{
  "iteration": 21,
  "timestamp": "2026-06-03T14:34:00",
  "wall_clock_seconds": 254.6,
  "prompt_snapshot_path": "prompts/iteration-0021.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 but defined swimmer's build with sloping shoulders and visible collarbones, narrow waist, the kind of frame that reads as effortlessly fit from constant movement rather than deliberate training.\n\nSoft brown hair falling across his forehead and partially obscuring one eye, slightly tousled as if he just ran a hand through it or woke up moments ago. Face shape is narrow oval with a softly defined jawline\u2014not sharp, but present\u2014framed by the fall of his hair and a slight 3/4 head angle that lets the camera catch the side-lit plane of his face. Deep-set eyes, pale gray-green with a darker rim, slightly hooded beneath his brow, the gaze quiet and inward-turning even as he looks toward the lens. Straight nose with a slightly rounded tip. Thin upper lip over a fuller bottom lip, natural edges, a small asymmetric smile or neutral expression that feels like he's mid-thought.\n\nLight stubble across his jawline and upper lip\u2014the deliberately-unkempt aesthetic of someone who forgot to shave two days ago. Sparse, straight eyebrows, mostly natural, barely visible against fair skin. One small beauty mark just below his left collarbone, visible through an open button.\n\nSitting in a Brooklyn loft window frame at dusk, golden-hour light streaming in and catching the side of his face and hair, warm amber and cool shadow. Wearing a vintage band tee or an oversized linen shirt, sleeves rolled, undone enough to show the mark and collarbones. Soft natural light, slight grain, the photo has the feeling of someone catching him unguarded\u2014intimate and unhurried. Photorealistic photograph.",
      "image_path": "images/iteration-0021/m01-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two real standouts: tousled sandy-brown hair with natural mid-length movement, and light hazel eyes with quiet intensity. Jawline is moderate \u2014 present but not sharp. Face reads pleasant and above-average, not scroll-stopping. Slight generic-AI softness prevents 8.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "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 but defined swimmer's build with sloping shoulders and a visible collarbone line, narrow waist. Soft medium-to-dark brown hair with a tousled, just-rolled-out-of-bed texture falling across his forehead and partially shadowing his eyes. Pale cool undertone skin.\n\nNarrow oval face with a deliberately soft jawline\u2014not sharp, not projecting, but present\u2014framed by the hair fall and a high collar line that reads as intentionally quiet. Deep-set dark brown eyes with a slightly hooded lid and a faraway, introspective gaze. Straight nose with a soft rounded tip. Thin top lip over a fuller bottom lip, small asymmetric mouth with a contemplative half-smile or neutral parted expression. Straight sparse brows, barely-there grooming. One small faint beauty mark just below his left cheekbone. A few days of patchy stubble along the jawline and upper lip\u2014not groomed, not fully bearded, just incidental shadow.\n\nSeated on a worn wooden stool in a Brooklyn loft, late afternoon golden-hour light streaming through a single large industrial window behind him, casting warm amber across half his face and creating a soft shadow line along his neck and shoulders. He's wearing a faded charcoal henley with the top two buttons undone, sleeves pushed up slightly to the elbows. His posture is slouched but not defeated\u2014elbows on his knees, hands loosely clasped. A battered acoustic guitar leans against the wall just behind him, slightly out of focus.\n\nThe overall mood is hushed, melancholic, unguarded\u2014a candid moment between songs. Soft natural light, slight grain, no flash. Photorealistic.",
      "image_path": "images/iteration-0021/m01-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp angular jawline with stubble defining the lower face; deep-set dark eyes delivering penetrating direct contact; tousled textured brown hair with natural volume. Lean-but-defined arm structure visible. Genuinely swipe-right territory \u2014 brooding presence lands.",
      "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 with warm honey-brown skin and a golden undertone, broad V-tapered shoulders that fill the frame with obvious upper-chest and shoulder mass visible through a fitted black athletic tank, thick defined neck with a visible sternocleidomastoid line, full biceps catching the light. Square face with a sharp defined jawline brought forward by a slight 3/4 turn and side-lit to cast a clean shadow line, warm deep-brown eyes set wide-spaced and confident, straight dark eyebrows thick and natural, aquiline nose with a high bridge and tapered tip, full symmetrical lips with a natural cupid's bow and an easy cocky half-smile that reads like he knows exactly how this looks. Close-trimmed dark hair with a textured fade, immaculate. Lean swimmer's posture even standing still. Shot in natural golden-hour beach light on what looks like a Miami boardwalk or beachside gym entrance, warm shadows defining every plane of his face and chest, casual confidence radiating like this is just another Tuesday. Athletic wear, no jewelry, no visible scars or tattoos. Amateur iPhone-quality candid, not a selfie \u2014 the kind of shot a friend texts you before asking him out.",
      "image_path": "images/iteration-0021/m02-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 3,
      "weighted_score": 6.4,
      "reason": "Clean angular jawline with defined lower face geometry; symmetrical facial proportions with warm even skin in flattering golden light. Two clear standouts but shoulders read lean-athletic, not gym-built, and expression is soft rather than charming-cocky. Eyes clearly averted off-camera.",
      "failure_tags": [
        "eyes_averted",
        "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, mid-20s, eyes looking at camera, his mouth slightly parted. Broad V-tapered shoulders with defined upper chest visible through a fitted charcoal tank top, thick neck and strong sternocleidomastoid line, full biceps catching the frame edge, narrow waist that reads proportional to his shoulder breadth. Warm medium-tan skin with golden undertone.\n\nSquare face with a sharp, projected jawline lit by side-angle golden-hour beach light that casts a clear shadow line along his jaw; he's angled in a relaxed 3/4 turn with a slight chin tilt that brings definition forward. Dark almond eyes, warm near-black with a slight olive cast, set wide and confident. Straight Roman nose with a defined tip. Full, symmetrical mouth with a natural cupid's bow \u2014 the kind of easy charming smile that reads effortless, not trying, one corner pulled slightly higher than the other. Thick straight brows, mostly natural, dark and defined. Short dark hair, textured with product, tousled beach-casual from a light sea breeze.\n\nAthletic build reads obvious but not overdone \u2014 the kind of fit that comes from knowing his own frame and moving through the world with that awareness. A small scar above his left eyebrow, faint, from something years ago. Gold chain visible at his collarbone.\n\nGolden-hour beach light from the left, soft and warm, catching the side of his face and shoulders. Sitting or standing easy in a natural \"stop-and-talk\" posture \u2014 the vibe of someone who's comfortable being looked at and happy to hold your attention. Candid iPhone shot, not styled, slightly grainy, the kind of frame he'd send without thinking twice.",
      "image_path": "images/iteration-0021/m02-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.6000000000000005,
      "reason": "Dark expressive eyes holding direct gaze with real charisma, plus a natural half-smirk with full lips \u2014 two clear standouts. Face reads above-average. Frame undercuts it: shoulders are lean, not gym-built; no visible muscle mass to sell the personal trainer persona.",
      "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 swimmer's build\u2014sloping shoulders, defined collarbones visible through an open cream linen shirt, elegant negative space at the frame. Cool porcelain skin with a subtle warm undertone.\n\nNarrow oval face with a deliberately soft jawline, framed by slightly longer dark hair falling gently across his forehead and ears. Soft monolid eyes set slightly deep, dark brown with an almost slate undertone, quiet and contemplative. Straight nose with a rounded tip. Thin lips with a small bow shape, lower lip slightly fuller. Sparse straight brows, barely groomed. A single faint ink smudge visible on the side of his left hand resting near his collar.\n\nWearing an oversized charcoal cardigan layered over the cream linen shirt, sleeves pushed up to reveal forearms with faint traces of dried ink on his fingers and wrist. Soft afternoon window light hitting his face from the left, creating a gentle shadow that emphasizes the thoughtful geometry of his features without hardening his expression. Seated casually at a desk or by a window, half-turned toward the camera in a natural pause\u2014as if he just looked up from sketching. Warm, ambient indoor lighting. Photorealistic, amateur phone-camera quality, no studio polish.",
      "image_path": "images/iteration-0021/m03-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Three clear standouts: full, naturally parted lips with distinctive shape; near-flawless smooth skin complexion; clean defined jaw on a lean aesthetic face. Reads slightly young (early 20s) for late-20s framing. Cardigan + linen shirt nailed exactly.",
      "failure_tags": [
        "boyish_when_mature_intended"
      ]
    },
    {
      "persona_id": "m03",
      "persona_name": "Jiwon",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Late 20s, tall and lean with a swimmer's build\u2014long limbs, sloping shoulders with defined collarbones visible beneath an open sage-green cardigan layered over a cream linen shirt, elegant negative space at the shoulders. Soft monolid eyes with a subtle inner-corner crease, warm deep-brown irises that read contemplative and gentle, long lashes. Narrow oval face with a soft jawline intentionally framed by the high collar line and cardigan, small straight nose with a rounded tip, thin symmetric lips with a quiet expression, barely-there dark brows with a natural groomed line. Light cool-toned skin with a slight golden undertone. Small ink stains visible on his right hand resting near his chest\u2014thumb and index finger marked with blue and black traces, the kind that come from hours of careful illustration work. His dark hair is freshly washed and slightly tousled, falling across his forehead in soft waves, parted loosely to the side. Seated by a window with soft afternoon diffuse light, sitting upright but relaxed, the kind of stillness that signals a person comfortable in quiet. Natural skin texture visible, no makeup, no retouching\u2014a candid moment of an artist between sketches. Photorealistic photograph, intimate medium shot framing his face and hands, slight 3/4 angle, soft shadows under his cheekbones that emphasize the intentional quietness of his presence.",
