{
  "iteration": 24,
  "timestamp": "2026-06-03T15:12:19",
  "wall_clock_seconds": 310.2,
  "prompt_snapshot_path": "prompts/iteration-0024.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 wiry upper arms visible through a worn charcoal henley, narrow shoulders with elegant length through the neck.\n\nNarrow oval face with a sharp jawline and high cheekbones, deep-set dark brown eyes with a slight downturned shape and an almost melancholic intensity, straight nose with a refined bridge and slightly tapered tip, thin lips with a subtle asymmetry to his mouth. Soft medium-length dark brown hair falling across his forehead and partially obscuring his left eye, tousled and slightly unkempt as though he just woke or has been running his fingers through it\u2014the texture is naturally straight with a slight wave, falling just past his ears in front.\n\nSparse freckles scattered across the bridge of his nose and upper cheekbones. A small beauty mark just below his left cheekbone.\n\nSitting on the edge of a worn wooden chair in a dimly lit Brooklyn loft, cool blue dusk light filtering through a large industrial window behind him, casting half his face in shadow. The lighting is directional and moody\u2014cool-toned, intimate, with a slight warm tungsten table lamp visible but out of focus in the background. His posture is slightly slouched but present, shoulders rounded inward in a posture that reads introspective rather than confident. Medium shot from roughly chest-up, framing his torso against the loft's exposed brick wall softly blurred in the background.\n\nThe overall mood is quiet, intimate, late-night-studio energy\u2014a candid moment caught between songs, not posed, shot on an older iPhone with natural grain and soft contrast.",
      "image_path": "images/iteration-0024/m01-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.0,
      "reason": "Sharp angular jawline with clear bone definition and deep-set dark eyes carrying genuine brooding intensity are two real standouts. Slim arms with visible lean muscle. Not scroll-stopping \u2014 expression is flat and vacant, preventing the 8.",
      "failure_tags": [
        "eyes_averted",
        "low_chemistry"
      ]
    },
    {
      "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 defined collarbones and sloping shoulders visible through a thin cream linen button-up left half-unbuttoned, wiry forearms resting on his lap. Narrow oval face with a sharp jawline, deep-set dark brown eyes with a slight downward tilt at the outer corners, pale cool undertones to his skin. Straight nose with a delicate tip. Thin top lip, fuller bottom lip, small asymmetric smile with the left side slightly higher. Soft medium-brown hair falling just past his eyes with a natural tousled texture, slightly damp as if he's just washed his face or stepped in from the street. Sparse light brown eyebrows, straight and understated. A small beauty mark just below his left cheekbone. Sitting cross-legged on a worn hardwood floor in a dim Brooklyn loft, cool blue-dusk light filtering through a tall industrial window behind him, catching the side of his face and leaving the other in soft shadow. His expression is contemplative and distant, the kind of tired-but-awake gaze of someone who's been up late writing music. Slight stubble on his jaw. Photorealistic candid shot, intimate and unhurried, the feeling of catching him mid-thought in his own space.",
      "image_path": "images/iteration-0024/m01-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline with clean bone structure, deep-set dark eyes delivering direct brooding intensity, naturally tousled wavy brown hair with genuine texture. Lean neck and slim frame read effortlessly. Clear top-15% \u2014 I'd swipe right without hesitation.",
      "failure_tags": []
    },
    {
      "persona_id": "m02",
      "persona_name": "Mateo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Mexican-American man, eyes looking at camera, his mouth slightly parted. Mid-20s, V-tapered athletic build with broad shoulders and defined upper chest visible through a fitted gray tank top, thick neck and sternocleidomastoid line, full forearms. Warm medium-tan skin with golden undertone. Square face with a strong defined jawline, warm deep-brown eyes with a slight crinkle at the corners from smiling often, straight nose with a rounded tip, full lips with a natural asymmetric smile\u2014the left side lifts higher, giving him that \"knows he's charming\" vibe, thick straight dark brows with a small gap mid-arch, jet-black hair styled back with a few pieces falling forward, still damp from a beach swim or morning shower. A small dark mole just below his left cheekbone. Sitting on weathered wooden steps near sand, golden-hour sunlight from the side casting warm directional light and a slight glow on his shoulder and neck, shallow depth of field with soft out-of-focus beach and palm trees behind. Casual, stop-and-talk pose\u2014relaxed shoulders, natural hand resting on his thigh. Photorealistic amateur iPhone shot, warm and magnetic, the exact look he'd give before texting you back within five minutes.",
      "image_path": "images/iteration-0024/m02-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.6000000000000005,
      "reason": "Warm symmetrical smile with visible teeth (genuine, not posed), athletic arms with visible muscle in the tank top. Soft, rounded jawline and seated frame limit upper-body read. Pleasant boy-next-door \u2014 above avg, not scroll-stopping.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    },
    {
      "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, warm tan skin with golden undertone, V-tapered torso with broad shoulders and defined upper chest visible through a fitted gray performance tank, thick neck with prominent sternocleidomastoid line, full forearms catching the light.\n\nFace shape is square with a strong jawline and prominent cheekbones. Deep-set warm brown eyes with a slight downturned outer corner, dark lashes, and that easy confident gaze. Straight nose with a slightly rounded tip. Fuller lips with a natural asymmetric smile\u2014the kind that suggests he knows he's charming but isn't trying too hard. Dark thick eyebrows with a natural arch, mostly ungroomed. Black hair, short textured crop with a slight tousle, like he just came from the gym or ocean.\n\nDistinctive feature: a small dark mole just below his left cheekbone, the kind that catches light when he smiles.\n\nSeated on a weathered wooden lifeguard stand or low concrete bench, late-afternoon golden hour light streaming from the left, warm and diffused by the hazy Miami humidity. Sand and palm tree blur in the background. Athletic wear: gray performance tank and black athletic shorts. Relaxed posture, one arm resting on his thigh, shoulders loose but present. The frame is medium-shot from the waist up, natural candid feel\u2014the kind of photo that looks like a friend just grabbed their phone on the beach.",
      "image_path": "images/iteration-0024/m02-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.2,
      "reason": "Two standouts: warm amber-brown eyes with confident direct gaze, and clean facial symmetry with visible cheekbones giving genuine bone structure. Arms are lean but shoulders aren't gym-built \u2014 frame is athletic, not impressive. Smirk lands but doesn't stop the scroll.",
      "failure_tags": [
        "weak_frame"
      ]
    },
    {
      "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 wiry runner's build\u2014sloping shoulders with defined collarbones visible through an open cream linen shirt layered under a charcoal wool cardigan, long graceful limbs and elegant negative space at the shoulders that reads like a dancer's precision rather than gym bulk.\n\nNarrow oval face with a soft jawline, deep-set monolid eyes in a warm dark brown with a subtle inner-corner crease and a faraway quality, straight bridge nose with a small rounded tip, thin lips with a slightly asymmetric quiet smile. Straight black hair, shoulder-length, parted down the middle with a few strands falling across his face in a just-rolled-out-of-bed natural state. A small beauty mark just below his left cheekbone. Light warm undertone to his skin, porcelain-adjacent.\n\nSitting at a desk scattered with ink bottles and sketches, one hand resting near a half-finished illustration, the other hand visibly ink-stained across the knuckles and fingertips\u2014small dark smudges that read lived-in and real. Soft diffused window light from the left, golden-hour LA afternoon glow filtering through sheer curtains, casting his face half in warmth and half in gentle shadow. Calm, centered, the kind of stillness that says someone comfortable with silence. Medium shot framing his torso and hands, shot from slightly below eye level so his lean frame reads tall and present.",
      "image_path": "images/iteration-0024/m03-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 7.4,
      "reason": "Above average: flowing mid-length dark hair with natural texture frames the face well, and clean symmetrical facial structure with clear even skin tone. Soft jaw keeps him from 8 \u2014 pleasant but not a scroll-stopper.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    },
    {
      "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 artist's build\u2014sloping shoulders, defined collarbones visible through his open cream linen shirt, long elegant limbs with a hint of ink stain on his fingers and the edge of his left hand. \n\nNarrow oval face with a gentle jawline, soft monolid eyes set slightly close together with a warm deep-brown almost-black gaze, sparse natural eyebrows with a subtle arch. Small straight nose with a rounded tip, thin symmetrical lips with a soft cupid's bow. Fine straight black hair, shoulder-length and slightly tousled as if he just pushed it back while working\u2014a few strands falling across his forehead.\n\nWearing an oversized warm-gray cardigan over the cream linen shirt, sleeves pushed up to his elbows showing forearms with faint ink marks near the wrists. Sitting near a north-facing window in soft diffused afternoon light, the kind that bathes a studio space. His posture is relaxed but composed, the quiet stillness of someone used to long hours of focused work. Warm neutral skin tone with a barely-there olive undertone. No makeup. The photo has the gentle, unguarded quality of a candid moment\u2014not styled, just present.",
      "image_path": "images/iteration-0024/m03-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.6,
      "reason": "Sharp angular jawline, soft monolid eyes with real emotional depth in the brooding upward gaze, flawless even skin, naturally full lips with clean shape. K-drama lead energy \u2014 3+ clear standouts. Eyes not on camera hurts lipsync.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "m04",
