{
  "iteration": 27,
  "timestamp": "2026-06-03T15:30:32",
  "wall_clock_seconds": 258.2,
  "prompt_snapshot_path": "prompts/iteration-0027.txt",
  "personas_file_ref": "autoresearch/male-attractiveness-uplift/personas.json",
  "evaluator_file_ref": "autoresearch/male-attractiveness-uplift/evaluator.json",
  "evaluations": [
    {
      "persona_id": "m01",
      "persona_name": "Caleb",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome white man, late 20s, eyes looking at camera, his mouth slightly parted. Sitting cross-legged on a worn vintage couch in a Brooklyn loft, soft evening light filtering through industrial windows casting long shadows across his face. His soft medium-brown hair falls slightly into his eyes with that just-woke-up texture, a few strands catching the light. Narrow oval face with a sharp jawline, deep-set dark brown eyes with a slight melancholic intensity, straight bridge nose with a refined tip, thin lips with a subtle downward curve at the corners giving him a naturally pensive expression. His facial structure carries the vibe of Robert Pattinson mixed with Paul Mescal and Adam Driver, but with a softer jawline and a small scar through his left eyebrow that reads lived-in rather than dramatic. Lean but defined swimmer's build visible through a faded black vintage band tee, collarbones and shoulder line evident but elegant, not bulky. Defined but slender forearms resting on his knees. Fair skin with cool neutral undertone and sparse dark stubble along his jaw. His eyebrows are straight, slightly thick, and natural-looking. A faint beauty mark just below his left collarbone visible where the shirt neckline sits. The mood is introspective and quiet\u2014not sad, just the particular stillness of someone comfortable in solitude, like he's just paused between songs or thoughts. Soft natural window light, no flash, slight grain from an older camera or phone, the kind of photo that feels unplanned even though it captures something true.",
      "image_path": "images/iteration-0027/m01-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline with clean stubble definition; deep-set eyes delivering genuinely intense direct gaze; lean forearm musculature and proportional shoulder width visible through tee. Three clear standouts hit the 8 bar. Hair tousled but not 'falling in eyes' as specified.",
      "failure_tags": []
    },
    {
      "persona_id": "m01",
      "persona_name": "Caleb",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome white man, eyes looking at camera, his mouth slightly parted. Late 20s, lean musician's build with sloping shoulders, defined collarbones visible through a thin charcoal henley, long-limbed and elegant without bulk. Narrow oval face with sharp cheekbones and a slightly squared jawline, deep-set dark brown eyes with a melancholic intensity, straight nose with a subtle bridge, thin lips with an asymmetric cupid's bow, barely-there light brown eyebrows with a natural arch. Dark brown hair falling just past his eyes in a tousled, just-rolled-out-of-bed way, longer on top and slightly damp as if from a shower an hour ago. Facial structure carries the vibe of Robert Pattinson mixed with Paul Mescal and Adam Driver, but with a slightly crooked front tooth visible in his neutral expression and a small beauty mark at the corner of his left jawline. Sitting on the edge of a wooden chair in a dim Brooklyn loft, late afternoon golden hour light filtering through an industrial window behind him, casting one side of his face in shadow. Worn black jeans, bare feet, a guitar leaning against the wall behind him slightly out of focus. Soft, pensive mood \u2014 the look of someone lost in thought before a show, introspective and untouchable, but present in the frame. Amateur iPhone-quality photograph, natural grain, no studio polish.",
      "image_path": "images/iteration-0027/m01-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 7.800000000000001,
      "reason": "Sharp angular jawline with light stubble and deep-set dark eyes with genuine brooding intensity are real standouts. Tousled dark hair adds texture. Frame is quite narrow/slight \u2014 visible in the arms and shoulders \u2014 which caps him at 7.",
      "failure_tags": [
        "narrow_shoulders",
        "weak_frame"
      ]
    },
    {
      "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, mid-conversation vibe\u2014the kind of guy who answers texts at midnight. Warm medium-brown skin with a golden undertone. Facial structure carries the vibe of Oscar Isaac mixed with Diego Luna and Henry Cavill, but with a sharper widow's peak and a small scar through his left eyebrow that reads as earned, not theatrical.\n\nFace shape is angular oval with a strong jawline and defined cheekbones. Deep-set dark brown eyes with a slight downturned outer corner\u2014the expression is confident but not mean, slightly amused. Straight nose with a refined tip. Full lips with a natural asymmetric smile, one dimple on his right side. Thick dark eyebrows, mostly straight with a slight arch, groomed but not manicured. Dark hair, straight texture, tousled from the beach\u2014slightly damp, pushed back casually, grown-out on top maybe three weeks past a fade.\n\nV-tapered shoulders visible through a fitted white linen short-sleeve button-up, three buttons undone, showing a defined upper chest and collarbones. You can see the thickness across his shoulders and the taper down to a narrow waist. Thick neck, visible sternocleidomastoid line. Forearms are lean and defined, no huge veins but athletic.\n\nSitting or leaning against something casual\u2014maybe a weathered beachside bar rail or a lifeguard stand\u2014in golden hour light, late afternoon, sand-textured ground visible below. Soft warm sunlight raking across his face and bare chest, slight sheen on his skin from heat and salt. The photo has that natural phone-camera randomness\u2014slightly underexposed on one side, slightly warm in the color cast. Candid, like someone caught him mid-laugh before he knew the shot was happening.",