      "image_path": "images/iteration-0021/m03-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 9,
      "weighted_score": 8.6,
      "reason": "Sharp clean jawline angle, intense brooding monolid gaze with direct eye contact, full naturally-pigmented lips. Three clear standouts. Frame appears lean but not broadly impressive \u2014 holds at 8, not 9.",
      "failure_tags": []
    },
    {
      "persona_id": "m04",
      "persona_name": "Marcus",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Black man, eyes looking at camera, his mouth slightly parted. Early 30s, Marcus stands behind a dim mahogany bar counter, lean muscular build with broad shoulders tapering to a narrow waist, defined collarbones and forearms visible through a fitted black button-up rolled to mid-forearm. His skin is warm deep brown with neutral undertone. Face shape is a strong oval with a deliberate jawline defined by side-angle framing and slight downward chin tilt\u2014the three-quarter turn brings his sculpted jaw forward. Deep-set almond eyes, dark brown with a slight warm cast, intelligent and attentive. Straight nose with a defined bridge and rounded tip. Full lower lip over a slightly thinner upper lip, natural shape with a subtle asymmetric quality to his smile. Thick straight eyebrows, slightly fuller on the inner arch. Hair is closely cropped fade, texture neat and precision-lined. A small dark mole sits just below his left cheekbone. Minimal jewelry\u2014a simple silver ring on his left hand resting near a worn leather-bound philosophy paperback on the bar top. Soft warm overhead light catches the contour of his face and throws his jawline in shadow; the forearm tattoos are partially visible but undetailed. The expression is calm, present, the quiet confidence of someone who listens more than he talks. Natural candid framing, intimate but not posed, shot at chest-to-shoulder height against the warm dark wood of the bar interior.",
      "image_path": "images/iteration-0021/m04-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.6000000000000005,
      "reason": "Angular, well-defined jawline with clean bone structure; direct warm gaze with confident hold on camera; lean frame visible through fitted shirt with decent shoulder width. Nothing stops the scroll but clearly above-average. No forearm tattoos rendered.",
      "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, thick neck with a visible sternocleidomastoid line, full forearms where sleeves are rolled to the elbow revealing intricate geometric and philosophical-symbol tattoos in black ink.\n\nNarrow oval face with a sharp, defined jawline caught in side-angled light that casts a clean shadow along the jaw, slight 3/4 head turn bringing his stronger side forward, chin tilted just barely down for projection. Deep-set almond eyes with a slight downturned outer corner, warm brown with gold undertones and a darker iris ring, hooded lids with thick lashes. Straight bridge nose with a slightly bulbous rounded tip. Full lips with a defined cupid's bow, slight asymmetry in his smile\u2014the left side pulling higher, more natural that way. Straight thick eyebrows, mostly natural with minimal grooming, slight arch. Low fade haircut, dark hair with soft texture, closely cropped on the sides with length on top, groomed but not slick\u2014lived-in.\n\nA small scar through his left eyebrow, barely noticeable but distinctive. Light sparse stubble across his jaw and upper lip, a day or so of growth.\n\nFramed in a medium shot from the shoulders up, leaning casually against the mahogany bar at his hotel, soft warm tungsten light from recessed fixtures overhead casting gentle shadows under his cheekbones. A worn paperback philosophy text rests on the bar to his left. Relaxed, approachable, the kind of stillness that reads as someone comfortable in conversation\u2014ready to listen.",
      "image_path": "images/iteration-0021/m04-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.8,
      "reason": "Striking amber/honey eyes \u2014 genuinely rare contrast against his complexion. Sharp angular jawline with high cheekbones. Lean symmetrical face with no softness. Athletic frame visible through fitted polo. Would swipe right. Slight off-axis gaze keeps it from 9.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "m05",
      "persona_name": "Dario",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Italian-American man, eyes looking at camera, his mouth slightly parted. Late 20s, lean skater's build with sloping shoulders and defined collarbones visible through a faded vintage band tee, wiry forearms with intricate half-sleeve tattoos snaking down his right arm in black ink\u2014geometric patterns and script work. His hair is shoulder-length, dark brown with a slight wave, tousled and soft like he just rolled out of bed or came off his board, falling across his forehead in a grungy-chic way. Face shape is a narrow oval with a soft jawline that catches the golden-hour side light, bringing out his warm olive skin tone with a neutral undertone. His eyes are deep-set and dark brown with amber flecks, slightly downturned at the outer corners\u2014giving him an almost boyish, vulnerable quality that contradicts the tattoos. His nose is straight with a soft rounded tip. His smile is wide and genuine, revealing a small imperfection\u2014a slight gap between his front teeth\u2014and despite the bad-boy aesthetic (ripped light-wash jeans, worn black Vans), there's something disarmingly sweet and approachable in his expression. His eyebrows are straight and naturally groomed, dark and slightly thick. He's sitting casually at the edge of a skate park ramp or bench, one leg extended, the other bent, positioned in a natural stop-and-talk pose. The background is soft and bokeh'd, golden hour sun casting long shadows and warm amber light across his face and torso. The overall vibe is candid, intimate, unpolished\u2014like a friend's iPhone photo taken at dusk in Brooklyn.",
      "image_path": "images/iteration-0021/m05-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 7,
      "lipsync_adherence": 9,
      "weighted_score": 8.0,
      "reason": "Sharp angular jawline, warm deep-set dark eyes with natural expressiveness, beautifully textured tousled dark hair framing the face, and a genuinely disarming open smile showing white teeth. Four clear standouts. Golden-hour skate-park aesthetic lands authentically.",
      "failure_tags": []
    },
    {
      "persona_id": "m05",
      "persona_name": "Dario",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Italian-American man, eyes looking at camera, his mouth slightly parted. Late 20s, lean skater's build with defined shoulders and wiry upper arms visible beneath a faded black band tee, the fabric worn soft at the collar. His half-sleeve tattoo wraps his right bicep\u2014intricate linework, mostly monochrome with hints of gray wash\u2014and disappears beneath the shirt cuff.\n\nNarrow oval face with a sharp, angular jawline caught in warm golden-hour side light that casts a subtle shadow along his jaw, slight 3/4 head turn bringing the strong side forward. Deep-set dark brown eyes with a slight downturned shape and long lashes, full of an almost disarming softness despite the edgy frame. Straight nose with a defined bridge, soft button tip. Full cupid's bow, undefined edges, an easy asymmetric smile that reads boyish and sweet\u2014a contradiction to the tattoos and the ripped blue jeans he's wearing.\n\nThick, tousled dark brunette hair with a soft beachy texture as if he just rolled out of bed or stepped out of the skate park, bedhead fall across his forehead, no product, maybe slightly damp. Sparse dark stubble along his jawline and upper lip. Straight bushy brows, mostly natural.\n\nSitting on the rim of a concrete skate bowl at golden hour, one knee bent, the other leg stretched out, casual and mid-conversation. Warm diffuse sunlight gilds his skin and hair. Soft-focus concrete and park shadows in the background. Photorealistic, amateur iPhone aesthetic, natural and unpolished.",
      "image_path": "images/iteration-0021/m05-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 7,
      "lipsync_adherence": 7,
      "weighted_score": 7.6,
      "reason": "Sharp defined jawline with light stubble, deep-set dark eyes framed by thick expressive brows, naturally tousled dark hair with real texture \u2014 three concrete standouts. Lean Mediterranean look sells the skater-Italian aesthetic hard. Would message.",
      "failure_tags": []
    },
    {
      "persona_id": "m06",
      "persona_name": "Adrian",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Mediterranean man, eyes looking at camera, his mouth slightly parted. 35 years old with salt-and-pepper temples\u2014silvery gray threading through dark hair at the sides\u2014and a sharp, angular face with a strong defined jawline brought forward by a slight 3/4 head turn and directional side light that casts a clear shadow along his jaw. Deep-set dark brown eyes with a cool undertone, intense and steady, narrow almond shape with a slight downturned outer corner that reads commanding without hardness. Straight nose with a defined bridge and a refined tip. Thin top lip over a fuller bottom, defined mouth with a natural asymmetry to his smile. Thick straight eyebrows, mostly natural, positioned high over his eyes. \n\nOlive skin tone with a warm golden undertone, smooth and evenly lit. Lean but solidly defined build\u2014broad shoulders and a visible sternocleidomastoid line at the neck, upper chest muscular and present beneath an unbuttoned charcoal dress shirt, sleeves rolled to mid-forearm revealing defined forearms and the edge of a watch. Narrow waist relative to shoulder width, posture upright and composed. \n\nSitting or standing in a modern high-rise office overlooking Chicago skyline through floor-to-ceiling glass, late-afternoon golden light catching the silver at his temples. Shirt collar open two buttons, no tie, exuding quiet confidence and control. The photo has an accidental quality\u2014caught between a meeting, a moment of focus\u2014shot on an iPhone with soft natural window light, grainy and unretouched, a candid frame that reads like it was taken mid-conversation.",
      "image_path": "images/iteration-0021/m06-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.8,
      "reason": "Sharp angular jawline with clean definition, deep-set dark eyes delivering direct confident gaze, distinguished salt-and-pepper textured hair with natural body, lean high-cheekboned facial structure. Solidly top 15%. Slight AI-render quality prevents 9.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m06",