      "persona_name": "Marcus",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Black man, eyes looking at camera, his mouth slightly parted. Early 30s, Marcus has a V-tapered build with broad shoulders filling a fitted black dress shirt, defined upper chest visible through the fabric, thick sternocleidomastoid line, strong forearms with intricate geometric tattoos catching the light. Narrow waist relative to shoulders, commanding presence without aggression.\n\nWarm mahogany skin with a slight golden undertone. Face shape is an oblong with a strong, defined jawline and high cheekbones. Deep-set almond eyes, warm dark brown with an almost imperceptible lighter ring, giving an attentive, remembering quality. Straight nose with a high bridge and slightly squared tip. Full lips with a natural asymmetry\u2014fuller bottom lip, subtle cupid's bow. Eyebrows are straight, moderately thick, natural grooming. Hair is close-cropped fade, dark and textured, freshly maintained.\n\nDistinctive feature: a thin scar running vertically through his left eyebrow, lending him a thoughtful rather than intimidating edge.\n\nSeated at his polished bar, leaning slightly forward on his elbows in a \"I'm listening\" posture. Warm tungsten bar lighting from overhead, catching the shine of his forearm tattoos and creating soft shadows on his jawline. A philosophy paperback\u2014worn spine visible\u2014rests on the bar beside him. Neutral, calm expression, the kind of face that suggests he's about to ask \"What can I get you?\" Intimate medium shot, chest-up framing, shot from slightly below eye level.",
      "image_path": "images/iteration-0024/m04-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 7.6000000000000005,
      "reason": "High defined cheekbones giving angular facial structure; visible athletic build\u2014broad shoulders and muscular forearms filling fitted shirt. Direct intense gaze adds presence. Jawline decent but not sharp enough to push to 8. Above average, not scroll-stopping.",
      "failure_tags": []
    },
    {
      "persona_id": "m04",
      "persona_name": "Marcus",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Black man, eyes looking at camera, his mouth slightly parted. Early 30s, warm deep mahogany skin with a neutral undertone. V-tapered build with broad shoulders, defined upper chest visible through a fitted black dress shirt, strong sternocleidomastoid line, full forearms with intricate geometric and line-work tattoos visible, narrow waist relative to shoulders.\n\nNarrow oval face with a strong, defined jawline and high cheekbones. Deep-set almond eyes, dark brown with an almost obsidian shine and a slight warm cast, close-set. Straight nose with a defined bridge and a rounded tip. Fuller lips with a natural cupid's bow, well-defined edges, slight asymmetry in his smile. Straight, thick eyebrows with a subtle natural arch, well-groomed but not manicured. Low fade haircut with close-cropped sides and a textured top, clean and sharp-lined.\n\nDistinctive feature: a small, faint scar above his left eyebrow that reads as lived-in rather than dramatic.\n\nSeated at an upscale hotel bar, warm tungsten lighting from behind the bar casting a soft glow across his face and forearms, with just enough ambient light to catch the detail in his tattoo work. A worn philosophy paperback rests on the bar counter in soft focus beside him. His expression is calm, slightly knowing\u2014the look of someone who has heard a hundred stories and remembers every detail. Mid-shot framing, slight three-quarter angle, relaxed but present. The bar's low, intimate lighting and rich wood tones create an atmosphere of quiet sophistication.",
      "image_path": "images/iteration-0024/m04-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp angular jawline with clean definition, intense dark eyes holding direct camera gaze, broad athletic neck-to-shoulder frame visible through fitted shirt \u2014 3 clear standouts. Groomed stubble adds maturity. Genuinely top 15%.",
      "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, late 20s, eyes looking at camera, his mouth slightly parted. Lean but defined swimmer's build with sloping shoulders, visible collarbones, wiry upper body that reads athletic without bulk\u2014the frame of someone who skates daily rather than lifts. Warm olive skin with golden undertone.\n\nNarrow oval face with a sharp jawline and prominent cheekbones, deep-set almond eyes in warm hazel with gold flecks, slightly downturned at the outer corners. Straight nose with a high bridge and slightly tapered tip. Soft full lips with a natural cupid's bow\u2014the kind of mouth that breaks into a disarming boyish smile despite the grungy presentation. Thick straight dark brows with a slight natural arch. Dark brown wavy hair, shoulder-length and deliberately undone, with a center part and that just-rolled-out-of-bed texture\u2014not styled, genuinely lived-in.\n\nHalf-sleeve tattoo visible on his left arm (geometric + script, tastefully worn), small silver nose stud catching the light. Wearing a faded black vintage band tee with a hole near the collar, ripped at the knees light-wash jeans, scuffed white low-top sneakers. Leaning casually against a concrete ledge at the skate park, late golden hour light wrapping warm and directional across his face and neck, his shadow long and soft. The background is blurred park concrete and distant trees in amber glow. Candid iPhone vibe, natural and effortless, the exact moment before he'd push off again.",
      "image_path": "images/iteration-0024/m05-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 7,
      "lipsync_adherence": 9,
      "weighted_score": 8.0,
      "reason": "Amber-golden eyes are genuinely distinctive; thick wavy dark hair has real volume and natural texture; lean angular cheekbones give effortless structure. Three clear standouts. Half-sleeve tattoos absent \u2014 arms bare. Expression is neutral, not the described boyish 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, late 20s, eyes looking at camera, his mouth slightly parted. Lean swimmer's build with sloping shoulders, defined collarbones visible through a faded black band tee, wiry forearms with half-sleeve tattoos in dark ink wrapping his left arm\u2014geometric and abstract designs. Narrow oval face with a soft jawline, deep-set warm brown eyes with a slight downturned outer corner, straight nose with a rounded tip, full lips with a boyish cupid's bow and an asymmetric half-smile that reads genuine and a little mischievous. Dark brown hair with a textured, bedhead-like state\u2014slightly damp or slept-on, falling across his forehead in a natural tousle. Sparse dark stubble along his jaw and upper lip. Wearing distressed black denim with deliberate rips at the thighs, cuffed at the ankle, no socks, worn canvas high-tops. Sitting casually on the edge of a concrete ledge at a Brooklyn skate park during golden hour, warm amber light raking across his face and torso from the side, soft shadows under his cheekbones, the setting sun catching the metal in his ear. The background is softly blurred\u2014graffitied walls and the suggestion of ramps. Natural, unposed, the kind of shot a friend took while he was between tricks, relaxed and present.",
      "image_path": "images/iteration-0024/m05-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline with stubble adding definition; warm deep-set brown eyes holding direct gaze; tousled dark curly hair with natural textured volume. Tattoos are a band, not half-sleeve \u2014 slight under-delivery there. Lean seated frame confirms athletic build.",
      "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, mid-30s, eyes looking at camera, his mouth slightly parted. Dark hair with silver threading at the temples, warm olive skin with golden undertone, sharp jawline softened by a composed expression.\n\nSeated in a modern office chair, leaning back slightly with quiet confidence. Charcoal wool suit unbuttoned at the collar, no tie, revealing a clean white dress shirt and the base of his neck. Broad shoulders filling the frame naturally, V-tapered torso with defined upper chest visible through the fitted fabric, strong forearms resting on the chair arms.\n\nFace: angular oval with high cheekbones and a prominent straight nose with a defined tip, slightly squared at the end. Deep-set dark brown eyes with warm amber undertones, steady and direct. Thick, naturally straight brows with a subtle arch. Full lips with a sharp cupid's bow, the slight part suggesting composure rather than emotion. A small scar line visible along his left jawline\u2014healed, barely noticeable\u2014adding texture to an otherwise symmetrical face.\n\nShot from a medium close-up, slight low angle that frames his shoulders and chest. Warm tungsten office light hitting him from the left, casting a soft shadow across his right side and emphasizing the silver at his temples. Late afternoon Chicago high-rise window light bleeding in softly behind him, just out of focus. His expression is neutral, almost watchful\u2014protective ease, not tension. The photo feels like a candid moment between calls: composed, anchored, approachable without being soft.",
      "image_path": "images/iteration-0024/m06-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 8.0,
      "reason": "Sharp geometric jawline with clear angular definition; deep-set dark eyes under heavy brow ridge projecting real intensity; high cheekbones catching warm light and creating facial shadow. Three clean standouts\u2014legit date material.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "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, warm olive skin with golden undertone. V-tapered torso in a charcoal wool suit unbuttoned at the collar, revealing a subtle white linen shirt; broad shoulders and defined upper chest visible through the fabric, thick neck with visible sternocleidomastoid line, narrow waist.\n\nSquare face with a strong defined jawline and high cheekbones, deep-set almond eyes in warm dark brown with an olive cast, heavy lids and thick dark lashes that give him an intentional, penetrating gaze. Straight nose with a slightly bulbous tip. Full lips with a sharp cupid's bow and subtle asymmetry \u2014 the kind of mouth that reads as both guarded and sensual. Dark hair with natural silver threading at the temples and along the sideburns, thick and swept back from his forehead with a slight tousle, as if he's just run a hand through it.\n\nA single thin scar runs along his left jawline \u2014 barely visible but present, a detail that speaks to lived experience without softening his composed demeanor.\n\nShot from mid-chest up in a well-lit Chicago office or high-rise window frame, late afternoon golden light streaming from the left side of his face, catching the silver at his temples and warming his olive skin. His expression is composed, alert, protective rather than predatory \u2014 the quiet confidence of someone who knows his own weight in a room. Candid, natural, slight grain from an iPhone 15 Pro in soft afternoon light.",