      "image_path": "images/iteration-0027/m02-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 7,
      "lipsync_adherence": 5,
      "weighted_score": 7.2,
      "reason": "Three clear standouts: sharply angled jawline with visible definition, deep-set dark eyes framed by thick natural brow arch, broad arms visibly straining the shirt sleeves indicating real built frame. Golden-hour skin tone seals it. Not 9 \u2014 no scroll-stop wow factor.",
      "failure_tags": [
        "eyes_averted",
        "wrong_age_range"
      ]
    },
    {
      "persona_id": "m02",
      "persona_name": "Mateo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Mexican-American man, eyes looking at camera, his mouth slightly parted. Mid-20s Mateo with a broad V-tapered torso, defined upper chest visible through a fitted gray tank top, thick neck with visible sternocleidomastoid line, full biceps catching the light, narrow waist. Warm olive skin with golden undertone. Square face with a sharp jawline, deep-set warm brown eyes with a slight downturned outer corner, straight nose with a subtle bulbous tip, full lips with a natural asymmetric smile\u2014wider on one side, the kind that reads as knowing without arrogance. Thick straight eyebrows, barely groomed. Black hair, short on the sides and longer on top, freshly showered and slightly damp, tousled back. A small scar along his left jawline from years ago. Facial structure carries the vibe of Oscar Isaac mixed with Diego Luna and Henry Cavill, but with sharper cheekbones and a more boyish energy around the eyes. Sitting on a white wooden bench at a Miami beach pavilion in late-afternoon golden hour, tank top and gray joggers, one arm resting on his thigh, relaxed but present. Soft warm light across his shoulders, slight squint from sun, the easy confidence of someone who's comfortable in his own skin. Photorealistic, candid iPhone moment, not posed.",
      "image_path": "images/iteration-0027/m02-seed2.png",
      "error": "judge: JudgeResponseValidationError: no JSON object found in judge response: '{\\n  \"attractiveness\": 8,\\n  \"prompt_adherence\": 8,\\n  \"lipsync_adherence\": 8,\\n  \"weighted_score\": 8.0,\\n  \"reason\": \"Angular defined jawline with clean lean bone structure, visibly developed deltoids/bic'",
      "attractiveness": 1,
      "prompt_adherence": 1,
      "lipsync_adherence": 1,
      "weighted_score": 1.0,
      "reason": "<error stub>",
      "failure_tags": [
        "pipeline_error"
      ]
    },
    {
      "persona_id": "m03",
      "persona_name": "Jiwon",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Late 20s, tall and lean with a wiry runner's build\u2014sloping shoulders, defined collarbones visible through an open cream linen shirt layered under a oversized charcoal cardigan, long forearms with faint ink stains across his knuckles and the side of his left hand. Narrow oval face with soft monolid eyes\u2014warm deep brown, slightly hooded with a subtle inner-corner crease, set close together and gazing straight ahead with a quiet, patient expression. Small straight-bridged nose with a rounded tip. Thin lips with a delicate cupid's bow, barely-there smile. High, sparse eyebrows with a natural arch. Black hair, shoulder-length and slightly tousled as if he just pushed it back, freshly washed and still a bit damp. Fair skin with a cool neutral undertone. One small beauty mark just above his right collarbone. Facial structure carries the vibe of Jung Hae-in mixed with Park Bo-gum and Lee Jong-suk, but with deeper-set eyes and a sharper widow's peak. Sitting cross-legged by a north-facing studio window in soft diffused morning light, a tablet stylus resting in his right hand. Natural, unguarded expression\u2014the look of someone pausing mid-thought, contemplative and present.",
      "image_path": "images/iteration-0027/m03-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Symmetrical fine-featured face with notably smooth, clear skin; soft expressive monolid eyes holding calm direct gaze with genuine screen presence; well-proportioned facial bone structure with a gentle but defined jaw. Top 15% \u2014 I'd swipe.",
      "failure_tags": []
    },
    {
      "persona_id": "m03",
