0.6
      ],
      [
        "prompt_adherence",
        0.2
      ],
      [
        "lipsync_adherence",
        0.2
      ]
    ]
  },
  "baseline_metrics": {
    "male_count": 36,
    "female_count": 10,
    "male_attractiveness_mean": 7.027777777777778,
    "male_attractiveness_stdev": 1.1422713997195606,
    "female_attractiveness_mean": 7.7,
    "female_attractiveness_stdev": 0.45825756949558405,
    "male_weighted_mean": 7.883333333333334,
    "female_weighted_mean": 8.440000000000001,
    "lipsync_adherence_mean": 9.130434782608695,
    "prompt_adherence_mean": 9.369565217391305,
    "failure_tag_histogram": {
      "awkward_expression": 4,
      "generic_face": 2,
      "bad_skin": 2,
      "extreme_close_up": 1,
      "mouth_closed": 5,
      "styling_dominates": 1,
      "narrow_shoulders": 2,
      "soft_jawline": 1,
      "uncanny": 5,
      "bad_grooming": 1,
      "asymmetric_eyes": 1,
      "weak_frame": 1,
      "boyish_when_mature_intended": 1
    },
    "axes": [
      [
        "attractiveness",
        0.6
      ],
      [
        "prompt_adherence",
        0.2
      ],
      [
        "lipsync_adherence",
        0.2
      ]
    ]
  },
  "eps": 0.3,
  "pass": false,
  "pass_reason": {
    "fail_reason": "lipsync adherence regressed beyond eps (-1.609 < -0.3)",
    "male_uplift": 0.44444444444444464,
    "female_drift": -0.2999999999999998,
    "lipsync_drift": -1.608695652173913
  }
}