      "image_path": "images/iteration-0024/m06-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline with strong bone structure, deep-set amber eyes delivering commanding direct gaze, distinguished silver-streaked temples, defined high cheekbones \u2014 4 concrete standouts. Earns the 8. Harsh unilateral lighting creates slight shadow asymmetry but doesn't undercut it.",
      "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 a warm, gentle presence and golden-retriever boyfriend energy. Lean swimmer's build with soft shoulders and defined collarbones visible at the neckline of an oversized cream sweater that drapes loosely. Warm ivory skin with a subtle golden undertone.\n\nSoft oval face with a slightly rounded jawline and high, gentle cheekbones. Large round eyes in a warm deep-brown with a slight shimmer, set wide and tilted slightly upward, giving an earnest, open expression. Straight nose with a soft, rounded tip. Full, gently curved lips with a natural peachy tone and a small beauty mark just below his left eye. Hair: dark brown, 2B soft waves with a tousled, bedhead texture, falling across his forehead and ears in that effortless anime-protagonist way\u2014freshly pushed back but not styled, a few strands falling forward.\n\nSitting at a small wooden caf\u00e9 table by a large window, soft diffused daylight streaming across his face and sweater. Warm afternoon light, cool color temperature outside the glass, golden-hour glow inside. A ceramic cup of coffee or tea rests on the table in soft focus. His posture is relaxed, leaning slightly forward with one hand resting near the cup\u2014the pose of someone pausing mid-conversation, approachable and present. Candid, intimate, shot at medium-close-up framing. Soft ambient noise of a quiet Tokyo caf\u00e9. Film photography feel, slightly warm color cast, natural imperfection and grain.",
      "image_path": "images/iteration-0024/m07-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 7.4,
      "reason": "Two clear standouts: large, expressive dark eyes with genuine depth, and naturally tousled dark hair with real volume and texture. Skin is clean and even. No third anatomical standout firm enough \u2014 jaw is decent but not sharp, frame is fully hidden by oversized sweater. Holds at 7.",
      "failure_tags": [
        "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, mid-20s, eyes looking at camera, his mouth slightly parted. Soft golden-retriever energy with an open, approachable expression.\n\nLean swimmer's build with sloping shoulders and defined collarbones visible at the neckline of an oversized cream wool sweater. Warm porcelain skin with a subtle peachy undertone.\n\nOval face with soft rounded cheeks and a gently tapered jawline. Large warm dark-brown eyes with a slight doe-like upward tilt at the outer corners, almost-round shape with long natural lashes. Small straight nose with a rounded, delicate tip. Full soft lips with a natural rose undertone, upper and lower balanced. Straight dark-brown eyebrows, slightly thick and natural, minimal grooming.\n\nShoulder-length straight to barely-wavy 2A dark-brown hair, tousled and slightly piece-y as if just finger-combed, falling softly around his face with a gentle center-part. A few strands catch light near his forehead.\n\nSmall distinctive feature: a faint beauty mark just to the right of his upper lip.\n\nMedium shot, seated at a small wooden table in a cozy Tokyo caf\u00e9, soft diffused window light from the left casting gentle shadows across his face. Warm cream and wood tones in the background, slightly out of focus. Candid, intimate vibe \u2014 as if caught mid-conversation over a latte. Natural, amateur iPhone photograph with soft natural color grading.",
      "image_path": "images/iteration-0024/m07-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.0,
      "reason": "Soft, undefined jawline and flat neutral expression kill the warmth promised by the persona. Clean, smooth skin is the one real standout. Frame fully hidden. Eyes are average-sized \u2014 not the anime-protagonist 'big warm' look. Won't stop my scroll.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry",
        "boyish_when_mature_intended"
      ]
    },
    {
      "persona_id": "m08",
      "persona_name": "Renan",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Brazilian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean and defined fighter's build\u2014broad shoulders with visible upper chest musculature beneath a black fitted tank, athletic collarbones, strong forearms. Warm olive skin with golden undertone.\n\nFace: rectangular with a squared jawline softened by a gentle, almost shy quality. Deep-set dark brown eyes with a slight downturned lid character, warm and unexpectedly tender. Straight nose with a defined bridge and slightly squared tip. Full lips with a subtle cupid's bow and a natural asymmetry\u2014one corner higher than the other, lending authenticity to the soft smile. Straight dark brows, thick and mostly natural with a subtle arch. \n\nDark wavy hair, 2B texture, shoulder-length and somewhat tousled\u2014pulled back loosely or falling across his forehead in a casual, post-training state. One ear shows a pronounced cauliflower deformity from years of mat work, visible and unflinching.\n\nFramed from mid-chest up in the gritty indoor light of a S\u00e3o Paulo fight gym\u2014warm tungsten overhead fixtures casting directional side light across his face and upper body, creating subtle shadows that emphasize his defined musculature. Worn grey concrete wall behind him. His posture is relaxed, shoulders slightly dropped, a moment of genuine quiet gentleness breaking through the fighter's exterior. The image has the unpolished, stop-motion quality of a candid phone photo taken between rounds.",
      "image_path": "images/iteration-0024/m08-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 5,
      "lipsync_adherence": 6,
      "weighted_score": 5.8,
      "reason": "Lean visible arm muscle and distinctive thick curly hair are the one positive. But soft, underdefined jawline and face reads 19 not 29 \u2014 boyish where persona needs fighter-worn maturity. No cauliflower ear, no gentle smile rendered.",
      "failure_tags": [
        "soft_jawline",
        "boyish_when_mature_intended",
        "wrong_age_range",
        "mouth_closed",
        "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. Lean V-tapered fighter's build with visible upper chest definition through a black fitted tank, broad shoulders tapering to a narrow waist, corded forearms and defined biceps, thick neck with prominent sternocleidomastoid line.\n\nNarrow oval face with a strong squared jawline, deep-set dark brown eyes with slight downturned outer corners and an unexpectedly warm gaze, straight nose with a slightly bulbous tip, fuller bottom lip over a thinner top lip curving into an asymmetric gentle smile. Sparse dark eyebrows, straight and thick. Short dark hair, freshly washed and slightly tousled, with a natural side part. Distinctive cauliflower ear on his left side\u2014textured and thickened from years of grappling, but presented matter-of-factly without glamorization. Faint scar tissue along his right cheekbone, barely visible but present.\n\nShot from mid-chest up in a fight gym, late afternoon golden-hour light streaming through high windows, casting warm directional shadows across his shoulders and jawline. Slightly off-center framing, casual and unstaged. His posture is relaxed but alert\u2014the ease of someone comfortable in their own body. Photorealistic amateur iPhone quality, soft focus background of heavy bags and gym equipment, natural skin texture with no smoothing.",
      "image_path": "images/iteration-0024/m08-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 6,
      "lipsync_adherence": 7,
      "weighted_score": 6.2,
      "reason": "One clear positive: lean, defined arm musculature visible in the tank top. But soft, underdefined jawline and boyish face undercut the 'tough MMA fighter' read. No cauliflower ear rendered. Lips barely parted, gaze direct.",
      "failure_tags": [
        "soft_jawline",
        "boyish_when_mature_intended",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m09",
      "persona_name": "Wyatt",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome white man, eyes looking at camera, his mouth slightly parted. Early 30s, V-tapered build with broad shoulders straining the worn fabric of a faded red flannel shirt, defined upper chest visible where the shirt opens at the neck, thick sternocleidomastoid line, strong forearms. Sun-weathered tan skin with warm golden-brown undertone, weathered but not leathery.\n\nSquare face with a strong angular jawline, slight asymmetry that reads lived-in. Deep-set eyes under a prominent brow ridge, pale gray-blue with a darker outer ring, creased at the corners from squinting in sun. Straight nose with a slightly bulbous tip, bridge shows old break-line character. Full lips with a defined cupid's bow, slight stubble darkening his jaw and upper lip\u2014not full beard, just a few days' growth. Thick straight eyebrows, dark blonde, one slightly lower than the other.\n\nDark blonde hair, textured and tousled, pushed back with cowboy hat shadow falling across his forehead and eyes, the crown of his Stetson just leaving the frame at the top. A thin white scar runs along his left temple, barely visible. Weathered hands visible, one resting on his thigh.\n\nSeated in an open-sided ranch structure at golden hour, warm late-afternoon sun raking across half his face from the left, the other half in soft shadow. Dust motes visible in the light. The background is blurred barn wood and fence rails. His expression is neutral, slightly tired, the look of a man between tasks\u2014candid, unhurried, real.",
      "image_path": "images/iteration-0024/m09-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 7,
      "lipsync_adherence": 5,
      "weighted_score": 7.2,
      "reason": "Sharp angular jawline with defined bone structure, piercing blue-grey eyes carrying real intensity, broad muscular frame with visible forearm thickness under rolled sleeves \u2014 3 clear standouts. Missing the cowboy hat/shadow specified. Eyes gaze off-camera upward; mouth is parted.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "m09",
      "persona_name": "Wyatt",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome white man, eyes looking at camera, his mouth slightly parted. Early 30s, sun-weathered ranch hand with a V-tapered build \u2014 broad shoulders filling a faded red flannel shirt, defined upper chest visible where the fabric pulls taut, thick neck with visible sternocleidomastoid line, strong forearms. \n\nSquare face with a sharp jawline, deep-set hooded eyes in a pale steel-gray with a darker outer ring, weathered tan skin with warm golden undertone, small sun-damage spots across his nose and cheekbones. Straight nose with a slightly squared tip, thin-lipped asymmetric mouth with a subtle scar running vertically through his upper lip. Dark brown hair, wavy and slightly overgrown, tousled under the brim of a worn black cowboy hat that casts a shadow across his eyes \u2014 visible hat line on his forehead. Full, unkempt dark stubble covering his jaw and neck.\n\nSeated on a weathered wooden fence rail in golden-hour afternoon light, open Montana sky behind him, warm directional sunlight catching the left side of his face and highlighting the stubble texture. Casual, stopped-in-conversation posture \u2014 one hand resting on his thigh, the other gesturing slight. The flannel is unbuttoned at the top, short-sleeved, worn soft from work. No jewelry. Raw, unfiltered candid energy \u2014 a real man in his element, not a photograph.",