      "persona_name": "Jiwon",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Late 20s, tall and lean with a dancer's posture and defined collarbones visible through an open cream linen shirt layered under a muted sage cardigan, sleeves rolled to the elbows revealing faint ink stains across his fingers and the back of his left hand. Narrow oval face with soft monolid eyes set slightly close together, warm deep-brown irises with a gentle downward tilt at the outer corners, barely-there straight brows with a small gap at the arch. Small upturned nose with a rounded tip, thin top lip over a fuller bottom lip, and a subtle asymmetric smile. Long straight black hair, freshly disheveled as if he just ran a hand through it, falling softly across his forehead and ears. His facial structure carries the vibe of Jung Hae-in mixed with Park Bo-gum and Lee Jong-suk, but with sharper cheekbones and a slightly longer face. Sitting at a wooden desk in soft golden-hour light filtering through a window, a few ink brushes and a sketchbook visible just out of focus in the background. Warm, slightly faded film photography quality, intimate and unposed, the kind of photo a close friend would take without him noticing.",
      "image_path": "images/iteration-0027/m03-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Defined angular jaw with sharp bone structure, expressive soft monolid eyes under strong dark brows, clear even skin with no visible flaws, and distinctive long dark hair adding real character. Three clean standouts \u2014 I'd message.",
      "failure_tags": []
    },
    {
      "persona_id": "m04",
      "persona_name": "Marcus",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Black man, eyes looking at camera, his mouth slightly parted. Early 30s, warm deep mahogany skin with a neutral undertone. Lean but defined build with sloping shoulders, visible musculature in the forearms where his black fitted shirt sleeves are rolled to mid-forearm, showcasing intricate geometric and script tattoos in black ink. Narrow oval face with a sharp jawline, deep-set dark brown eyes with a slight downward tilt at the outer corners, straight nose with a defined bridge and rounded tip, full lips with a subtle asymmetric smile like he's about to speak, thin straight eyebrows with natural grooming. Close-cropped hair faded at the sides, textured on top. A small scar on his left cheekbone, barely visible but distinctive when the light catches it. Facial structure carries the vibe of Mahershala Ali mixed with Anthony Mackie and Jonathan Majors, but with deeper-set eyes and a slightly wider mouth that reads warm rather than sharp. Sitting at an upscale hotel bar, soft amber light from pendant fixtures above, blurred bottles and glassware behind him. Holding a leather-bound paperback philosophy book loosely in one hand, natural linen or wood bar surface in front. Relaxed, attentive posture\u2014the kind of stillness that comes from listening. Shot at chest-to-shoulders framing, slightly warm-toned candid ambient light, not studio. Photoreal, intimate, amateur iPhone vibe.",
      "image_path": "images/iteration-0027/m04-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 6,
      "weighted_score": 7.2,
      "reason": "Sharply prominent cheekbones and a clean angular jawline are genuine standouts; lean muscular arm definition reads clearly through fitted shirt. Mid-speech expression and sideward gaze kill the intensity that would push this to an 8. Tattoo text is garbled AI nonsense.",
      "failure_tags": [
        "eyes_averted",
        "awkward_expression",
        "uncanny"
      ]
    },
    {
      "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, sharp jawline softening into a thoughtful expression. Lean but defined build \u2014 sloping shoulders, defined collarbones visible at the open neck of a fitted black dress shirt, athletic upper body without bulk, narrow waist. Medium-brown eyes, slightly hooded, warm and observant, with a subtle downward crease at the inner corner. Straight nose with a defined bridge and rounded tip. Full lips with a natural soft peak, asymmetric smile that leans slightly left. Dark closely-trimmed beard with neat definition along the jawline and above the upper lip. Dark curly hair, fade on the sides, textured crown, styled with intention but not product-heavy \u2014 the soft state of mid-shift. Thin arched eyebrows, naturally groomed, a small scar through the left brow from some old accident. One small circular tattoo visible on the inner left forearm near the wrist, another geometric line-work pattern on the outer right forearm where the rolled shirt cuff sits.\n\nFacial structure carries the vibe of Mahershala Ali mixed with Anthony Mackie and Jonathan Majors, but with deeper-set eyes and a sharper widow's peak that gives him a slightly more contemplative cast.\n\nSitting on a barstool or leaning casually against the bar counter in a dimly lit upscale Manhattan hotel bar, warm amber accent lighting catching his skin and the edge of his forearms. A dog-eared philosophy paperback (spine visible, worn from reading) rests nearby. Soft ambient bar glow, no harsh shadows, the candid frozen-moment of a quiet night shift before the rush \u2014 his gaze steady and present, fully inhabiting the frame. Photorealistic, natural soft lighting, amateur iPhone aesthetic, shot at chest-up framing.",
      "image_path": "images/iteration-0027/m04-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp angular jawline with clean beard definition, intense brooding dark eyes holding direct gaze, high cheekbones giving strong facial architecture, lean athletic frame apparent in fitted shirt. Minor skin texture/blemishes prevent 9.",
      "failure_tags": [
        "bad_skin"
      ]
    },
    {
      "persona_id": "m05",