      "persona_name": "Adrian",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Mediterranean man, eyes looking at camera, his mouth slightly parted. 35 years old with salt-and-pepper temples, dark hair graying at the sides with an intentional maturity that reads distinguished rather than aged. Warm olive skin with golden undertone, deep-set dark brown eyes with a steady, protective gaze\u2014the kind that holds confidence without arrogance. Strong angular jawline with a subtle shadow from a 3/4 head angle slightly favoring his right side, creating clear definition along the bone structure. Nose with a straight bridge and defined tip, lips full and symmetrical with a natural edge, capable of both a composed smile and a serious line.\n\nBroad shoulders filling a charcoal suit jacket, unbuttoned at the collar to show a white dress shirt and bare neck\u2014the deliberate ease of someone comfortable in formal wear but not constrained by it. V-tapered torso visible through the fabric, the kind that comes from gym discipline and work-life balance rather than obsession. Thick sternocleidomastoid line and defined forearms where the shirtsleeves sit.\n\nSparse dark stubble on his jaw, eyebrows straight and thick with natural grooming. Hair styled back with a few pieces slightly loose, the texture of someone who just ran his hand through it\u2014not artificially perfect. Small scar or faint line along his left cheekbone, barely noticeable, the kind that adds character without story.\n\nSeated at a minimalist desk or floor-to-ceiling window in a high-rise office overlooking Lake Michigan at late afternoon, natural golden hour light catching the silver at his temples and creating soft shadow definition on his face. Calm, composed, approachable\u2014the exact stillness before a serious conversation or decision.",
      "image_path": "images/iteration-0021/m06-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 8.0,
      "reason": "Sharp angular jawline with dark stubble crisp framing; deep-set dark eyes with brooding intensity; distinguished salt-and-pepper temples; strong Mediterranean cheekbone structure. Three-quarter angle slightly softens direct-contact impact or this edges 9.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "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 soft, approachable face and an open, genuinely warm expression. Oval face with a gentle jawline, large round eyes in a warm deep-brown with a slight inner-light gleam, monolid with subtle double-lid character and naturally thick lashes that give an inviting, doe-like quality. Small straight nose with a soft rounded tip, full lips with a natural peachy tone and a gentle cupid's bow, barely-there straight brows with a soft arch. His tousled dark-brown hair has a sleep-warm, just-combed texture with wispy bangs that fall across his forehead, a few strands catching light. Lean but defined build with sloping shoulders and visible collarbones beneath an oversized cream knit sweater that drapes softly, sleeves pulled down past his wrists. Warm ivory skin with a neutral undertone, smooth and youthful. Sitting in a quiet Tokyo cafe by a window with soft afternoon light, a steaming ceramic mug on a wooden table nearby, cozy and unhurried. His posture is relaxed and open, the kind of stillness that reads like he just paused mid-conversation, radiating golden-retriever boyfriend approachability.",
      "image_path": "images/iteration-0021/m07-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 9,
      "weighted_score": 8.0,
      "reason": "Two clear standouts: luminous, even skin with almost zero blemish texture, and large warm eyes with a gentle soft-focus quality that sells the 'golden retriever' vibe. Soft jaw and delicate face keep it off 8 \u2014 charming but not scroll-stopping.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m07",
      "persona_name": "Haruki",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Japanese man, eyes looking at camera, his mouth slightly parted. Mid-20s, lean swimmer's build with sloping shoulders and defined collarbones visible at the neckline, warm porcelain skin with a slight peachy undertone. Narrow oval face with soft, rounded jawline intentionally framed by tousled dark-brown hair with a slight bedhead texture falling across his forehead and one eye \u2014 the gentle frame reads as approachable rather than sharp. Large round eyes set slightly wide, warm honey-brown with a glistening quality and visible upper lashes, an open guileless gaze that reads genuinely present. Straight nose with a soft rounded tip, small bow-shaped mouth with a fuller lower lip and a natural pink tone, barely-there eyebrows with a slight natural arch. Sparse light freckles across the bridge of his nose and upper cheeks. Soft, open expression \u2014 the kind of face that makes you want to trust him immediately.\n\nWearing an oversized cream wool sweater, the fabric slightly loose at the shoulders and neckline, creating an effortlessly cozy silhouette. Seated at a small wooden caf\u00e9 table near a window, soft afternoon golden-hour light pouring across his face and sweater, creating gentle shadows that define his features without harshness. A ceramic mug of tea sits on the table beside him. Relaxed posture, leaning slightly forward in that engaged \"listening\" way, as if mid-conversation. Shallow depth of field with a warm, slightly blurred caf\u00e9 interior behind him \u2014 soft bokeh from caf\u00e9 lighting and out-of-focus plant stems. Shot at medium close-up, slight 3/4 angle that feels natural and approachable. Film-grain texture, natural skin with subtle texture visible, warm color grading. Candid, intimate, no styling \u2014 the vibe of catching him in a quiet moment before he notices the camera.",
      "image_path": "images/iteration-0021/m07-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.2,
      "reason": "Clear, even-toned skin with no visible blemishes; textured tousled dark hair with natural volume. Face is pleasant but gaze is off-camera and expression reads brooding rather than warm \u2014 kills the scroll-stop factor. Above average, not memorable.",
      "failure_tags": [
        "eyes_averted",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m08",
      "persona_name": "Renan",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Brazilian man, late 20s, eyes looking at camera, his mouth slightly parted. Lean MMA fighter's build with a sharp V-tapered torso, broad shoulders tapering to a narrow waist, defined upper chest and shoulder musculature visible through a fitted black tank top, thick neck with visible sternocleidomastoid line, sculpted forearms. Square jawline with a strong side profile, slightly weathered from competition, framed by a low 3/4 head angle that brings definition forward. Deep-set dark brown eyes with an unexpectedly warm, gentle gaze that softens the intensity of his face shape. Straight nose with a slight hook at the bridge from past breaks, narrow lips with an asymmetric smile that pulls slightly higher on one side\u2014disarming and kind despite the fighter's exterior. Dark straight hair, short and neat, minimal styling. One ear noticeably thickened and creased from jiu-jitsu (cauliflower ear on the left side, realistic texture). A thin white scar runs through his right eyebrow from an old training cut. Warm olive skin with a neutral undertone, sun-exposure glow across his shoulders and chest.\n\nShot indoors in a fight gym: concrete wall behind him, a heavy bag partially visible and slightly out-of-focus in the background. Soft overhead gym light casts a subtle shadow along his jawline. He's standing still, shoulders relaxed despite the muscular definition, centered in frame from mid-chest up. The expression reads as calm, almost meditative\u2014the moment before or after a training session, not mid-aggression. Photorealistic, amateur phone-camera quality, natural color grading, slight warmth in the shadows.",
      "image_path": "images/iteration-0021/m08-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 6,
      "lipsync_adherence": 7,
      "weighted_score": 6.2,
      "reason": "One standout: lean arms with visible deltoid/bicep definition. Face reads early-20s boyish, soft jawline lacks the hardened fighter edge, shoulders are narrower than the MMA persona implies. No cauliflower ear, no gentle smile rendered.",
      "failure_tags": [
        "boyish_when_mature_intended",
        "soft_jawline",
        "narrow_shoulders",
        "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 twenties, eyes looking at camera, his mouth slightly parted. Lean wiry MMA fighter's build with defined shoulders and visible upper-chest musculature through a fitted black tank top, narrow waist, thick forearms and neck corded from years of grappling.\n\nSharp-featured face with a narrow oval shape and a strong angular jawline brought forward by a slight 3/4 turn and side light that casts a shadow along the jaw line, creating clear definition. Deep-set dark-brown eyes with a narrow almond shape and a direct, warm gaze. Straight nose with a high bridge and a slightly squared tip. Small full lips with a gentle cupid's bow\u2014the surprising softness of his expression contrasts with the toughness of his frame. One ear visibly thickened and slightly cauliflowered from repeated grappling, the other normal, making the asymmetry readable in profile if he's turned slightly. Thick straight dark eyebrows. Very short dark hair, close-cropped and neat.\n\nSitting on a bench inside a jiu-jitsu gym, mats and heavy bags blurred in the background. Natural window light from the side, slightly damp sheen on his skin suggesting he's just finished training. Relaxed posture, one arm resting on his thigh, the other loose at his side. His expression is calm and unguarded\u2014that gentle smile that surprises people who expect only hardness. Amateur iPhone-shot quality, soft focus on the background, candid and intimate despite the tough setting.",
      "image_path": "images/iteration-0021/m08-seed2.png",
      "attractiveness": 5,
      "prompt_adherence": 6,
      "lipsync_adherence": 3,
      "weighted_score": 4.800000000000001,
      "reason": "Lean build present but narrow shoulders and thin arms undercut the 'ripped MMA fighter' read. Jawline is soft, features skew boyish for late-20s persona. No standout anatomical feature elevates above neutral. Missing: cauliflower ear, ripped torso, gentle smile.",
      "failure_tags": [
        "boyish_when_mature_intended",
        "weak_frame",
        "narrow_shoulders",
        "eyes_averted",
        "mouth_closed",
        "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, sun-weathered face with dark stubble across his jaw and upper lip, a lean but solidly-built frame with broad shoulders and a strong V-taper visible under a faded burgundy flannel shirt with rolled sleeves, the fabric pulled taut across his chest. Tan line at his wrists shows deep bronze on his forearms and neck, pale undertone beneath from years of outdoor work.\n\nSquare face with a strong defined jawline, side-lit to cast a shadow line along the jaw that reads sharp in the frame. Deep-set dark brown eyes with a slight hooded quality, narrow and intense, direct eye contact. Straight nose with a slightly squared-off tip, weathered but not crooked. Thin-lipped mouth with an uneven smile, the lower lip fuller than the upper. Dark thick brows, mostly natural and straight, with small scar through the left brow. Short dark hair, tousled and slightly sweat-darkened, a few days past a clean cut.\n\nWorn tan cowboy hat pulled down low enough that the brim casts a shadow across the upper half of his face\u2014eyes still visible and aimed at camera, but shadowed. He's sitting on a weathered ranch fence rail or leaning against a barn door, flannel unbuttoned at the collar, no undershirt visible. Faint white scar tissue on his left collarbone. Late afternoon golden light, dust motes in the air behind him, blurred split-rail fence or barn wood in the background. Candid, exhausted-but-grounded expression\u2014the look of a man who's been working since dawn. Photorealistic, amateur iPhone-shot vibe, soft natural light, no studio polish.",