      "image_path": "images/iteration-0024/m09-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp angular jawline defined through full beard, piercing ice-blue eyes with direct gaze, broad chest/shoulder frame filling the worn western shirt, strong symmetrical facial bone structure \u2014 genuinely stops the scroll. Rip Wheeler energy delivered.",
      "failure_tags": []
    },
    {
      "persona_id": "m10",
      "persona_name": "Aarav",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Indian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with defined shoulders and visible collarbones beneath a fitted charcoal henley, suggesting quiet athleticism rather than gym-focused bulk. Warm medium-brown skin with a subtle golden undertone.\n\nNarrow oval face with a sharp jawline, deep-set dark brown eyes with warm amber flecks and a slight downward tilt at the outer corners, giving a thoughtful cast. Straight nose with a refined bridge and slightly tapered tip. Full lips with a defined cupid's bow, naturally asymmetric smile. Straight dark eyebrows, moderately thick and mostly natural, with a subtle arch. Black hair, shoulder-grazing length, tousled and slightly damp as if he just ran a hand through it, part on the left side.\n\nDistinctive feature: a small beauty mark just below his left cheekbone.\n\nWearing wire-frame glasses pushed up onto his forehead, resting in his hair. Positioned sitting at a wooden library table, torso angled slightly toward camera, one forearm on the desk beside an open textbook and coffee cup. Golden hour light streams through tall library windows behind him, catching the left side of his face and creating a warm glow on his skin and hair. Soft shadows define his features. The background is warmly lit library shelves, slightly out of focus.\n\nAmateur candid shot, natural and unguarded, the expression open and slightly contemplative.",
      "image_path": "images/iteration-0024/m10-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two real standouts: warm amber-honey eyes with direct, intense gaze that genuinely catches you, and lean visible forearm suggesting the athletic build. Jawline is slightly soft which caps the ceiling. Can't find a third distinct standout for 8.",
      "failure_tags": [
        "soft_jawline"
      ]
    },
    {
      "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, lean swimmer's build with defined shoulders and collarbones visible beneath a fitted heather-gray henley, subtle bicep definition in the sleeves. Warm deep brown eyes with a slight downward tilt, intelligent and focused. Face shape is a narrow oval with a sharp defined jawline and high cheekbones. Straight nose with a refined bridge and subtle tip. Small bow-shaped mouth with a natural cupid's bow. Dark straight brows, thick and naturally groomed, sitting low over his eyes. Black hair, 2A pin-straight texture, neatly parted on the left and slightly tousled as if he just ran his hand through it. Wire-frame glasses pushed up onto his forehead, resting on the crown of his head. Soft golden-hour sunlight streaming through tall library windows behind him, warm diffused glow illuminating one side of his face, creating gentle shadows under his cheekbones. He is seated at a wooden library table with open textbooks and a laptop visible but slightly out of focus. Warm mahogany skin tone with a golden undertone. Candid moment captured mid-thought, natural and unguarded, slight half-smile playing at the corners of his mouth. Amateur iPhone photography, soft focus background, intimate conversational energy.",
      "image_path": "images/iteration-0024/m10-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.2,
      "reason": "Sharp angular jawline with clean bone definition, intense brooding dark-eyed direct gaze \u2014 two clear standouts. Lean arms visible through fitted henley. Visible acne texture on skin prevents 8; glasses are on head not nose, lighting reads bright daylight not golden hour.",
      "failure_tags": [
        "bad_skin"
      ]
    },
    {
      "persona_id": "m11",
      "persona_name": "Yanis",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome French-Algerian man, early 30s, eyes looking at camera, his mouth slightly parted. V-tapered torso with broad shoulders and defined upper chest visible through rolled-sleeve white chef coat, thick neck with prominent sternocleidomastoid line, lean muscular forearms with dark geometric tattoos exposed, narrow waist.\n\nNarrow oval face with a sharp, angular jawline, dark day-old stubble across the chin and cheeks, deep-set dark brown eyes with an intense focused gaze and slightly hooded lids, straight nose with a defined bridge and sharp tip, full lower lip with a thinner top lip, strong straight eyebrows with a slight natural arch. Black hair, short textured crop, slightly tousled as if from a warm kitchen. Small distinctive feature: a thin white scar along his right cheekbone, barely visible under the stubble.\n\nHalf-length framing, slight three-quarter angle, standing in a professional kitchen lit by warm tungsten pendant lights overhead, his shoulders squared toward the camera, one hand resting on the stainless steel counter beside him. Intense, smoldering expression\u2014not quite a smile, focused and present. Deep warm olive skin with a neutral undertone, faint perspiration sheen on his forehead from kitchen heat. Photorealistic, candid moment between service, raw and magnetic.",
      "image_path": "images/iteration-0024/m11-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.2,
      "reason": "Two legit standouts: dark piercing eyes with unwavering direct lock, and stubble-defined lean jawline that reads edgy not soft. Above-average but not scroll-stopping \u2014 no third feature elevates him. Tattoos called for but absent despite rolled sleeves.",
      "failure_tags": [
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m11",
      "persona_name": "Yanis",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome French-Algerian man, early 30s, eyes looking at camera, his mouth slightly parted. Intense focused gaze, sharp angular face with a defined jawline softened by a day's dark stubble, narrow oval face shape with high prominent cheekbones. Deep-set dark brown eyes with a slight downward tilt, warm olive skin with golden undertone. Straight dark hair, thick and slightly tousled, swept back from his forehead with a few pieces falling forward. Thin upper lip over a fuller bottom, asymmetric smile with a slight twist at one corner. Sparse but visible stubble across his jawline and upper lip, adding texture and maturity.\n\nWearing white chef's whites with sleeves rolled to mid-forearm, revealing dark geometric and culinary-themed forearm tattoos on both arms\u2014intricate linework suggesting passion and precision. V-tapered build evident from the fitted whites: broad shoulders filling the fabric, defined collarbones, visible musculature in his forearms and neck from years of kitchen work. Narrow waist relative to shoulder breadth.\n\nFramed in a medium shot from chest up, standing in a professional kitchen with warm tungsten task lighting casting directional side-light across his face and shoulders, creating sharp shadows along his jawline and cheekbone. Soft bokeh of kitchen elements\u2014stainless steel, flames, subtle color\u2014behind him. Slightly off-center framing, candid moment between service tasks, his expression calm but electric\u2014the focused intensity of a chef mid-thought before the next plate leaves the pass. Ambient kitchen warmth, slightly damp air visible in soft light, utterly unselfconscious.",
      "image_path": "images/iteration-0024/m11-seed2.png",
      "attractiveness": 6,
      "prompt_adherence": 8,
      "lipsync_adherence": 6,
      "weighted_score": 6.4,
      "reason": "Stubble and dark swept hair are pleasant, and the olive Mediterranean complexion reads well \u2014 but the underlying jaw is soft, the expression is casual smirk not smoldering intensity, and no single anatomical feature stops the scroll. One positive, otherwise plain.",
      "failure_tags": [
        "soft_jawline",
        "mouth_closed",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m12",
      "persona_name": "Seojun",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, early 30s, eyes looking at camera, his mouth slightly parted. Sharp-featured with a narrow oval face, prominent high cheekbones, and a defined angular jawline. Deep-set almond eyes with a cool gray-brown tone and a subtle inner-corner fold, gaze direct and composed. Straight nose with a high bridge and refined tip. Thin-lipped mouth with a slight asymmetric edge, currently parted at rest. Black hair, sleek and precisely styled back with a side part, freshly groomed with no texture visible\u2014sharp lines, almost architectural. Sparse dark eyebrows with a high arch and clean geometry.\n\nV-tapered build, broad shoulders filling a perfectly tailored navy suit jacket, crisp white dress shirt, minimal visible chest but clear shoulder breadth and a prominent sternocleidomastoid line at the neck. Lean, controlled posture suggesting discipline rather than gym bulk.\n\nShot from a medium close-up angle in a high-rise corner office, morning diffused light streaming through floor-to-ceiling windows behind him, catching the edge of his profile and throwing soft cool-toned shadows across the side of his face. The window light is directional and slightly cool, emphasizing his sharp features and creating a subtle rim light along his jawline. Sitting or standing still, composed, reserved magnetism\u2014the exact moment before a important meeting or during a phone call, completely present but emotionally guarded. Photo has the candid, slightly grainy quality of a phone snapshot captured in real office light, not a portrait session.",
      "image_path": "images/iteration-0024/m12-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 4,
      "weighted_score": 6.800000000000001,
      "reason": "Defined angular jawline with clean bone structure + strong dark brows framing cold, intense eyes sell the K-drama CEO archetype. Not quite 8 \u2014 eyes averted, frame not fully visible, no third standout to push higher.",
      "failure_tags": [
        "eyes_averted",
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m12",