      "persona_name": "Dario",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Italian-American man, eyes looking at camera, his mouth slightly parted, late 20s with an effortlessly tousled dark brunette mullet\u2014longer on top, textured and piece-y, slightly bedhead from a day at the skate park. Facial structure carries the vibe of young Timoth\u00e9e Chalamet mixed with Charles Melton and Paul Mescal, but with a sharper, more angular jawline and a slightly crooked smile that reads genuinely warm despite the bad-boy energy. Narrow oval face, deep-set dark brown eyes with a slight downward tilt at the outer corner, straight nose with a refined tip, thin upper lip over a fuller bottom lip with an asymmetric smile that pulls higher on one side. Light stubble across his jaw and upper lip. Sparse but visible freckles across the bridge of his nose.\n\nLean but defined swimmer's build visible through a faded black band tee (vintage worn fabric, slightly oversized), broad shoulders that taper to a narrow waist, visible collarbones and the line of his sternum through the thin fabric. Half-sleeve tattoo on his right arm\u2014dark linework, abstract geometric mixed with organic shapes, visible from shoulder down to wrist. Ripped light-wash jeans with strategic tears at the thighs and knees, worn white sneakers just barely visible at frame bottom.\n\nShot from waist-up in golden hour light, leaning against a concrete skate park wall, soft sun warm across his face and shoulders, natural shadows under his eyes and cheekbones. Candid, unguarded expression\u2014not posed, like he glanced over mid-conversation. Slightly grainy iPhone quality, warm color cast from late-afternoon sun. Photorealistic amateur photograph.",
      "image_path": "images/iteration-0027/m05-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.2,
      "reason": "Thick textured curly dark hair with genuine natural volume; warm deep-set brown eyes with soft expressiveness; charming asymmetric boyish smile that lands. Lean/narrow shoulder frame keeps this from 8 \u2014 not enough body presence.",
      "failure_tags": [
        "narrow_shoulders",
        "weak_frame"
      ]
    },
    {
      "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 a narrow waist, wiry forearms visible and tattooed. Warm olive skin with golden undertone. Narrow oval face with a sharp jawline, deep-set almond eyes in warm hazel with flecks of amber, slight downturned corners that read brooding. Straight nose with a defined bridge, thin top lip over a fuller bottom, small asymmetric smile with a slight gap between his front teeth\u2014boyish despite the edge. Thick dark brows, mostly straight and slightly unkempt. Shoulder-length dark brown hair with a soft, slept-on wave texture, parted messily to one side, a few strands falling across his face. Pale scar (healed, thin line) running through his left eyebrow. Facial structure carries the vibe of young Timoth\u00e9e Chalamet mixed with Charles Melton and Paul Mescal, but with sharper cheekbones and a slightly crooked lower jaw. Half-sleeve tattoos on his right arm visible\u2014geometric and line-work designs peeking from under a faded vintage band tee (Sonic Youth or Black Sabbath style). Ripped black skinny jeans, worn at the knees. Shot in golden hour light at a Brooklyn skate park, sitting casually on a concrete ledge with one foot planted, relaxed and natural, slight warmth in his expression. Film-grain iPhone aesthetic, soft shadows, candid and unpolished.",
      "image_path": "images/iteration-0027/m05-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Deep-set warm amber eyes with direct, slightly smoldering gaze; sharp angular jawline with clean bone definition; thick naturally-wavy dark hair catching golden-hour light perfectly. Frame reads lean and lived-in. Would swipe.",
      "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, olive-toned skin with warm golden undertone, dark hair with distinguished silver threading at the temples and sides. Face carries a composed, mature intensity\u2014angular jaw, strong cheekbones, deep-set dark brown eyes with an amber undertone and a slight intensity to his gaze, narrow Roman nose with a high bridge, full but precisely-shaped mouth with a defined cupid's bow. Facial structure carries the vibe of Oscar Isaac mixed with George Clooney and Mahershala Ali, but with a sharper widow's peak and a faint scar line along his left jawline from an old incident. Straight dark brows, thick and naturally groomed.\n\nBroad-shouldered V-tapered torso in a charcoal wool suit, jacket unbuttoned to reveal a white linen dress shirt open at the collar\u2014no tie, no undershirt visible, clean collarbone and the definition of his upper chest just suggested through the fabric. Neck thick and corded, sternocleidomastoid line visible. Seated or leaning in a relaxed but alert posture that reads naturally conversational, hands resting somewhere steady\u2014one hand on his thigh or the arm of a chair. Soft natural afternoon light coming through floor-to-ceiling office windows behind him, warm and diffused, catching the silver at his temples and creating subtle shadows under his cheekbones. Downtown Chicago skyline blurred in the background. Candid, composed, the expression of someone who is fully present and listening. Amateur iPhone photography, slight grain, warm color cast, utterly photorealistic.",