      "image_path": "images/iteration-0021/m09-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Angular jaw sharpened by well-proportioned dark stubble; direct warm-brown eye contact with intensity; high cheekbones carrying authentic sun-tan; lean chest visible through open collar suggesting real frame. Four clear standouts \u2014 legitimately top 15%.",
      "failure_tags": []
    },
    {
      "persona_id": "m09",
      "persona_name": "Wyatt",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome white man, eyes looking at camera, his mouth slightly parted. Early 30s, sun-weathered rancher with a deep tan and dark stubble shadowing his strong jaw. Broad V-tapered shoulders filling a faded red-and-brown plaid flannel shirt, sleeves rolled to the elbows revealing forearms corded with work. Worn tan Stetson casting a shadow across his brow, leaving his lower face and neck visible and backlit with warm afternoon light that catches the stubble texture. Lean but solidly built frame\u2014the kind that comes from ranch work, not gym time.\n\nSquare face with a sharp, defined jawline emphasized by a 3/4 angle and side light that carves the jaw line into clear shadow. Deep-set narrow gray-blue eyes under a slight brow furrow, direct and steady. Straight nose with a slight crook midway (old break, healed), slight upturn at the tip. Thin lips, asymmetric smile that pulls slightly higher on one side. Dark blonde to light brown hair visible at the nape and temples, tousled and sun-bleached. No grooming softness\u2014everything reads weathered and lived-in.\n\nMontana ranch setting, soft golden-hour light, him leaning against a weathered fence post or truck bed, weight shifted natural. Candid, stop-and-talk moment. The vibe is understated masculine\u2014capable, quiet, a hint of weariness from long days outside. Photorealistic amateur iPhone shot, not retouched.",
      "image_path": "images/iteration-0021/m09-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.8,
      "reason": "Three clear standouts: sharp angular jawline with clean stubble framing, striking pale-blue eyes with visible depth, broad shoulders giving real frame authority. Would swipe. Hat is tilted back rather than casting shadow across eyes as described.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "m10",
      "persona_name": "Aarav",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Indian man, eyes looking at camera, his mouth slightly parted. Late 20s, narrow oval face with a sharp jawline softly lit from the side, creating definition along the jaw and cheekbone. Deep warm brown eyes, slightly almond-shaped and thoughtful, framed by dark arched eyebrows. Straight nose with a defined bridge and rounded tip. Thin-lipped mouth with a natural asymmetric smile. Jet-black hair, textured and slightly tousled as if he just ran a hand through it.\n\nSlim but distinctly defined build\u2014lean swimmer's physique with visible collarbones, subtle upper chest definition visible through a fitted charcoal henley, sharp shoulder line, narrow waist. Long forearms with defined muscle tone. Wiry runner's muscularity, not bulky.\n\nRectangular black-framed glasses pushed up onto his forehead, resting in his hair. Warm medium-depth skin tone with a neutral undertone. Sitting at a wooden library table scattered with open textbooks and a laptop, late afternoon golden hour light streaming through tall windows behind him, creating a soft halo and warm amber glow across his face and shoulders. Soft window-light shadow under his cheekbones. Candid, intimate moment\u2014caught between reading and looking up. Photorealistic, amateur iPhone aesthetic, soft focus background, natural imperfect lighting.",
      "image_path": "images/iteration-0021/m10-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 6,
      "lipsync_adherence": 5,
      "weighted_score": 6.4,
      "reason": "Sharp angular jawline with clean definition is a genuine standout; lean athletic forearm/arm definition visible through fitted henley confirms the bookish-ripped combo. No third standout to push to 8. Scene is blown-out bright study room, not golden-hour library.",
      "failure_tags": [
        "eyes_averted",
        "lighting_fail"
      ]
    },
    {
      "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, PhD student type with an intellectual bearing but an unexpectedly athletic frame \u2014 lean swimmer's build with defined shoulders and a visible chest and collarbone line under a fitted burgundy henley, narrow waist, subtle forearm definition. Warm deep-brown eyes with a slight downward gaze-lift toward the lens, dark-framed glasses pushed casually up onto his forehead, thick straight eyebrows with a natural arch. Face shape narrow-to-oval with high cheekbones and a soft but present jawline, sharp nose with a straight bridge and refined tip, full-lipped mouth with a natural asymmetric ease. Black hair tousled and slightly overgrown on top, textured with a small left-side part, the kind that suggests he hasn't thought about it in hours. A light dusting of stubble across his jaw and upper lip. Sitting at a wooden library table surrounded by open books and scattered notes, golden-hour sunlight streaming through tall windows behind him, catching the edge of his glasses and warming his skin to a subtle amber tone. Soft, natural, candid \u2014 the exact moment he looks up from reading, slightly caught, completely unguarded.",
      "image_path": "images/iteration-0021/m10-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 5,
      "weighted_score": 6.6000000000000005,
      "reason": "Two clear standouts: wavy textured hair with natural volume and tousle, plus direct warm dark-eyed gaze through black frames that reads as magnetic. Visible arm muscle in fitted henley is a minor plus. Jawline is soft, face reads ~21 not late-20s, lighting is flat not golden-hour.",
      "failure_tags": [
        "soft_jawline",
        "wrong_age_range",
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m11",
      "persona_name": "Yanis",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome French-Algerian man, eyes looking at camera, his mouth slightly parted. Early 30s, sharp-featured with a defined square jawline emphasized by day-old dark stubble and a slight 3/4 head turn that brings his strong jaw forward. Deep-set intense dark brown eyes with a narrow, focused gaze\u2014the look of someone mid-concentration. Straight nose with a refined bridge, thin upper lip over a fuller lower lip, asymmetric slight smirk. Straight dark hair, tousled and slightly damp from kitchen heat, falling across his forehead. Broad shoulders and a V-tapered build visible through rolled white chef whites\u2014defined upper chest, thick neck, strong forearms with visible dark tattoos (geometric, flowing line work) showing from pushed-up sleeves. Warm olive skin with a neutral undertone, faint sheen of perspiration catching warm amber kitchen lighting. Sparse but precise dark stubble along his jawline and upper neck. Standing in a warm-lit professional kitchen, bokeh of stainless steel and flame blur behind him. Focused, composed intensity\u2014the exact moment before he tastes a plate. Photorealistic, natural light, no makeup, intimate but not posed.",
      "image_path": "images/iteration-0021/m11-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.8,
      "reason": "Sharp angular jawline with clear bone definition, dark deep-set eyes delivering a direct smoldering gaze, lean angular face with strong symmetry, and textured curly dark hair framing effectively. Tattoos barely visible \u2014 just a sliver at wrist bottom.",
      "failure_tags": []
    },
    {
      "persona_id": "m11",
      "persona_name": "Yanis",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome French-Algerian man, eyes looking at camera, his mouth slightly parted. Early 30s, sharp-featured with a defined angular jawline accentuated by a day-old dark stubble, narrow oval face with high cheekbones that catch the light. Deep-set dark brown eyes with an intense focused gaze, straight heavy eyebrows slightly furrowed in concentration. Straight nose with a sharp bridge and refined tip. Thin-lipped with a wide asymmetric mouth, the lower lip fuller than the upper.\n\nMedium-length dark hair, tousled and slightly damp from kitchen heat, falling just above the ears with a natural part. V-tapered lean muscular build \u2014 broad shoulders, defined upper chest visible through rolled white chef's whites, visible forearms corded with muscle and marked with dark geometric and culinary-themed tattoos, narrow waist, strong sternocleidomastoid line.\n\nStanding in a warm dim kitchen during service, soft warm amber task-lighting from prep stations casting a gentle side shadow along his jawline, his rolled sleeves exposing the full length of inked forearms. Slight 3/4 head angle bringing his defined side forward. Casual but composed posture, the stillness of a chef between plates. Sparse dark stubble shadows his jaw. Photorealistic, intimate, a stolen moment of intensity during a tasting menu. Not polished \u2014 the authentic texture of a working kitchen, natural sweat sheen catching light.",
      "image_path": "images/iteration-0021/m11-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp angular jawline with dense dark stubble; deep-set brooding Mediterranean eyes holding direct gaze; strong high cheekbones; tousled dark hair adding texture. Four clean standouts. Would message. Slight facial asymmetry keeps it from 9.",
      "failure_tags": []
    },
    {
      "persona_id": "m12",
      "persona_name": "Seojun",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Early 30s, sharp-featured with a narrow oval face and a prominent defined jawline caught in side-window light that carves clean shadows along his jaw and cheekbone. Deep-set almond eyes, slightly hooded, dark brown verging on black with an intense focused gaze. Straight nose with a high bridge and sharp tip. Thin lips with a precise cupid's bow and an asymmetric micro-smile\u2014one corner slightly higher. Sparse, straight eyebrows with a natural arch. Black hair, freshly styled, swept back with precision, not a strand out of place. Broad V-tapered shoulders visible beneath a perfectly tailored navy suit jacket, crisp white dress shirt underneath, subtle silk tie in muted silver-gray. Lean swimmer's build with visible collarbones and a strong neckline. Cool porcelain skin with a neutral undertone, absolutely clear. No visible marks or distinctive features\u2014the archetype is his restraint itself.\n\nSeated in a high-backed modern chair, angled slightly 3/4 turn toward the camera, positioned in front of a floor-to-ceiling office window in Seoul revealing a city skyline blur in soft afternoon light. Natural window-light source from his left creates the jaw shadow definition and catches the edge of his hairline. Monochromatic cool-toned Seoul office aesthetic\u2014glass, steel, minimalism. Hands relaxed on the chair arms or lap, posture upright and composed. Expression: reserved, controlled, magnetic\u2014the moment before a boardroom decision. Soft natural light, no studio flash, slight window-pane reflection on the glass behind him. Photorealistic, amateur-shot vibe, not polished editorial.",