      "persona_name": "Seojun",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, early 30s, eyes looking at camera, his mouth slightly parted. He's positioned in a modern high-rise office with floor-to-ceiling windows overlooking Seoul's skyline behind him, soft diffused afternoon light streaming across his face from the side. Sharp, angular face with high prominent cheekbones, a strong defined jawline with a slight forward set, and a narrow face shape that reads severe and composed. Deep-set almond eyes with a slight downturned outer corner, dark brown nearly black irises with an almost olive undertone that feels cool rather than warm, a penetrating stare. Straight nose with a high bridge and a refined sharp tip, no softness. Thin, precisely shaped lips with a barely-there cupid's bow and a naturally asymmetric quality\u2014top lip thinner than the bottom, the kind of mouth that looks better slightly parted than closed. Eyebrows are straight, moderately thick, dark, and naturally groomed with minimal arch, positioned close to the eye. Black hair, sleek and styled back with precision, 1A pin-straight texture, not a strand out of place, very fresh. Cool porcelain skin with a neutral undertone, no warmth. \n\nHe's wearing an impeccably tailored navy suit jacket over a white dress shirt with no tie, the jacket fitted to show a V-tapered broad-shouldered frame\u2014visible defined upper chest, thick neck with pronounced sternocleidomastoid line, sharp collarbone architecture, narrow waist creating strong taper. A single word: magnetic. The expression is composed, controlled, almost unreadable\u2014the micro-moment before a decision. Shot from mid-chest up, slight angle favoring his right, cool window light sculpting one side of his face while the other reads in gentle shadow. Professional but candid, as if caught between meetings rather than posed.",
      "image_path": "images/iteration-0024/m12-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp angular jawline with clean geometry, cold intense dark eyes reinforced by thick straight brows, and broad shoulder-to-neck frame that reads dominant. Three concrete standouts \u2014 earns the 8. Slight AI-smooth skin keeps it from pushing higher.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "persona_id": "m13",
      "persona_name": "Finn",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Australian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with sloping shoulders and defined collarbones, sun-weathered salt-skin tan with warm golden undertone. Narrow oval face with a sharp jawline, deep-set almond eyes in pale gray-blue with a darker ring, sun-squint lines at the outer corners, straight nose with a slightly rounded tip, warm full lips with a natural asymmetric smile, thick eyebrows sun-bleached to ash-blonde with a small gap mid-brow. Sun-lightened blonde hair with beachy salt texture, tousled and damp from the ocean, longer on top and swept back, shorter at the sides\u2014fresh from a dawn swim. Small sun freckles scattered across his nose bridge and upper cheekbones, a thin pale scar running just below his left collarbone (old surfing wound, barely visible). Wearing a faded wetsuit pulled down to his waist, bare chest still glistening with saltwater, morning light catching the water droplets on his skin. Sitting on wet sand at the shoreline, golden-hour sunrise light raking across from his left\u2014the sun low and warm, ocean behind him slightly out of focus, mist rising off the water. His expression is relaxed and present, the warmth of someone who just finished a dawn patrol and feels completely at home in the ocean. Photorealistic, amateur iPhone candid, natural soft light, slight grain, no studio polish.",
      "image_path": "images/iteration-0024/m13-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 7.6000000000000005,
      "reason": "Two clear standouts: pale blue-grey eyes with direct warm gaze, and naturally tousled sun-bleached blonde hair with authentic beach texture. Lean torso adds. Softish jawline and slightly generic facial structure cap it at 7.",
      "failure_tags": [
        "soft_jawline",
        "generic_face"
      ]
    },
    {
      "persona_id": "m13",
      "persona_name": "Finn",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Australian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with sloping shoulders, defined collarbones, and athletic upper body\u2014the frame of someone who's in the water most mornings, not the gym.\n\nSun-bleached blonde hair with natural salt-dried texture, tousled and slightly damp as if he's just come out of the ocean, falling across his forehead and ears. Warm golden-tan skin with a subtle salt-spray sheen and the faint tan-lines of a wetsuit across his shoulders and chest.\n\nFace shape: narrow oval with a softly squared jawline. Deep-set pale blue eyes with sun-creases at the corners and a warm, crinkled expression\u2014the kind of lines you get from years of squinting at the water at dawn. Straight nose with a slightly rounded tip. Full lips with an easy, lopsided smile that pulls slightly higher on one side, genuine and unselfconscious.\n\nEyebrows: straight and naturally bleached, with fine sun-lightened hairs. Sparse but present freckles across the bridge of his nose and upper cheekbones\u2014salt-and-sun markers, not heavy, just enough to ground him in the beach life.\n\nWearing a faded, worn heather-gray linen shirt, collar unbuttoned, sleeves rolled to the elbows, the fabric wrinkled in a way that reads \"just threw this on after a sunrise swim.\" Wet sand clings faintly to his forearms.\n\nGolden-hour beach at sunrise, soft amber light breaking across wet sand behind him, the ocean out of focus but luminous in the background. Shallow depth of field, warm color cast, shot from chest-up as he stands near the water's edge. The photo has the casual, slightly grainy quality of an iPhone taken by a friend between sets\u2014candid, warm, alive.",
      "image_path": "images/iteration-0024/m13-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp defined jawline angle, clear ice-blue eyes with direct warm gaze, genuine crinkled smile that reaches his eyes, sun-bleached textured blonde hair adding strong visual identity. Solidly above average \u2014 would pause my scroll.",
      "failure_tags": []
    },
    {
      "persona_id": "m14",
      "persona_name": "Cyrus",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Iranian-British man, eyes looking at camera, his mouth slightly parted. Late 20s, sharp-featured with a lean V-tapered build \u2014 broad shoulders tapering to a narrow waist, visible collarbones and defined upper chest beneath an open black designer leather jacket worn over a fitted charcoal shirt. Slicked-back jet-black hair with a subtle shine, off-center part, a few pieces falling loose across his forehead.\n\nNarrow oval face with a strong defined jawline and high cheekbones, deep-set almond eyes with a dark warm-brown iris and a slight downward tilt at the outer corners \u2014 the kind that reads arrogant without trying. Straight nose with a subtle Roman bridge and a refined tip. Full lips with a sharp cupid's bow and a natural asymmetric smirk, one corner pulled slightly higher than the other. Dark thick eyebrows, straight and groomed but not fussy, with a small natural gap mid-brow.\n\nWarm olive skin with a golden undertone, a faint shadow of stubble along his jawline and upper lip. A small beauty mark just below his left cheekbone, barely visible but precise.\n\nSeated or leaning casually in a Mayfair townhouse interior \u2014 warm tungsten pendant light catching half his face from the left, the other side in soft shadow. Dark wood paneling, amber-tinted whisky glass on a marble side table out of focus behind him. His expression: bratty and self-assured, that smirk that knows exactly how calculated it is. Candid iPhone composition, slightly off-center framing, natural grain. Expensive effortlessness.",
      "image_path": "images/iteration-0024/m14-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline with clean chin definition; deep-set dark eyes under thick, heavy brows that read as intense rather than aggressive; high cheekbones with lean facial geometry. Three confirmed standouts. Smirk lands exactly right \u2014 entitled but not clownish. Solid 8.",
      "failure_tags": []
    },
    {
      "persona_id": "m14",
      "persona_name": "Cyrus",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Iranian-British man, eyes looking at camera, his mouth slightly parted. Late 20s, V-tapered torso with broad shoulders, defined upper chest visible beneath an open charcoal designer shirt, thick neck with prominent sternocleidomastoid line, narrow waist, full forearms. Warm deep olive skin with golden undertone.\n\nSharp angular face with a strong defined jawline, narrow oblong face shape tapering to a pointed chin. Deep-set almond eyes, dark brown with an almost obsidian cast and a cool undertone, slight downturned outer corner. Straight bridge nose with a sharp, refined tip. Full lips with a slight asymmetric curl at the corners \u2014 the kind that reads as a half-smirk even at rest. Thick, well-groomed eyebrows with a high arch and a decisive shape.\n\nSlicked-back jet-black hair, wet-look pomade finish, hair pulled tight from the forehead with a few pieces coming loose at the temple \u2014 that carelessly-deliberate thing. A faint dark stubble shadow along the jaw and upper lip.\n\nWearing a high-end charcoal or midnight-blue designer shirt, only the top two buttons fastened, draped open to show collarbone and upper chest definition. Over it, a supple black or deep burgundy leather jacket, worn half-off one shoulder, the kind that costs four figures and is styled like he just threw it on. The leather catches warm tungsten light.\n\nSeated or leaning in a Mayfair cocktail bar or private members' club \u2014 warm bronze tungsten lighting hitting his face from the left side, creating a sharp shadow along the jawline. Soft dark-wood paneling and out-of-focus amber bottles in the background. His expression is a bratty half-smirk, a flicker of entitled confidence, the kind of look that knows exactly how it reads.\n\nStop-and-talk pose, chest-up framing, slight lean forward as if mid-conversation, the casual arrogance of someone who expects to be heard.",
      "image_path": "images/iteration-0024/m14-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 8.0,
      "reason": "Sharp angular jawline with clean definition, deep-set dark eyes amplified by thick prominent brows creating real intensity, high cheekbones on olive skin that photographs exceptionally well. Three clear standouts. Expression is brooding stare, not quite the bratty smirk \u2014 close but misses.",
      "failure_tags": []
    },
    {