      "image_path": "images/iteration-0027/m06-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Three clear standouts: sharp angular jawline with salt-and-pepper stubble, deep-set dark eyes under a heavy brow ridge delivering real intensity, and thick fully-silver wavy hair that owns the room. Silver fox gestalt lands in top 15% \u2014 I'd swipe.",
      "failure_tags": []
    },
    {
      "persona_id": "m06",
      "persona_name": "Adrian",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Mediterranean man, eyes looking at camera, his mouth slightly parted. 35 years old, Italian-Greek heritage with warm olive skin and golden undertone. Silver-threaded dark hair, slightly longer at the top with natural texture, salt-and-pepper temples catching the light\u2014silver edges framing his face with maturity. Face shape is a strong oval with a defined, squared jawline and high prominent cheekbones. Deep-set dark brown eyes with an amber undertone, intense and direct gaze, slightly hooded lids giving him a contemplative edge. Straight nose with a strong bridge and refined tip. Full, well-defined lips with a natural asymmetric edge to his smile. Thick, straight eyebrows with a slight arch, mostly natural grooming. Single distinctive feature: a thin, pale scar running vertically about an inch on his left cheekbone\u2014barely visible but adds character. Facial structure carries the vibe of Oscar Isaac mixed with George Clooney and Mahershala Ali, but with a sharper widow's peak and deeper-set eyes that read more guarded.\n\nWearing a charcoal wool suit, unbuttoned at the collar, no tie\u2014crisp white dress shirt visible underneath. The frame is a confident, broad-shouldered V-taper: defined upper chest visible through the fabric, thick neck with visible sternocleidomastoid line, substantial forearms. Seated at a floor-to-ceiling window in a modern high-rise office, soft afternoon golden-hour light filtering across his face and shoulders. Slight side angle toward the window, but face fully toward camera. Protective, composed posture\u2014one hand resting on the desk edge. Candid amateur-photo texture, soft natural window light, no studio flash. Photorealistic, not retouched.",
      "image_path": "images/iteration-0027/m06-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp angular jaw defined by salt-and-pepper stubble, deep-set amber eyes with locked-on intensity, full silver-streaked hair with natural wave texture \u2014 three clear anatomical standouts. Strong Mediterranean bone structure rounds out a legitimate 8.",
      "failure_tags": []
    },
    {
      "persona_id": "m07",
      "persona_name": "Haruki",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Japanese man, eyes looking at camera, his mouth slightly parted. Mid-20s with a gentle, approachable face and warm golden-retriever energy \u2014 soft round face with a slightly pointed chin, large warm dark-brown eyes with a slight upturned inner corner and naturally soft lids, small delicate nose with a rounded tip, full soft lips with an undefined cupid's bow that curves naturally into a sincere, open-mouthed smile. Straight dark-brown hair with natural texture, slightly tousled and falling across his forehead in a soft, sleep-rumpled way \u2014 not styled, just boyishly lived-in. Fair porcelain skin with a neutral undertone, barely-there fair eyebrows with a gentle arch. Facial structure carries the vibe of Takeru Satoh mixed with Kentaro Sakaguchi and Haruma Miura, but with rounder cheeks and a softer jawline that reads younger. A small mole on his right cheekbone adds subtle character.\n\nSeated in a cozy Tokyo caf\u00e9, soft afternoon window light catching the side of his face, wearing an oversized cream wool sweater that drapes loosely over his frame \u2014 lean swimmer's build with sloping shoulders visible beneath the knit, defined collarbones showing at the neckline, long delicate hands resting on a warm mug. Framing is mid-shot from the chest up, slight three-quarter angle, casual and intimate like a friend across a caf\u00e9 table. Soft bokeh of caf\u00e9 interior behind him \u2014 blurred warm tones, golden hour light, no harsh shadows. The mood is genuinely candid, unhurried, like he just looked up from his thoughts and made eye contact. Photorealistic, amateur phone-camera aesthetic, natural color, no studio lighting.",
      "image_path": "images/iteration-0027/m07-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 6.8,
      "reason": "One real positive: genuinely clear, even skin tone with no blemishes. But soft, undefined jawline with no angular structure, eyes are warm but small and not striking, expression is pleasant but low-pull. Nothing stops the scroll.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry",
        "generic_face"
      ]
    },
    {
      "persona_id": "m07",