      "image_path": "images/iteration-0021/m12-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.0,
      "reason": "Angular, well-defined jawline with clear chin projection and high cheekbones creating genuine facial architecture \u2014 two real standouts. Clean, even complexion. Cold expression reads correctly. Not scroll-stopping enough for 8; missing that third clear hook.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "m12",
      "persona_name": "Seojun",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Early 30s, sharp-featured with a narrow oval face, defined high cheekbones, and a strong angular jawline brought forward by a subtle 3/4 head turn and side light that casts a clean shadow along the jaw. Deep-set almond eyes with a slight upward tilt, dark charcoal-brown irises with almost no visible pupil ring, and a cool intensity in the gaze. Straight nose with a refined bridge and a small pointed tip. Thin top lip over a fuller bottom lip, asymmetric mouth with the right corner sitting slightly higher, creating an understated but magnetic half-smile. Dark brows, naturally thick and straight, minimal grooming. Black hair, slightly tousled on top with a clean side part, freshly styled but with a single strand falling across his forehead. Warm medium skin tone with a cool neutral undertone.\n\nBroad-shouldered V-tapered build in a perfectly tailored navy suit jacket, crisp white dress shirt visible at the collar and cuffs, sharp lapel lines and structured shoulders emphasizing width and posture. Thick defined neck with visible sternocleidomastoid line. Sitting or leaning slightly against a glass desk, composed and poised. Floor-to-ceiling office windows behind him showing Seoul skyline in soft afternoon light\u2014modern high-rise interior, minimalist glass and steel. Natural window light casting cool shadows across his face and suit. The expression reads reserved and controlled, a moment of pause mid-thought, magnetic without effort. Photorealistic, iPhone-shot candid quality, soft natural light, slight warmth in the shadows despite the cool color palette.",
      "image_path": "images/iteration-0021/m12-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 3,
      "weighted_score": 6.4,
      "reason": "Clean symmetrical jawline with visible mandible definition; smooth, blemish-free skin tone \u2014 two clear standouts hit the 7 threshold. Not an 8: jawline lacks razor sharpness and the off-angle gaze kills direct magnetism.",
      "failure_tags": [
        "eyes_averted",
        "off_angle"
      ]
    },
    {
      "persona_id": "m13",
      "persona_name": "Finn",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Australian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with sloping shoulders, defined collarbones visible through a faded linen shirt half-unbuttoned, athletic upper body without bulk. Sun-bleached blonde hair with a tousled, salt-dried texture falling across his forehead, grown slightly longer on top. Warm golden-tan skin with a deep neutral undertone, scattered subtle sun freckles across his nose and shoulders. Narrow oval face with a soft jawline softened by a gentle 3/4 angle and warm morning light from the side, creating subtle definition along the jaw. Deep-set warm hazel eyes with gold flecks and a slight downturned shape, crinkled at the corners from years of squinting into sunlight. Straight nose with a slightly rounded tip, full asymmetric smile with a small natural gap between his two front teeth. Thick straight brows, sun-lightened and mostly natural. \n\nSitting relaxed on the wet sand at a low angle near the shoreline, bare chest partially visible through the open linen, bare feet sunk slightly into the sand in the foreground. Early-morning golden hour light, ocean soft-focused behind him, a surfboard lying horizontally just out of frame. Damp salt-sticky hair, light sweat sheen on his shoulders from a fresh dawn session, casual candid posture as if pausing mid-conversation. iPhone-shot amateur feel, soft warm tones, slightly grainy from morning haze.",
      "image_path": "images/iteration-0021/m13-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 7.6000000000000005,
      "reason": "Warm symmetrical smile showing white teeth, sun-bleached tousled blonde hair reading authentically surfer, lean tanned forearms visible through open shirt. Three positives but jawline is soft and eyes are pleasant without being scroll-stopping. Above average, not standout.",
      "failure_tags": [
        "soft_jawline"
      ]
    },
    {
      "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 that reads effortless rather than gym-built. Sun-bleached blonde hair with a slightly tousled, salt-dried texture falling casually across his forehead, a few strands catching the early light. Warm golden-tan skin with a subtle salt-weathered patina and faint sun damage across his shoulders and nose bridge. Face shape is a soft oval with a gently rounded jawline softened by the casual morning light, not sharp or chiseled. Deep-set hazel eyes with warm amber undertones and a few sun-creases at the outer corners that deepen when he smiles. Straight nose with a slightly rounded tip, sun-freckled. Wide, generous mouth with a natural asymmetric warmth to his smile, the kind that comes from genuine ease rather than practiced charm\u2014one corner of his mouth lifts slightly higher than the other. Fair, barely-there eyebrows with a natural shape. Small scar or healed mark visible on his left temple, barely noticeable. Wearing a faded navy wetsuit pulled down to his waist, his bare chest and shoulders still damp from the ocean, beaded with seawater. Standing knee-deep in the shallow shore break at sunrise, the golden-hour light hitting him from the side and front, his posture relaxed and grounded. Sand clings to his legs and feet. The ocean and soft-focus golden sky fill the background. The overall mood is calm, salt-soaked contentment\u2014a man between the ocean and the day, genuinely at ease.",
      "image_path": "images/iteration-0021/m13-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Three clear standouts: lean swimmer's V-taper with visible ab definition; warm, genuinely crinkled smile with clean teeth \u2014 high-chemistry expression; sun-bleached tousled hair plus authentic salt-skin tan that reads earned not faked. Face is pleasant not sharp.",
      "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 narrow oval face and a prominent defined jawline caught in a 3/4 angle with side-light casting a sharp shadow along his chin. Deep-set dark brown eyes with a slight downturned lid, narrow and piercing, carrying an arrogant glint. Straight nose with a refined bridge and tapered tip. Thin top lip over a fuller bottom, asymmetric smile with one corner higher than the other\u2014that bratty smirk locked in place. Black eyebrows, straight and thick, slightly raised in an expression of casual superiority. Dark hair, 1A pin-straight and glossy, slicked back from his forehead with a few pieces falling loose across his brow\u2014effortlessly expensive-looking.\n\nBroad shoulders and a lean but defined build with visible upper chest muscle beneath an open dark designer leather jacket worn unbuttoned and thrown back, revealing a fitted black fitted shirt beneath. Narrow waist. Thick neck with a prominent sternocleidomastoid line. Forearms visible, defined but not bulky, one arm angled casually across his body.\n\nShot from chest-up in a Mayfair lounge or private bar\u2014warm amber lighting from a cocktail in hand or pendant lights catching the side of his face. Low-key, expensive-vibe setting. His expression reads as someone mid-conversation, half-amused, utterly self-assured. Photorealistic, shot on an iPhone with soft natural interior light and slight grain. Candid but composed\u2014the look of old money and younger arrogance.",
      "image_path": "images/iteration-0021/m14-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Three clear anatomical standouts: sharp angular jawline, thick dark brows over deep-set brown eyes, pronounced high cheekbones with strong facial bone structure. Lean frame is neutral. Smirk reads genuine. Top 15% \u2014 would go on the date.",
      "failure_tags": []
    },
    {
      "persona_id": "m14",
      "persona_name": "Cyrus",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Iranian-British man, eyes looking at camera, his mouth slightly parted. Late 20s, sharp-featured with a narrow oval face and a strong defined jawline caught in side-angle light that casts a precise shadow line along his chin \u2014 his head tilted just slightly down and turned 3/4 to bring forward the prominent side of his face. Deep-set dark brown eyes, almond-shaped with a hooded upper lid and an almost contemptuous gaze that reads as bratty confidence. Straight nose with a high bridge and a slightly sharp tip. Thin lips with an asymmetric smirk \u2014 the left corner of his mouth pulled higher, creating that effortless arrogance. Straight thick eyebrows, barely groomed, sitting low over his eyes. \n\nDark slicked-back hair with a wet-look pomade finish, a few pieces loose at the front framing his face. Warm olive skin with a golden undertone. V-tapered athletic build visible through an open black designer leather jacket worn over a crisp white shirt \u2014 broad shoulders, defined upper chest, thick neck with visible sternocleidomastoid line, narrow waist. \n\nIndoor Mayfair night setting, warm ambient light from pendant fixtures or a bar mirror behind him, catching the shine of his hair product and creating subtle shadows across his jawline and collarbones. He's mid-lean against a leather banquette or bar counter, casual and entitled, that smirk frozen mid-confidence. Photorealistic photograph, amateur iPhone quality, soft natural/indoor light, candid and effortless.",
      "image_path": "images/iteration-0021/m14-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp angular jaw with clean definition, deep-set dark eyes under heavy expressive brows, strong cheekbone projection, and lean hollow-cheeked facial structure. Four anatomical standouts \u2014 earns the 8. Smirk lands exactly as described.",