      "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. Devon is in his early 30s with a V-tapered athletic build\u2014broad shoulders and defined upper chest visible through a fitted Chicago Fire Department station tee, thick neck with prominent sternocleidomastoid line, strong forearms. His face is angular with a strong squared jawline, deep-set warm brown eyes with a gentle intensity, straight nose with a defined bridge, and a naturally easy asymmetric smile with a slight gap between his front teeth. His skin is warm deep mahogany with neutral undertone. Dark closely-cropped hair, neat and freshly groomed. A small thin scar runs along his left jaw\u2014barely visible, lived-in. He's standing in the station house garage bay, morning natural light streaming through the high windows and hitting his left side warmly, casting soft shadow across his right. The pose is relaxed, one shoulder slightly forward as if mid-conversation, utterly approachable. The vibe is candid iPhone moment\u2014warm, hero-next-door, the kind of person you'd trust immediately. Photorealistic, no filter, slight sheen of ambient station heat on his skin.",
      "image_path": "images/iteration-0024/m15-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Sharp angular jawline with defined chin projection; warm brown eyes holding direct camera contact; lean frame with visible arm/shoulder definition through fitted tee. Nothing individually showstopping \u2014 solid above-average but scroll doesn't stop.",
      "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, a firefighter with a V-tapered athletic build\u2014broad shoulders and defined upper chest visible under a fitted dark station tee, narrow waist that emphasizes the taper, thick sternocleidomastoid line at the neck, strong forearms. Deep warm brown skin with a neutral undertone, glowing slightly under natural light.\n\nSquare face with a prominent strong jawline and high cheekbones, narrow-set deep-set eyes with a warm mahogany-brown color and a calm, present gaze. Straight nose with a defined bridge and rounded tip. Full lips with a natural shape, slightly parted to show a gap. Dark thick eyebrows, straight and natural, slightly closer together. Close-cropped dark hair, freshly groomed but not slicked, textured with a tight fade on the sides. One small scar along his left jawline\u2014barely visible, healed\u2014a subtle badge of the work without dominating his face.\n\nShot from the chest up in the station garage, morning or midday natural daylight spilling from the high bay doors, soft and even across his face without harsh shadow. He's leaning against the side of a red fire engine, relaxed but present, a natural warmth in his expression\u2014the kind of person you'd trust immediately. Approachable, grounded, at ease in his space. Photorealistic, candid, slight depth of field keeping the garage soft behind him.",
      "image_path": "images/iteration-0024/m15-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.6000000000000005,
      "reason": "Angular defined jawline and warm brown eyes with direct camera engagement are two clear standouts. Athletic shoulder width visible under tee. Expression is neutral/serious \u2014 the promised easy approachable smile is absent, which caps warmth and stops this at 7.",
      "failure_tags": [
        "low_chemistry"
      ]
    },
    {
      "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, intentionally slim build with narrow sloping shoulders, long lean arms, and an elegant elongated frame\u2014the opposite of athletic bulk. Ink stains on his fingers. Sharp prominent cheekbones, a narrow oval face with a defined jawline, deep-set dark eyes with long lashes and a quietly intense gaze, straight dark brows, a straight nose with a slightly tapered bridge, and thin lips with a subtle asymmetric quality to his smile. Shoulder-length dark brown hair, slightly tousled and unstyled, falling past his collarbones with a soft texture\u2014the kind that looks like he just ran his fingers through it. Worn cream cardigan layered over a loose, oversized linen shirt in pale cream that drapes on his slim frame, the fabric catching light as it hangs. Seated in a Berlin cafe, late afternoon golden hour light coming through the window, soft and diffused, casting gentle shadows across his face and highlighting the fabric of his cardigan. Delicate intellectual aesthetic, the mood quiet and contemplative, as if he's paused mid-thought. Photorealistic, amateur iPhone vibe, no studio polish.",
      "image_path": "images/iteration-0024/m16-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Sharp angular jaw with clean geometric definition; high cheekbones casting visible facial shadow; tousled shoulder-length dark wavy hair genuinely distinctive. Three clear standouts. Slim non-athletic frame reads exactly right. Missing cardigan layer noted but face and vibe deliver.",
      "failure_tags": []
    },
    {
      "persona_id": "m16",
      "persona_name": "Theo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome German man, eyes looking at camera, his mouth slightly parted. Late 20s, with an intentionally slim, angular build \u2014 narrow sloping shoulders, lean wiry frame, long arms with visible ink stains on his fingers. Face shape is narrow oval with sharp high cheekbones and a defined jawline; deep-set almond eyes in warm dark brown with long thick lashes; straight bridge nose with a refined tip; thin lips with a subtle asymmetric cupid's bow. Shoulder-length dark brown hair, slightly tousled and piece-y, parted loosely down the center. A few days of light stubble along his jaw. Seated in a Berlin cafe in late afternoon golden light, wearing a worn cream linen cardigan over a loose, oversized pale linen shirt that drapes softly on his slim frame \u2014 the fabric hangs loose, emphasizing the delicate precision of his build rather than any musculature. Soft natural window light catching half his face, casting gentle shadows across his cheekbones. The mood is quiet, introspective, intellectually present. Candid iPhone-shot aesthetic, not polished \u2014 authentic and unguarded.",
      "image_path": "images/iteration-0024/m16-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 7,
      "lipsync_adherence": 7,
      "weighted_score": 7.6,
      "reason": "Sharp angular cheekbones with visible bone structure, full naturally-defined lips, angular jaw framed by light stubble, brooding dark eyes with quiet intensity. Four clear standouts. Missing: cardigan absent, ink-stained fingers not legible. Eyes slightly off-axis from camera, lips subtly parted.",
      "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, eyes looking at camera, his mouth slightly parted. Slim pale build with intentionally narrow shoulders and delicate collarbones\u2014the frame reads cerebral and restrained, not athletic. Soft monolid eyes with a gentle, careful gaze; deep brown irises with a slight warm cast. Round wire-rim glasses catching soft window light. Face shape narrow and slightly long with high cheekbones and a soft pointed chin; straight nose with a refined bridge and small rounded tip; thin lips with a subtle cupid's bow and natural definition. Perfectly styled jet-black hair with a precise middle part, straight texture with a slight sheen, falling softly past his ears. Pale cool undertone skin. Fitted off-white linen shirt buttoned to the collar, sleeves rolled slightly at the forearms. Seated in a quiet library reading room or university bookshop, soft diffused window light from the left casting gentle shadows across his face and the wooden table in front of him. A closed book or notebook visible at the edge of the frame. The mood is introspective and calm, a moment of pause between pages. Shot from mid-chest up at a slight downward angle, intimate but not close, the light warm and natural, the overall feel like an unguarded candid from a smartphone camera.",
      "image_path": "images/iteration-0024/m17-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 7.4,
      "reason": "Two standouts: smooth even pale skin with uniformly clear complexion, and well-proportioned symmetrical face with balanced eye-to-nose-to-lip spacing. Soft jawline and intentionally narrow frame prevent higher. Above average but not a scroll-stopper.",
      "failure_tags": []
    },
    {
      "persona_id": "m17",
      "persona_name": "Sangwoo",
      "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. Mid-20s, pale cool porcelain skin with a subtle gray undertone. Intentionally slim build with narrow sloping shoulders, long elegant limbs, defined collarbones visible at the neckline\u2014a scholar's frame, not athletic. Narrow oval face with soft, high cheekbones and a gently tapered jawline. Soft monolid eyes with a subtle inner-corner crease, warm deep-brown irises with an almost black cast, set slightly close together and carrying a careful, contemplative gaze. Small straight nose with a defined bridge and rounded tip. Thin lips with a small cupid's bow, top lip slightly narrower than the fuller bottom, closed but parted enough to show a subtle gap. Black hair with a precise middle part, silky straight texture, freshly groomed and falling softly past his ears. Wire-rim round glasses in brushed silver, sitting gently on the bridge of his nose. Fitted off-white linen shirt buttoned all the way to the collar, sleeves rolled to mid-forearm, showing the delicate line of his wrists. Seated in a sunlit reading room, soft diffused window light spilling across his face from the left, casting gentle shadows under his cheekbones. A few out-of-focus book spines visible in the warm-toned background. Quiet, composed expression\u2014the stillness of someone deep in thought, mid-sentence in an intellectual conversation. Photorealistic, amateur iPhone-shot aesthetic, intimate and candid, no studio polish.",
      "image_path": "images/iteration-0024/m17-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 9,
      "weighted_score": 7.4,
      "reason": "Well-shaped, naturally pigmented full lips are a genuine standout; clean facial symmetry with smooth even skin quality. Held back by soft undefined jawline and slightly vacant blank expression. Collar unbuttoned vs. specified closed; hair is side-swept not middle-part.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m18",
      "persona_name": "Cassian",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Mediterranean man, late 20s, eyes looking at camera, his mouth slightly parted. Lean dancer's build with long limbs, narrow waist, sloping shoulders without bulk, defined collarbones and subtle upper-body musculature that reads as precision rather than gym-built. Warm olive skin with golden undertone. Narrow oval face with sharp, prominent cheekbones, deep-set dark brown eyes with intensity and softness, straight nose with a refined bridge, full soft lips with a natural cupid's bow. Dark hair pulled back in a neat low ponytail, a few wisps framing his face. Mid-stretch at a sunlit dance studio \u2014 one arm extended overhead, torso elongated and graceful, the other hand resting on the barre behind him. Natural window light spilling across the marley flooring, soft shadows defining his lean frame. Neutral or slightly serene expression. Amateur iPhone aesthetic, candid and unpolished, focusing on the geometry of the stretch and the economy of movement.",