      "persona_name": "Haruki",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Japanese man, eyes looking at camera, his mouth slightly parted. Mid-20s with a soft, approachable face shape\u2014oval with gentle rounded cheeks and a delicate jawline. Large warm dark-brown eyes with a slight upturn at the outer corners, expressive and bright, set wide apart with natural double lids and long lashes. Small straight nose with a soft rounded tip, minimal bridge definition. Soft full lips in a gentle natural pout, undefined edges, symmetrical. Sparse straight dark brows with a light natural arch. Thick dark hair, 2B waves with natural tousle and slight bedhead, mid-length and falling forward slightly over his forehead\u2014freshly washed and air-dried. Warm ivory skin with subtle golden undertone, smooth and youthful. Facial structure carries the vibe of Jung Hae-in mixed with Takeru Satoh and Park Bo-gum, but with softer eye shape and rounder cheeks that read more approachable-golden-retriever than sharp-idol. Wearing an oversized cream knit sweater with a relaxed neckline, sitting in a sunlit Tokyo cafe by a window, soft natural light catching one side of his face. Leaning forward slightly on a small wooden table, warm engaged expression, the moment before he smiles. Soft focus cafe background with warm cafe lighting. Amateur iPhone-quality, intimate and candid, no studio polish.",
      "image_path": "images/iteration-0027/m07-seed2.png",
      "error": "judge: JudgeResponseValidationError: no JSON object found in judge response: '{\\n  \"attractiveness\": 7,\\n  \"prompt_adherence\": 9,\\n  \"lipsync_adherence\": 8,\\n  \"weighted_score\": 7.6,\\n  \"reason\": \"Two specific standouts: smooth, clear, evenly-toned skin with no blemishes, and warm d'",
      "attractiveness": 1,
      "prompt_adherence": 1,
      "lipsync_adherence": 1,
      "weighted_score": 1.0,
      "reason": "<error stub>",
      "failure_tags": [
        "pipeline_error"
      ]
    },
    {
      "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 muscular build with a V-tapered torso\u2014broad shoulders, defined upper chest visible through a black sleeveless tank, narrow waist, visible ab definition, thick forearms scarred lightly from grappling. Slightly thickened neck and strong sternocleidomastoid line. Facial structure carries the vibe of Henry Cavill mixed with Jason Momoa and Diego Luna, but with a softer, more vulnerable expression and a distinctive cauliflower ear on the left side from years of jiu-jitsu. Oval face with a sharp jawline, deep-set dark brown eyes with an unexpectedly warm, gentle gaze, straight nose with a defined bridge, full lips curved into a subtle almost-smile that reads as kind despite the fighter's weathered appearance. Black hair closely cropped, minimal facial hair shadow. Warm bronze skin with golden undertone, a few small white scars on his jawline and temple from fight history. Standing in a fight gym, late afternoon light streaming through high windows, bare concrete walls and heavy bags slightly out of focus behind him. Natural, unguarded expression\u2014the contrast between his intimidating physicality and the gentleness in his eyes. Shot from mid-chest up, soft natural window light, candid iPhone quality.",
      "image_path": "images/iteration-0027/m08-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 6.6,
      "reason": "Lean deltoid/arm definition in tank top is the one real standout; soft jawline and generic facial features prevent scroll-stop. Gentle smile reads authentic but face is forgettable. No cauliflower ear rendered despite persona spec.",
      "failure_tags": [
        "soft_jawline",
        "generic_face",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m08",
      "persona_name": "Renan",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Brazilian man, eyes looking at camera, his mouth slightly parted. Late 20s, Renan carries the facial structure of Henry Cavill mixed with Jason Momoa and Diego Luna, but with sharper cheekbones and a softer, more open expression that belies his fighter's build.\n\nNarrow oblong face with a strong square jaw, deep-set dark brown eyes with an unexpectedly warm, almost gentle gaze. Straight bridge nose with a slightly flattened tip from past breaks, full lips with a natural asymmetric smile that pulls higher on the left side. Thick dark eyebrows, mostly straight with minimal grooming. Black hair, short and textured, slightly tousled from sweat or the gym heat. Light stubble across his jaw and upper lip.\n\nDistinctive feature: pronounced cauliflower ear on his left side from years of grappling\u2014textured, thickened, unmistakably a fighter's mark.\n\nLean, defined musculature visible through a black fitted tank top\u2014V-tapered torso, broad shoulders and upper chest mass clearly defined, thick neck with visible sternocleidomastoid line, forearms carved and veiny. Warm brown skin with a subtle golden undertone, a faint sheen of gym sweat catching the light.\n\nSeated on a worn wooden bench in a no-frills jiu-jitsu gym, white mats and heavy bags visible but soft-focused behind him. Natural window light from the side, warm and unflattering in the best way\u2014the kind of light that catches texture and honesty. His posture is relaxed, shoulders loose, the gentle smile suggesting he's about to say something kind. This is the split second before he laughs.",
      "image_path": "images/iteration-0027/m08-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 9,
      "weighted_score": 7.4,
      "reason": "Warm symmetrical smile showing straight white teeth with genuine softness (standout 1); lean athletic frame with visible shoulder and arm definition through tank (standout 2). Jawline soft/boyish, no cauliflower ear rendered despite it being a key persona marker.",
      "failure_tags": [
        "boyish_when_mature_intended",
        "soft_jawline"
      ]
    },
    {
      "persona_id": "m09",