      "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. Early 30s, firefighter Devon in the Chicago station house garage, midday natural light filtering through the bay doors casting soft shadows across his face and broad shoulders.\n\nStrong square jawline with a defined shadow line along the jaw angle, emphasized by a subtle 3/4 head turn bringing his strong side forward. Warm deep brown eyes, slightly round and set wide, with an open earnest gaze. Straight nose with a defined bridge and rounded tip. Full lips with a natural symmetry, resting in an easy half-smile that reads as genuinely approachable\u2014the kind of expression that puts someone at ease in a conversation.\n\nAthletic V-tapered build visible through a fitted red station tee, broad shoulders and upper chest filling the fabric with clear muscle definition, strong neck with visible sternocleidomastoid line, narrow waist. Lean but genuinely muscular forearms where sleeves meet wrist. Deep warm mahogany skin tone with a slight golden undertone, glowing with the soft diffused daylight.\n\nThick straight eyebrows with a natural grooming state, slightly arched. Short textured hair, faded sides with textured length on top, neat and station-ready. A few scattered faint scars on his hands and forearms\u2014small marks of the job, nothing dramatic, visible in the light.\n\nWaist-up framing, leaning against or standing easy in the station garage, firetrucks and equipment softly out of focus behind him. Candid, warm, heroic in quiet presence rather than posture.",
      "image_path": "images/iteration-0021/m15-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 7.6000000000000005,
      "reason": "Two clear standouts: angular defined jawline with clean edge and warm brown eyes holding a steady, engaging gaze. Arm definition visible through tee sleeve confirms athleticism. No dramatic V-taper visible from this 3/4 angle; smile is pleasant but not a showstopper.",
      "failure_tags": []
    },
    {
      "persona_id": "m15",
      "persona_name": "Devon",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Black man, eyes looking at camera, his mouth slightly parted. Early 30s, firefighter named Devon, warm deep brown skin with a neutral undertone. Strong square jawline with definition created by a subtle 3/4 head turn and soft side light that catches the jaw's edge, chin angled slightly down for clarity. Deep-set, warm brown eyes with a calm, accessible expression\u2014the kind of gaze that reads as trustworthy and present. Straight nose with a defined bridge and proportional tip. Full lips with a natural asymmetric ease to them, softness in the lower lip. Thick, straight eyebrows with a natural arch, well-groomed but not over-defined. Dark hair cut short and neat, clean line on the sides, textured slightly on top, the practical station-house fade. Broad shoulders and a visible V-tapered chest filling out the blue firefighter station tee\u2014the fabric drapes over clear upper chest definition, thick neck with visible sternocleidomastoid line, athletic build earned from physical work. Leaning against a red fire engine or station wall in the garage, natural daylight streaming in from a bay door or high window, catching the planes of his face and chest without harsh shadow. Easy, warm expression\u2014the smile is genuine and inviting, not staged. Hero archetype warmth: a man you'd trust immediately. Candid amateur iPhone photo, soft focus background, photorealistic, natural skin texture, no studio lighting.",
      "image_path": "images/iteration-0021/m15-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.6000000000000005,
      "reason": "Two clear standouts: angular, well-defined jawline with sharp definition, and warm amber-brown eyes holding direct camera contact. Lean build hints through tee sleeves. Above-average but not scroll-stopping \u2014 nothing elevates this to 8.",
      "failure_tags": []
    },
    {
      "persona_id": "m16",
      "persona_name": "Theo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome German man, late 20s, eyes looking at camera, his mouth slightly parted. Seated in a Berlin cafe in late afternoon golden light, narrow oval face with sharp prominent cheekbones, pale cool porcelain skin with a slight olive undertone, long almond-shaped eyes with heavy hooded lids and thick dark lashes, pale gray-blue irises with a darker ring, straight nose with a refined bridge and sharp tip, thin top lip over a fuller bottom lip with a slight asymmetric quirk to his smile. Eyebrows are straight and dark, barely groomed. Shoulder-length dark brown hair, slightly tousled and slightly damp-looking as if freshly washed, falling past his collarbone with a center part. Deliberately slim build \u2014 long narrow shoulders, wiry lean frame, no athletic bulk; long forearms resting on the cafe table with ink stains visible on his fingers. Wearing an oversized cream wool cardigan layered over a loose pale linen shirt that drapes loosely on his intentionally slim silhouette, creating elegant negative space at the collarbones. The lighting catches the side of his face, defining the sharp jawline with a soft shadow line. Quiet intensity, delicate intellectual aesthetic, soft candid amateur iPhone photo, imperfectly framed, natural cafe ambiance with blurred warm background.",
      "image_path": "images/iteration-0021/m16-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.8,
      "reason": "Sharp angular cheekbones hollowed beneath giving sculptural quality; pale blue-grey deep-set eyes with striking contrast against dark hair; clean angular jawline. Three clear specific standouts. Ink-stained fingers absent; gaze tilts slightly upward off-axis.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "m16",
      "persona_name": "Theo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome German man, eyes looking at camera, his mouth slightly parted. Late 20s, narrow oval face with sharp high cheekbones and a soft jawline, framed by shoulder-length dark brown hair with a natural tousle and a deep center part. Deep-set pale gray-blue eyes with heavy lashes and a slightly melancholic gaze. Straight nose with a fine bridge, thin lips with a slight asymmetric curve. Sparse light brows, almost naturally sparse. Intentionally slim build\u2014narrow shoulders, long lean arms with visible forearm definition, wiry not muscular, elegant collarbones visible through the loose neckline of a cream linen shirt layered under a worn cream cardigan in a soft knit. The cardigan hangs loosely on his frame. Ink stains visible on his fingers and the edge of his right hand. Sitting in a Berlin cafe in late afternoon golden light streaming through a window, soft shadows across his face emphasizing the sharp lines of his cheekbones and jawline. The look is quiet intellectual intensity\u2014delicate, thoughtful, not athletic. Candid moment, slightly off-guard, natural amateur iPhone-shot aesthetic with soft diffuse light and subtle imperfection.",
      "image_path": "images/iteration-0021/m16-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Pale blue-grey eyes with real intensity stop the scroll; sharp angular cheekbones give strong facial definition; dense brow ridge creates brooding depth; full lips add softness against hard geometry. Runs early-20s visually, not late-20s.",
      "failure_tags": [
        "boyish_when_mature_intended"
      ]
    },
    {
      "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 narrow shoulders and a long lean frame \u2014 deliberately non-athletic, the kind of body that reads cerebral and restrained. Soft monolid eyes with a gentle, careful expression, dark warm gaze. Perfectly styled middle-part black hair, sleek and composed. Wire-rim round glasses. Fitted off-white linen shirt buttoned to the collar, crisp lines. Seated in a quiet library reading room, warm soft window light falling across his face and torso from the left, creating a gentle shadow along his soft jawline. His posture is upright but unguarded, one hand resting near an open book on the table in front of him. The framing is a medium close-up, slightly angled to catch the quiet intelligence in his expression and the pale cool tone of his skin. Natural overhead and side lighting, no studio setup \u2014 the ambient glow of afternoon in a place built for thought. Amateur iPhone-shot quality, candid and unforced, capturing a moment of focused presence.",
      "image_path": "images/iteration-0021/m17-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 6.8,
      "reason": "Clear, even pale skin with genuine facial symmetry is the one real positive. Soft undefined jawline and narrow frame drag attractiveness \u2014 pleasant but nothing stops scroll. Glasses suit the face shape but that's styling, not anatomical standout.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m17",
      "persona_name": "Sangwoo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, mid-20s, eyes looking at camera, his mouth slightly parted. Seated in a sunlit library reading room, soft golden-hour window light casting gentle shadows across his face and pale skin. Slim, deliberately narrow-shouldered frame in a fitted off-white linen shirt buttoned to the collar, emphasizing his lean, cerebral silhouette. Long pale fingers resting on an open philosophy text. Soft monolid eyes with a patient, thoughtful gaze; thin straight eyebrows; delicate nose with a narrow bridge and soft rounded tip; small bow-shaped mouth with undefined edges. Wire-rim round glasses positioned slightly down his nose. Black hair in a perfectly styled middle part, glossy and pin-straight, falling softly to frame his face. Narrow oval face with a soft, undefined jawline \u2014 the quiet restraint is intentional, framed by high collar and gentle posture. No athletic markers, no bulk; instead, elongated lines and precise stillness. Pale cool undertone skin. A single faint beauty mark below his left cheekbone. The ambient mood is hushed intellectual intimacy \u2014 not a portrait, but a stolen moment in a bookshop, where he's paused mid-page, caught in quiet concentration.",
      "image_path": "images/iteration-0021/m17-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.2,
      "reason": "Standouts: genuinely clean, even pale skin with smooth texture; balanced facial symmetry with defined cheekbones framed well by round glasses. Nothing stop-the-scroll but above average. Missing: hair is side-swept crop NOT middle-part; shirt collar open, not buttoned up.",
      "failure_tags": [
        "wrong_age_range"
      ]
    },
    {
      "persona_id": "m18",
      "persona_name": "Cassian",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome mixed-race man, late 20s, eyes looking at camera, his mouth slightly parted. Mid-stretch at a sunlit NYC dance studio\u2014one arm extended overhead, the other reaching down his leg in a fluid hamstring stretch, torso twisted slightly to catch the warm golden light from tall windows. Lean swimmer's build with long limbs, defined collarbones, narrow waist, and wiry shoulder definition that reads dancer, not gym-trained. Sharp high cheekbones with soft jawline framed by the angle of the stretch, expressive dark brown eyes with a slight downturned lid, full soft lips. Black hair pulled back in a neat low ponytail, a few loose strands catching the light. Marley flooring and a wooden barre visible out of focus behind him. Wearing a fitted black long-sleeve dance shirt that shows his elegant frame. The light is warm and diffuse, catching the fine hairs on his forearms and the subtle musculature of precision and repetition rather than bulk. Candid, intimate, completely natural\u2014the exact moment before or after class when the body is still speaking its language. Shot on iPhone, soft focus background, no studio lighting.",