      "image_path": "images/iteration-0024/m18-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Sharp defined cheekbones with angular facial structure and expressive dark eyes delivering direct, intense gaze are the two clear standouts. Narrow shoulders and a soft jawline cap this at 7 \u2014 interesting dancer-aesthetic face but nothing that stops the scroll cold.",
      "failure_tags": [
        "narrow_shoulders",
        "soft_jawline"
      ]
    },
    {
      "persona_id": "m18",
      "persona_name": "Cassian",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome mixed-race man, late 20s, eyes looking at camera, his mouth slightly parted. Lean dancer's build with long limbs, narrow waist, sloping shoulders, defined collarbones visible through a thin linen tank top, wiry musculature that reads as precision rather than bulk. Dark hair pulled back in a neat low ponytail with a few loose strands framing his face. Sharp high cheekbones, deep-set almond eyes in warm near-black with a subtle olive undertone, small nose with a straight bridge and refined tip, full soft lips with a natural cupid's bow. A faint beauty mark just below his left cheekbone. Mid-stretch in a sunlit dance studio, one arm extended overhead, torso elongated and poised, the other hand resting lightly on a wooden barre in soft focus behind him. Golden-hour window light from the left side, warm and diffused, catching the planes of his face and the sheen of the marley flooring. Candid, graceful, concentrated expression. Shot from a slight low angle that emphasizes his height and lean elegant frame. Soft focus studio background, intimate amateur vibe, photorealistic.",
      "image_path": "images/iteration-0024/m18-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.6000000000000005,
      "reason": "Two clear standouts: expressive dark eyes holding direct camera contact with real intensity, and genuinely lean elongated limbs showing dancer's line in the raised-arm stretch. Jawline is soft and underdefined \u2014 caps this at 7.",
      "failure_tags": [
        "soft_jawline"
      ]
    },
    {
      "persona_id": "f01",
      "persona_name": "Hannah",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful white woman, eyes looking at camera, her mouth slightly parted. Mid-20s, soft-featured with a warm, approachable presence. Narrow oval face with a gently rounded chin, pale porcelain skin with warm peachy undertones. Deep-set hazel eyes with a warm golden-brown core and subtle green ring, gentle downturned at the outer corners. Straight nose with a soft, slightly rounded tip. Full, undefined lips with a natural pale-rose tone. Fine, naturally sparse eyebrows with a soft arch.\n\nMid-length auburn hair with a subtle warm copper cast, falling in loose 2B waves. Half-up style with a few tendrils framing her face, slightly tousled as if she just tucked it back. Light freckles scattered across her nose and upper cheekbones, sparse and natural. One small beauty mark just above her upper left lip.\n\nWearing an oversized cream cardigan over a simple white cami, sleeves pushed up casually past her elbows. Seated by a coffee shop window, diffused morning or early-afternoon light streaming across her face, soft and flattering. Seated at a small table with a warm ceramic mug in soft focus at the edge of frame. Her posture is relaxed but present, shoulders slightly forward, the kind of natural ease of someone settling in with a book or work. Candid iPhone photography, natural skin texture, warm but not overly saturated. Slight ambient glow from the window light, no makeup beyond her natural features.",
      "image_path": "images/iteration-0024/f01-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Vivid copper-auburn hair with natural texture, clear green-grey eyes with direct engaging gaze, high cheekbones with subtle definition, and freckled porcelain skin that amplifies the coloring \u2014 striking natural combination. Hair worn fully down, not half-up as specified.",
      "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 grad student with a soft, approachable demeanor, seated by a bright coffee shop window with natural diffused light streaming across her face. Oval face with a gentle jawline, wide-set hazel eyes with warm amber flecks and a soft gaze, small straight nose with a rounded tip, full lower lip and a delicate cupid's bow. Light freckle constellation across her nose bridge and upper cheeks\u2014sparse, natural. Straight medium-thickness brows with a gentle arch, minimal grooming. Mid-length auburn hair in loose waves, gathered into a casual half-up style with a few face-framing pieces, the texture soft and tousled as if just pulled back without fussing. Wearing an oversized cream cardigan layered over a fitted cami, the cardigan slightly slipping off one shoulder. Seated in a relaxed posture, elbows resting, leaning slightly toward the window. Soft golden-hour window light illuminates her profile side gently, creating a warm glow without harsh shadows. Amateur iPhone snapshot aesthetic, candid and unposed, the kind of moment between sips of coffee when someone glances up from a book or their thoughts. Photorealistic photograph, not retouched, with the natural warmth and slight imperfection of a real moment.",
      "image_path": "images/iteration-0024/f01-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 5,
      "weighted_score": 6.800000000000001,
      "reason": "Vivid copper-auburn hair catching window light is a genuine scroll-stopper; freckle-dusted nose bridge paired with warm hazel eyes creates a distinctive look; full natural lips with good symmetry. Eyes angled off-camera kills direct connection. Hair is down, not half-up as described.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "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. She has a warm medium-brown skin tone with golden undertone, an oval face with defined cheekbones and a strong jawline, deep-set dark brown eyes with a warm amber ring, and straight eyebrows with a natural arch. Her nose is straight with a slightly rounded tip, her lips are full with a defined cupid's bow and a subtle asymmetric smirk at the right corner. She's wearing her dark hair in a sleek high ponytail pulled tight, a few loose face-framing pieces catching light. Small silver nose stud. A thin black forearm tattoo visible on her right arm\u2014a minimalist line design, bicep height.\n\nShe's in a bright gym setting with floor-to-ceiling mirrors and soft overhead lighting that catches the sweat on her skin, wearing a fitted black sports bra with visible upper-chest and shoulder definition, her V-tapered shoulders, full developed upper back, and toned midsection on display. Her posture is tall and straight, weight slightly shifted to one side\u2014the kind of stance she'd hold mid-conversation with a client, confident but approachable. One hand rests near her hip. Warm tungsten and natural window light mixing across her face and body, creating slight highlight on her collarbones and the curve of her shoulder. The expression reads as self-assured and amused\u2014a knowing smile, like she just made a joke at her own expense. Medium shot framing from mid-thigh up, shot from slightly below eye level to emphasize her presence. Photorealistic, amateur gym candid, no makeup visible beyond what she already has on.",
      "image_path": "images/iteration-0024/f02-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.2,
      "reason": "Lean visible midriff with clear athletic tone is a genuine standout; strong defined jawline and warm brown eyes carry the face. Lips read slightly AI-puffed, pulling face score down. No forearm tattoo visible \u2014 missing prompt element.",
      "failure_tags": [
        "generic_face",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, late 20s, eyes looking at camera, her mouth slightly parted. She has a confident, warm smirk\u2014the kind that reads as cocky but approachable. \n\nMedium shot from the chest up, framed like a gym mirror moment but candid, not posed. Warm golden-hour light spilling through high windows, catching the definition in her shoulders and collarbone. She wears a fitted athletic tank in neutral gray or black.\n\nHer face is a sharp oval with high, prominent cheekbones, a strong defined jawline, and warm medium-brown skin with golden undertones. Deep-set dark brown eyes with a slight upward tilt at the outer corners\u2014alert, direct. Straight nose with a refined tip and a high bridge. Full lips with a natural asymmetric smile, bottom lip slightly fuller. Straight, thick brows with a medium arch, groomed but natural-looking.\n\nLong straight black hair pulled into a high, tight ponytail, a few face-framing pieces loose\u2014sleek, gym-ready. A small discrete tattoo on her right forearm, fine-line geometric design, subtle enough to read as personal rather than showy.\n\nHer shoulders are broad and squared, upper chest and shoulders show visible athletic definition through the tank. Lean, V-tapered frame\u2014a swimmer's build with real musculature, not bulk. Collarbone and shoulder structure pronounced. Neck has visible sternocleidomastoid definition.\n\nExpression: confident, warm, self-assured without arrogance. A moment of ease before or after a workout, caught by natural light. Candid, sharp, magnetic.",
      "image_path": "images/iteration-0024/f02-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Full symmetric lips with confident half-smirk, warm olive skin showing post-workout glow, visibly toned athletic shoulders and lean frame, almond brown eyes with natural lash definition. Solid 8 \u2014 no forearm tattoo visible, minor deduction.",
      "failure_tags": []
    },
    {
      "persona_id": "f03",
      "persona_name": "Yujin",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Korean woman, eyes looking at camera, her mouth slightly parted. Mid-20s, soft and approachable energy, narrow oval face with a gently tapered jawline and defined cheekbones, large round doe eyes with sharp upturned inner corners and deep warm brown irises, small rounded nose with a soft tip, full lips with a natural cupid's bow and subtle asymmetry, delicate straight eyebrows with a natural arch. Long dark hair falling past her shoulders in soft waves, freshly washed and catching ambient light, parted down the center with a few strands framing her face. Warm porcelain skin with a luminous dewy finish. Wearing an oversized pastel lavender hoodie, slouching slightly off one shoulder. Seated by a window with diffused natural light streaming in, soft and flattering, her expression gentle and contemplative\u2014the kind of candid moment before a conversation starts. Medium shot, face clearly visible, intimate but not staged. Photorealistic, shot on iPhone with natural window lighting, intimate amateur vibe.",
      "image_path": "images/iteration-0024/f03-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Large, round dark doe eyes with visible depth are the clear standout; dewy poreless skin reads genuinely clean and lit. Full naturally pigmented lips add warmth. Round/soft face shape lacks bone structure definition \u2014 no visible cheekbone contour or jawline \u2014 caps this at 7.",