      "persona_name": "Wyatt",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome white man, early 30s, eyes looking at camera, his mouth slightly parted. Sun-weathered rancher with a deep tan and dark stubble across his jaw, standing in golden late-afternoon light on a dusty ranch road. Broad V-tapered shoulders under a worn burgundy flannel shirt, sleeves rolled to the elbows showing tan forearms with fine dark hair, thick neck with defined sternocleidomastoid line. A weathered Stetson casts a shadow across his eyes\u2014pale steel-blue, slightly narrowed against the sun glare, deep-set and intense. Facial structure carries the vibe of Josh Brolin mixed with Luke Grimes and Cole Hauser, but with sharper cheekbones and a slightly wider jawline. Square face shape with a prominent chin, straight nose with a minor bend partway down, thin lips with a slight downward asymmetry to his smile. Dark brown hair, short and tousled, a few premature silver threads at the temples catching the light. A thin pale scar runs along his right jawline, barely visible beneath the stubble\u2014the kind you only notice when he turns. Weathered hands resting at his sides, calloused palms visible. Soft natural light, no studio finish, amateur photograph quality, the kind of candid stop-and-talk pose that reads as utterly natural for a working ranch hand in his element.",
      "image_path": "images/iteration-0027/m09-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline with clean stubble definition, piercing blue-green eyes with direct intensity, and broad shoulders tapering into a solid masculine frame. Three clear standouts. Weathered skin texture adds gritty authenticity. Hat shadow barely crosses eyes \u2014 minor spec miss.",
      "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, early 30s, eyes looking at camera, his mouth slightly parted. Sun-weathered rancher with a strong V-tapered frame\u2014broad shoulders filling a faded red-and-black plaid flannel, visible neck thickness and sternocleidomastoid definition, athletic build earned from ranch work rather than the gym. Stubbled jaw, warm tan with slight weathering around the eyes from squinting in high-altitude sun. Face shape is a squared jawline with high, prominent cheekbones; deep-set hazel eyes with a slight downward tilt at the outer corners, lined from years outdoors; straight nose with a weathered bridge; thin-lined mouth with an asymmetric smile favoring one side. Thick, dark blonde-brown hair with a slight wave, tousled and slightly damp from sweat or recent shower, falling across his forehead. Dark cowboy hat casting a shadow across his eyes, brim visible at the top of frame. Sparse stubble across the jaw and upper lip. Facial structure carries the vibe of Kevin Costner mixed with Josh Brolin and Luke Grimes, but with a sharper widow's peak and sun-creases that read authentic rather than aging. One faint scar through his left eyebrow from old ranch work, barely noticeable. Wearing the worn flannel unbuttoned at the collar, chest visible, sleeves rolled to the forearms showing tanned, defined forearms with light blonde arm hair. Slight chest swell visible where the fabric drapes. Sitting on a weathered fence rail or leaning against a barn door, late-afternoon golden hour light catching the side of his face and neck. Candid, natural, slightly tired but present\u2014the look of a man mid-conversation, entirely photorealistic and amateur-shot.",
      "image_path": "images/iteration-0027/m09-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 6,
      "weighted_score": 7.8,
      "reason": "Sharp angular jawline with clean stubble definition, light hazel eyes with natural intensity, visibly broad shoulders filling flannel with a tapered torso, and strong cheekbone-to-jaw bone structure. Four clear standouts \u2014 solid 8.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "m10",
      "persona_name": "Aarav",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Indian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with defined shoulders and collarbones visible through a fitted charcoal henley, strong forearms. Face shape is narrow oval with a sharp jawline and prominent cheekbones. Deep warm brown eyes, almond-shaped and slightly deep-set with a thoughtful intensity. Straight nose with a delicate bridge and soft rounded tip. Full lips with a natural cupid's bow, slightly asymmetric smile that reads genuine. Dark eyebrows, straight and moderately thick, mostly natural. Black hair, straight texture, swept back from his forehead with a few strands falling forward, as if he's just pushed his glasses up onto his head \u2014 clear-framed rectangular glasses still perched there. Facial structure carries the vibe of Dev Patel mixed with Riz Ahmed and Avan Jogia, but with sharper cheekbones and a more angular jawline. A few scattered dark freckles across his nose bridge. Warm olive skin with a golden undertone. Sitting at a wooden library desk surrounded by stacked books and an open textbook, golden hour sunlight streaming through tall arched windows behind him, casting a soft warm glow across his face and upper body. The light catches the lenses of his pushed-up glasses and illuminates fine dust motes in the air. Natural, candid moment \u2014 he's paused mid-study, caught in a quiet thoughtful expression. Indoor library setting, late afternoon, soft shadows and amber tones.",
      "image_path": "images/iteration-0027/m10-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 7.4,