      "image_path": "images/iteration-0021/m18-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 7.4,
      "reason": "Sharp, angular cheekbones with real structural definition; dark almond-shaped eyes carry expressive intensity. Lean dancer's elongation reads genuinely in the stretch pose. Jaw line slightly weak \u2014 keeps this from 8. Face is interesting but not scroll-stopping.",
      "failure_tags": [
        "eyes_averted",
        "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, eyes looking at camera, his mouth slightly parted. Late 20s, lean dancer's build with long limbs, narrow waist, sloping shoulders, and wiry defined musculature without bulk \u2014 the precise elongated frame of a contemporary dancer, not a gym physique. Warm olive skin with golden undertone. Narrow oval face with sharp high cheekbones casting subtle shadows, soft jawline framed by the angle and light, deep-set dark brown eyes with an expressive intensity, full symmetrical lips with a defined cupid's bow, straight nose with a refined bridge, naturally thick brows with a slight arch. Hair pulled back in a neat low ponytail, a few short pieces loose around his face. Mid-stretch at a sunlit dance studio, one arm extended upward in an elegant line, torso and shoulders visible, the marley flooring and barre softly out of focus behind him. Golden hour light streaming through tall windows, catching the fine lines of his extended arm and collarbone. Candid, breathless, graceful \u2014 the aesthetic of precision and elongation, not power. Soft natural light, slight perspiration on his skin from exertion, an absorbed expression of focus. Photorealistic, amateur photography style, no studio polish.",
      "image_path": "images/iteration-0021/m18-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Sharp angular cheekbones casting visible shadow plus dark, deep-set eyes with direct intense gaze \u2014 two clear facial standouts. Face carries it. But extremely narrow shoulder frame and slender, almost underdeveloped trunk limit overall male physical presence below 8 threshold.",
      "failure_tags": [
        "narrow_shoulders"
      ]
    },
    {
      "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 oval face with a rounded jawline and a natural, understated expression. Light freckles scattered across her nose and cheeks in a sparse, organic pattern. Deep warm hazel eyes with a gentle downturned quality, naturally arched brows with soft golden-blonde undertones. Small delicate nose with a rounded tip, fuller bottom lip over a thinner top lip with a subtle asymmetric smile line.\n\nAuburn hair in loose, natural 2B waves, pulled back into a casual half-up style with a few pieces falling softly around her face, as if she just gathered it without thinking. Light brown undertones with copper highlights catching the window light. Lean but gracefully built frame, narrow shoulders with visible collarbones. Wearing an oversized cream or oatmeal cardigan layered over a fitted white or pale ivory cami, the cardigan falling loosely off one shoulder.\n\nSeated at a coffee shop window, soft golden-hour or morning diffused light streaming across her face, creating gentle shadows on one side of her jawline. Natural, unretouched skin with a subtle warm glow. Medium shot framing from the shoulders up, shot at a slight three-quarter angle, no extreme tilt. Candid, unhurried, the kind of quiet moment before she takes a sip of coffee or reaches for a book. Photorealistic, shot on an iPhone, soft focus background with warm cafe tones slightly out of frame.",
      "image_path": "images/iteration-0021/f01-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.0,
      "reason": "Two clear standouts: warm copper-auburn hair with natural loose volume and a genuine freckle scatter across the nose bridge. Otherwise soft jawline, average eye shape, and unremarkable bone structure hold this at 7. Eyes are off-camera, lips barely parted.",
      "failure_tags": [
        "eyes_averted",
        "soft_jawline"
      ]
    },
    {
      "persona_id": "f01",
      "persona_name": "Hannah",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful white American woman, eyes looking at camera, her mouth slightly parted. Mid-20s, soft oval face with a gentle jawline, warm peachy skin with light freckles scattered across the bridge of her nose and upper cheeks. Deep hazel eyes with a warm golden-brown cast, slightly downturned at the outer corners, giving her a thoughtful quality. Small straight nose with a rounded tip. Full lower lip over a slightly thinner upper lip, natural peachy-pink. Straight medium-thickness eyebrows with a soft natural arch. Auburn hair in loose waves, half-up in a casual claw clip with wispy face-framing pieces, the rest falling softly past her shoulders with a lived-in, just-styled texture.\n\nWearing an oversized cream-colored cardigan layered over a thin white cami, sleeves pushed up to her elbows. Seated by a coffee shop window, soft golden-hour sunlight streaming across her face from the left, creating gentle highlights on her cheekbones and hair. Warm, natural ambient light with soft shadows that define her features without harshness. Slight head tilt, relaxed and present, as if she's just looked up from her coffee or a book. Unguarded, approachable, candid moment. Shot from mid-chest up, soft focus on the background of blurred window and caf\u00e9 interior. Amateur iPhone photography, natural skin texture visible, utterly human and unretouched.",
      "image_path": "images/iteration-0021/f01-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Three clear standouts: vibrant copper-auburn hair with natural wave texture, distinctive freckle scatter across nose/cheeks, and full well-shaped lips with natural pink pigment. Hazel eyes complement the warm palette. Would swipe right.",
      "failure_tags": []
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, eyes looking at camera, her mouth slightly parted. Late 20s, warm caramel skin with golden undertone, athletic toned build with defined shoulders and visible upper back muscle, narrow waist in proportion. Face shape is a soft diamond with prominent cheekbones and a strong defined jawline caught in natural side-lit indoor gym light that casts a subtle shadow along the jaw. Eyes are warm dark brown, slightly upturned at the outer corners, wide-set and bright with confident energy. Straight bridge nose with a slightly bulbous rounded tip. Lips are full with a defined cupid's bow, a slight natural asymmetry to her smile that reads cocky-warm rather than polished. Eyebrows are thick, straight, and well-groomed with a high arch. Hair is thick and shiny, dark brown with natural highlights, pulled into a high sleek ponytail that sits just above the crown, a few wispy pieces framing her face. Small delicate forearm tattoo visible on her left forearm (design simple, not ornate). Her expression is a confident half-smirk, self-assured but approachable. She's wearing a fitted black sports bra or athletic tank, shot from the chest up in what feels like a gym mirror moment \u2014 natural indoor gym lighting, soft shadows, the casual confidence of someone mid-day at work, not posed. The background is soft-focus gym environment. Photorealistic photograph, candid and unguarded, the warmth of someone comfortable in her own skin.",
      "image_path": "images/iteration-0021/f02-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.8,
      "reason": "Full, naturally pigmented lips with clean shape; strong dark brows with precise arch framing the face; lean athletic frame with visible clavicle and shoulder definition. Cocky-warm smirk lands authentically. Forearm tattoo absent/not in frame.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, eyes looking at camera, her mouth slightly parted. Late 20s, athletic toned build with defined shoulders and upper back visible through a fitted white sports bra tank top, narrow waist, strong core definition. Warm medium-tan skin with golden undertone.\n\nFace shape is a soft diamond with prominent cheekbones and a strong jawline \u2014 slight 3/4 head turn to camera-right brings the definition forward, subtle side light catches the jaw line. Deep-set almond eyes, slightly downturned at the outer corners, warm dark-brown with a near-black pupil, direct confident gaze. Straight nose with a defined tip. Full lips with a natural line, asymmetric smile tilting slightly higher on the left side. Thick straight eyebrows, minimal arch, natural grooming. Small beauty mark on her right collarbone.\n\nJet-black hair pulled into a high, tight ponytail with a few wispy face-frame strands loose, hair texture 2B-3A with slight wave. Single small line-work forearm tattoo visible on her left forearm \u2014 design is minimal, abstract, black ink.\n\nFraming is a medium shot from chest-up, casual and matter-of-fact. Soft natural window light from camera-left, slight sheen on her skin suggesting post-workout glow without sweat. Neutral expression shifting toward a confident smirk \u2014 the energy of someone comfortable in her own capability, warm underneath the cocky. Blurred gym environment or neutral studio backdrop behind her, shallow depth of field keeping focus on her face and shoulders.",
      "image_path": "images/iteration-0021/f02-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 7,
      "weighted_score": 7.8,
      "reason": "Three clear standouts: defined facial bone structure with high cheekbones and clean jawline; dark almond eyes anchored by thick natural brows; visibly toned athletic midsection with shoulder definition. Confident smirk lands the cocky-warm brief. No forearm tattoo visible.",
      "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, with a delicate oval face and a gently rounded jawline that catches warm sidelight. Large doe eyes with sharp inner corners and a slight upturned tilt, deep warm brown with a glossy quality, set wide and luminous. Straight-bridged nose with a soft rounded tip. Small cupid's bow mouth, fuller bottom lip, naturally muted mauve-pink tone. Thin feathered eyebrows with a gentle arch. Long dark brown hair, 2A subtle waves, freshly washed with a center part falling past her shoulders, a few strands framing her face. Porcelain skin with a warm peachy undertone, dewy and luminous, a light natural glow without heavy makeup \u2014 just clear skin that reads 15-step Korean skincare. One small beauty mark just above her right cheekbone. Wearing an oversized pastel lavender hoodie, soft and oversized, sitting slightly slouched on a bright windowsill in what looks like a Seoul apartment, gentle diffused afternoon light from the window illuminating her face. Calm, gentle expression, inviting and soft. Amateur phone shot, natural lighting, candid moment, photorealistic.",