      "failure_tags": [
        "soft_jawline"
      ]
    },
    {
      "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, soft-pretty archetype with an intentionally slim dancer's build\u2014long elegant limbs, defined collarbones, graceful posture without bulk.\n\nNarrow oval face with a soft rounded chin, large doe eyes with sharp inner corners and a subtle monolid with a delicate crease, warm deep-brown irises with a slight glossy quality. Small upturned nose with a rounded tip and defined columella. Lips shaped in a soft cupid's bow, fuller lower lip, natural peachy-nude tone. Straight dark eyebrows with a gentle arch, naturally groomed and slightly sparse at the inner corner\u2014distinctly Korean beauty standard. Skin tone warm porcelain with a golden undertone, luminous and dewy\u2014the specific K-beauty glow from good hydration and soft lighting, not makeup-heavy.\n\nLong straight dark-brown hair with a center part, falling past her shoulders in a sleek sheet, freshly conditioned with a subtle shine. Dressed in an oversized pastel lavender hoodie, relaxed fit, sitting casually by a soft-focus window. Diffused window light from the left, gentle and flattering, casting no hard shadows\u2014the kind of morning or overcast-afternoon Seoul apartment light. Her expression is serene and approachable, with a hint of a gentle smile. Medium shot framing from chest up, slight three-quarter angle, relaxed hands visible resting in her lap. The mood is intimate and calm, like she's pausing during her trainee day to chat.",
      "image_path": "images/iteration-0024/f03-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two clear standouts: genuinely luminous dewy skin with convincing K-beauty texture, and large soft doe eyes that read naturally. Face is symmetric and pleasant but overall gestalt is AI-smooth and generic \u2014 no single feature stops the scroll.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "persona_id": "f04",
      "persona_name": "Naomi",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful mixed Black-Japanese woman, eyes looking at camera, her mouth slightly parted. Late 20s, lean dancer's build with defined collarbones and elongated lines, warm deep mahogany skin with neutral undertone. Narrow oval face with high sharp cheekbones, deep-set almond eyes in warm amber-brown with a darker outer ring, small upturned nose with a rounded tip and defined columella, thin top lip over a fuller bottom with a subtle asymmetric curve. Short natural hair in tight 3C coils, cropped close at the sides with slightly longer texture on top, freshly shaped but with that lived-in morning texture \u2014 not styled. Straight dark eyebrows with a natural arch, sparse but intentional. One small beauty mark just above her right collarbone, barely visible.\n\nWearing a vintage oversized denim jacket with visible paint stains (ochre, ultramarine, cadmium yellow) across the cuff and lower front, layered over a simple cream linen tee. Sitting at a worn wooden caf\u00e9 table by a tall window with soft diffused morning light streaming in from the left, the kind that catches dust motes \u2014 her face is gently lit, no harsh shadows. A half-empty ceramic mug and a small open sketchbook with pencil marks visible rest beside her on the table. Her posture is relaxed, shoulders slightly forward in the posture of someone lost in thought, hands resting near the mug. Slight afternoon stubble of light texture visible on her upper forearm. The background is a soft blur of caf\u00e9 interior \u2014 cream walls, bokeh warm tones. Shot as a medium shot from roughly chest-up, natural and unposed, the exact moment before she looks up from her thoughts.",
      "image_path": "images/iteration-0024/f04-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 3,
      "weighted_score": 6.0,
      "reason": "Clear, even skin tone is the one standout; cheekbone structure is present but not sharp enough to qualify as a second. Eyes averted kills direct connection; features read pleasant-but-forgettable. Can't justify 7 without a second named standout.",
      "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, lean dancer's build with defined collarbones and elongated posture, warm deep-brown skin with golden undertone. Narrow oval face with high cheekbones and a sharp jawline, almond eyes set wide apart with a warm amber-brown hue and a subtle upper-lid crease, small straight-bridged nose with a delicate rounded tip, full lips with a soft cupid's bow and a naturally asymmetric smile. Short natural 3B curls, freshly shaped and tousled, with one side tucked behind her ear. Sparse warm-brown freckles across her nose bridge and upper cheeks. Sitting at a wooden caf\u00e9 table by a window, morning diffused light streaming across her face, wearing an oversized linen shirt layered under vintage denim jacket with faint dried paint splatters along the cuffs and chest\u2014indigo, ochre, and burnt sienna stains that read lived-in and creative. Her right hand rests near a ceramic cup of cold brew, her expression calm and introspective, the kind of gentle focus a person has when they're half-listening to the caf\u00e9 ambient noise and half-lost in their own thoughts. Soft window light catching the texture of her curls and the fine detail of her freckles. Medium shot, framed to show her torso and the small wooden table, shot on iPhone with a natural slightly warm color cast, intimate and unhurried.",
      "image_path": "images/iteration-0024/f04-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.2,
      "reason": "Standouts: distinctive freckled warm complexion adds character; warm brown eyes with direct, calm gaze land well. Facial symmetry solid. Hair reads mid-length not 'cropped short' \u2014 minor prompt drift. Mouth barely parted, borderline.",
      "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 20s, soft and approachable energy. Fair porcelain skin with warm ivory undertone, delicate and luminous.\n\nHeart-shaped face with a gently pointed chin, soft round cheeks, and a subtle jawline. Wide-set pale gray-blue eyes with a slight downturned shape and thin natural brows that arch gently. Small straight nose with a rounded tip. Full soft lips with a subtle cupid's bow and barely-defined edges. Sparse light freckles scattered across her nose bridge and cheeks.\n\nLong blonde hair in loose, beachy waves with a center part, falling past her shoulders, catching natural light with a honey-blonde undertone and soft dimensional texture. Hair looks freshly washed and gently tousled.\n\nWearing a cream wool cardigan over a high-neck cream blouse with delicate ribbed texture, both in warm off-white tones. Round wire-rim glasses with a gold-tinted metal frame, sitting gently on her nose. Soft, sweet expression\u2014not smiling, but warm and inviting.\n\nSeated by a north-facing window in a cozy Brooklyn apartment, diffused morning light streaming across her face creating soft shadows under her cheekbones. Bookshelf with vintage cloth spines slightly out of focus in the background. Candid, intimate framing as if caught mid-thought between pages. Medium shot showing her from chest up, face angled slightly forward and toward the light.",
      "image_path": "images/iteration-0024/f05-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 9,
      "weighted_score": 8.0,
      "reason": "Clear blue-grey eyes with natural definition visible through round wire-rims; full, naturally rose-tinted lips with soft part. Smooth, even fair skin. Soft jawline and overall round facial softness prevent higher score.",
      "failure_tags": [
        "soft_jawline"
      ]
    },
    {
      "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, soft-featured and intellectual, with an air of quiet warmth.\n\nShe wears wire-rim round glasses that frame her face gently, a cream knit cardigan layered over a high-neck cream blouse\u2014soft, lived-in fabrics that speak to long library hours. Her skin is cool porcelain with a slight peachy undertone, luminous and fair.\n\nHer face is a soft oval with gentle cheekbones and a delicate rounded chin\u2014the kind that reads earnest rather than sharp. Her eyes are pale gray-blue with warm hazel undertones, wide-set and slightly round, with a natural soft crease on the upper lids that gives her a perpetually thoughtful expression. Her nose is small and straight with a soft rounded tip. Her lips are medium-full with a defined but gentle cupid's bow, the kind that naturally rests in a small smile. Her eyebrows are light ash-blonde, straight and barely-there, soft and feathered\u2014barely groomed, just as they grow.\n\nHer hair is her signature: soft blonde waves in a warm honey-blonde tone, falling past her shoulders in a half-up clip, a few strands loose around her face and catching the light. The waves are natural and undone\u20142B texture, freshly washed and air-dried, with that lived-in softness cottagecore lives in.\n\nA light dusting of faint freckles scattered across her nose and upper cheeks, sparse and delicate. One small beauty mark just above her left cheekbone.\n\nThe scene: she's seated by a tall library window in golden afternoon light, diffused and warm, catching the side of her face and her hair. She's in a quiet, intimate moment\u2014perhaps between shelving or cataloging\u2014that feels candid and unposed, shot from a middle-distance that captures her gentle presence and cardigan detail. Soft and intimate, like a photograph a friend might have taken.",
      "image_path": "images/iteration-0024/f05-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 9,
      "weighted_score": 8.0,
      "reason": "Clear light blue-grey eyes are a genuine standout; clean fair skin catches warm window light well. Lips naturally full and pink. Soft jawline and flat cheekbone structure keep this at 7\u2014pleasant but scroll-forgettable without the glasses doing work.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    }
  ],
  "aggregates": {
    "male_count": 36,
    "female_count": 10,
    "male_attractiveness_mean": 7.305555555555555,
    "male_attractiveness_stdev": 0.6591005843169262,
    "female_attractiveness_mean": 7.1,
    "female_attractiveness_stdev": 0.5385164807134504,
    "male_weighted_mean": 7.572222222222223,
    "female_weighted_mean": 7.5200000000000005,
    "lipsync_adherence_mean": 7.782608695652174,
    "prompt_adherence_mean": 8.23913043478261,
    "failure_tag_histogram": {
      "eyes_averted": 8,
      "low_chemistry": 14,
      "soft_jawline": 14,
      "weak_frame": 1,
      "boyish_when_mature_intended": 3,
      "wrong_age_range": 1,
      "mouth_closed": 4,
      "bad_skin": 1,
      "generic_face": 4,
      "narrow_shoulders": 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": "female attractiveness regressed beyond eps (-0.600 < -0.3)",
    "male_uplift": 0.2777777777777777,
    "female_drift": -0.6000000000000005
  }
}