      "image_path": "images/iteration-0021/f03-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two clear standouts: near-flawless dewy luminous skin with zero visible texture, and full naturally coral-tinted lips with clean shape. Eyes are warm and large but face lacks bone structure\u2014soft jawline and round cheeks with no hollows prevent an 8.",
      "failure_tags": [
        "soft_jawline",
        "generic_face"
      ]
    },
    {
      "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 oval face with a gently rounded chin, large dark doe eyes with sharp upturned inner corners and a subtle double eyelid, warm honey-brown irises catching the light. Delicate straight nose with a soft rounded tip, small cupid's-bow mouth with fuller lower lip and natural peachy-nude tone. Thick straight dark brows, mostly natural with a soft arch. Long dense black hair with a center part, falling past her shoulders in a sleek curtain, freshly styled with a subtle glossy sheen. Fair porcelain skin with a dewy luminous finish and a light natural flush across the cheekbones. Soft, approachable expression.\n\nWearing an oversized baby-pink or cream-colored hoodie, slightly slouched off one shoulder. Seated casually indoors in soft natural window light, three-quarter angle facing the camera, head tilted very slightly downward in a gentle, approachable pose. No harsh shadows \u2014 diffuse afternoon light creating a warm, intimate mood. Candid iPhone-quality photograph with soft focus background, the aesthetic of a trainee's casual self-portrait in a Seoul practice room or dorm. Photorealistic, not edited, intimate and unguarded.",
      "image_path": "images/iteration-0021/f03-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Two standouts: smooth dewy porcelain skin with visible luminosity, and soft doe-shaped eyes with warm brown irises. Lips naturally rosy and parted. Face readable but generic K-beauty AI smoothness flattens memorability \u2014 not scroll-stopping.",
      "failure_tags": [
        "generic_face",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "f04",
      "persona_name": "Naomi",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful mixed Black-Japanese woman, eyes looking at camera, her mouth slightly parted. Late 20s, slim build with defined collarbones and a dancer's elongated frame, sitting at a small cafe table with a half-finished coffee cup. She wears paint-stained indigo denim, worn soft at the cuffs and thighs, paired with a fitted sage-green linen shirt tucked in at the front. Her textured hair is cropped short in a tapered cut with soft natural volume on top and close sides, dark brown with warm undertones catching the light. Face shape is a soft oval with a gently rounded jawline, high prominent cheekbones, and a thoughtful inward gaze despite direct eye contact\u2014the expression is calm and focused, as if she's just paused mid-thought. Deep-set almond eyes with a warm brown-black tone and a barely visible inner-corner crease, warm-toned and reflective. Nose is narrow with a subtle bridge and a rounded, soft tip. Lips are fuller on the bottom with an undefined natural edge, resting slightly open. Fine, straight eyebrows with a subtle natural arch, mostly ungroomed. A small scatter of faint freckles across her nose bridge and upper cheeks. Soft natural window light from the left side illuminates her face and catches the paint stains on her sleeve, creating gentle shadows under her cheekbones without defining her jawline sharply\u2014the lighting is diffuse, intimate, quiet. Shot from a slight three-quarter angle at eye level, medium shot framing her from mid-chest up, warm color cast from the cafe's interior, blurred coffee shop background with soft bokeh. The whole mood is candid, unhurried, like a stolen moment of an artist lost in her own world.",
      "image_path": "images/iteration-0021/f04-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 7,
      "lipsync_adherence": 5,
      "weighted_score": 6.0,
      "reason": "Clear even skin tone and fine mixed-heritage bone structure are the two positives. But expression reads flat/vacant, no scroll-stopping quality. Hair rendered straight/sleek, not the described curly textured crop \u2014 partial persona miss.",
      "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, narrow oval face with soft, unhurried features\u2014warm deep-brown skin with a subtle golden undertone, defined cheekbones that catch the light, and a gently rounded jawline framed by her cropped curls. Deep-set almond eyes, rich warm-brown with flecks of amber, hooded slightly at the outer corners and lined with thick natural lashes. Straight nose with a soft rounded tip, full lips with a defined cupid's bow and a small asymmetric quirk to her smile. Thin, naturally-groomed eyebrows with a gentle arch. Her hair is a dense texture of 3B-3C tight coils, cropped close to her scalp in an intentional taper fade that shows the shape of her head and neck\u2014freshly done, with soft natural oils catching the light.\n\nLean swimmer's build, graceful collarbones visible above a loose cream linen shirt with several dried paint stains in ultramarine and burnt sienna across the chest and left sleeve. Paint smudges on her hands, fingertips, and one streak across her wrist. Sitting at a corner table in a warm-lit Brooklyn coffee shop, afternoon natural light from a nearby window casting soft shadows across her face and shoulders. She's leaning slightly forward with her elbows on the table, one hand loose near a ceramic mug, the other resting against her collarbone\u2014the pose of someone lost in thought but present. Calm, meditative energy. Her paint-stained cropped denim jacket hangs on the chair behind her. Skin texture is clear and even; a small beauty mark just above her right cheekbone catches the light. The photo has the soft-focus, high-ISO quality of a phone shot taken by a friend\u2014candid, unretouched, intimate.",
      "image_path": "images/iteration-0021/f04-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "High cheekbones with clean bone structure, luminous warm golden-brown skin with zero blemishes, long elegant neck amplifying facial profile, and full naturally shaped lips. Four clear standouts justify the 8. Slight side-angle gaze keeps it from 9.",
      "failure_tags": []
    },
    {
      "persona_id": "f05",
      "persona_name": "Anya",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Polish woman, eyes looking at camera, her mouth slightly parted. Late 20s, soft fair skin with cool porcelain undertone, warm golden blonde waves falling past her shoulders in loose, lived-in curls, styled as if she just pulled her hair down from a clip moments ago.\n\nNarrow oval face with a soft jawline, high cheekbones, and a gently pointed chin \u2014 the kind of face that reads quiet and approachable. Deep-set gray-blue eyes with a slight downturned shape and delicate hooded lids, pale lashes, looking directly ahead with a gentle, unfocused warmth. Straight nose with a soft rounded tip. Small bow-shaped mouth with fuller lower lip, natural pale pink tone. Thin, barely-there fair eyebrows with a natural arch. A light dusting of pale freckles across her nose bridge and upper cheeks \u2014 sparse, authentic.\n\nShe's wearing a cream wool cardigan layered over a high-neck cream linen blouse with a subtle texture, the neckline sitting just below her chin, sleeves pushed up slightly to show her delicate wrists. The cardigan is slightly oversized, buttoned only partway, giving the impression she grabbed it while transitioning between tasks. Her build is slender with elegant proportions \u2014 long graceful neck, delicate collarbones visible at the neckline, lean shoulders with a dancer's posture.\n\nSeated by a large window with soft diffused daylight, her face is gently side-lit so the warm afternoon glow catches her hair and creates a subtle shadow along the soft side of her jawline. The background is a soft-focus warm wood bookshelf. The overall mood is candid, unhurried, intimate \u2014 a librarian caught mid-thought on an ordinary afternoon.",
      "image_path": "images/iteration-0021/f05-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.2,
      "reason": "Clear blue-grey eyes with genuine color pop; soft blonde waves with good natural texture; clean fair skin with light freckles adding character. Soft jawline limits ceiling. Wire-rim glasses from prompt entirely absent \u2014 notable miss on signature detail.",
      "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 fair skin with cool porcelain undertone, gentle heart-shaped face with a rounded chin and naturally high cheekbones. Wide-set, pale blue-gray eyes with a warm inner glow, slightly hooded lids, direct and thoughtful gaze. Small straight nose with a soft rounded tip, delicate cupid's bow mouth with naturally fuller lower lip and a faint asymmetric smile.\n\nShoulder-length blonde waves in a natural ash-blonde shade with darker roots, soft texture with loose beachy movement, tucked behind one ear to frame her face. Sparse light freckles across her nose bridge and upper cheeks. Thin, naturally-arched light eyebrows. Small beauty mark just above her right upper lip.\n\nWearing a cream wool cardigan layered over a high-neck ivory blouse with a subtle texture, sitting near a tall library bookshelf. Soft afternoon window light from the left side, casting gentle shadows that define her jawline without harshness. Wire-rim round glasses resting on her nose. Sitting at a wooden table scattered with open books and a steaming mug of tea, half-turned toward the camera in a natural pause between reading. Warm, intimate indoor lighting. Candid, unstudied expression, the feeling of being caught mid-thought in a quiet moment. Photorealistic amateur shot, soft focus background.",
      "image_path": "images/iteration-0021/f05-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Clear blue-grey eyes with visible color depth through wire-round frames; light freckles across fair skin add genuine character. Pleasant natural look, above average, but no jaw-drop standout \u2014 forgettable past the first glance.",
      "failure_tags": [
        "low_chemistry"
      ]
    }
  ],
  "aggregates": {
    "male_count": 36,
    "female_count": 10,
    "male_attractiveness_mean": 7.361111111111111,
    "male_attractiveness_stdev": 0.7130832029440798,
    "female_attractiveness_mean": 7.3,
    "female_attractiveness_stdev": 0.6403124237432849,
    "male_weighted_mean": 7.544444444444445,
    "female_weighted_mean": 7.56,
    "lipsync_adherence_mean": 7.478260869565218,
    "prompt_adherence_mean": 8.217391304347826,
    "failure_tag_histogram": {
      "generic_face": 3,
      "eyes_averted": 13,
      "low_chemistry": 9,
      "weak_frame": 2,
      "boyish_when_mature_intended": 4,
      "mouth_closed": 4,
      "soft_jawline": 9,
      "narrow_shoulders": 3,
      "lighting_fail": 1,
      "wrong_age_range": 2,
      "off_angle": 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 (-0.400 < -0.3)",
    "male_uplift": 0.33333333333333304,
    "female_drift": -0.40000000000000036
  }
}