      "reason": "Two clear standouts: direct warm dark eyes making real camera contact with genuine intensity, and a defined jawline with light stubble adding maturity. Visible forearm musculature through henley sleeves is a bonus. Not scroll-stopping \u2014 no single feature dominates enough to push higher.",
      "failure_tags": []
    },
    {
      "persona_id": "m10",
      "persona_name": "Aarav",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Indian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with defined shoulders and collarbones visible beneath a fitted burgundy henley, narrow waist, long subtle musculature\u2014the build of someone who runs or climbs rather than lifts. Warm deep brown eyes with a slight downward tilt, intelligent and attentive, partially obscured by wire-rimmed glasses pushed up onto his forehead in that absent-minded-scholar way. Facial structure carries the vibe of Riz Ahmed mixed with Dev Patel and Avan Jogia, but with a sharper widow's peak and a small asymmetric dimple on his left cheek only. Narrow oval face with a straight bridge nose and a soft rounded tip, thin top lip over a fuller lower lip, barely-there eyebrows in a natural state. Black hair, thick and slightly tousled, falling across his forehead as if he just ran a hand through it while reading. Warm olive skin with a golden undertone. Sitting cross-legged on a worn library armchair in late afternoon golden light, a stack of physics papers beside him, one hand resting on his thigh. The light catches his glasses and the side of his face, soft window-glow, completely candid\u2014the moment before he notices the camera.",
      "image_path": "images/iteration-0027/m10-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 8,
      "weighted_score": 7.2,
      "reason": "Two standouts: lean sculpted arms showing real muscle through short sleeves (rare on bookish-coded guys), and direct brooding gaze with warm dark eyes making genuine camera contact. Jaw is soft, not sharp \u2014 holds him at 7.",
      "failure_tags": []
    },
    {
      "persona_id": "m11",
      "persona_name": "Yanis",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome French-Algerian man, eyes looking at camera, his mouth slightly parted. Early 30s, sharp-featured with a defined square jaw softened by day-old dark stubble, intense deep-set dark brown eyes with a slight intensity crease between the brows. Narrow oval face with high cheekbones and a straight nose with a refined tip. Thin top lip over a fuller bottom lip, natural asymmetric mouth with barely-there smile lines. Dark thick straight brows, close-set and slightly stern. Facial structure carries the vibe of Oscar Isaac mixed with Tahar Rahim and Diego Luna, but with a more pronounced widow's peak and sharper cheekbones.\n\nMedium-dark olive skin with warm golden undertone. Lean muscular build \u2014 broad shoulders visible in rolled white chef's coat sleeves, defined collarbones and upper chest, thick sternocleidomastoid line, visible forearm musculature with dark ink tattoos (geometric or culinary-themed, specific design left to model variation) running up both inner forearms, narrow waist. Hair: dark brown, slightly tousled and damp at the temples, roughly 2-inch length, slept-on texture, no part.\n\nFramed from mid-chest up in a professional kitchen under warm overhead prep lighting, slight shadow under his jaw that catches the kitchen tungsten. Casual kitchen-focus pose \u2014 leaning against stainless steel counter or mid-moment at a plating station, relaxed but alert. No food in mouth, no hand near mouth. Candid professional-kitchen vibe, not posed or retouched.",
      "image_path": "images/iteration-0027/m11-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp angular jawline with clear bone definition, intense dark deep-set eyes holding direct camera contact, and day-old stubble adding rugged maturity. Lean-forward posture implies confident frame. Three named standouts justify 8.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "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 angular face with a defined square jawline softened by day-old dark stubble, narrow-set deep-brown eyes with an intense focused gaze and slight downturned outer corners. Straight bridge nose with a refined tip, thin top lip over a fuller bottom lip with a subtle asymmetric edge. Dark thick brows, nearly straight with minimal arch. Black hair, short and textured with a natural tousle, slight silver catching at the temples. Lean muscled build with visible forearms\u2014sternocleidomastoid line defined, shoulders broad but not bulky, the frame of someone who moves with precision in a kitchen.\n\nWearing rolled white chef's whites, forearms fully exposed showing intricate dark tattoos (geometric Berber patterns and fine line work), a thin silver chain just visible at the collarbone. Standing in dim warm amber kitchen lighting, late afternoon golden-hour glow cutting across half his face, the other side shadowed. His expression is neutral-to-brooding, the intensity of someone tasting a sauce, fully present. Soft-focus stainless-steel kitchen elements in the background.\n\nFacial structure carries the vibe of Oscar Isaac mixed with Tahar Rahim and Diego Luna, but with a sharper widow's peak and deeper-set eyes that read colder, more deliberate. Marseille seaside Mediterranean energy\u2014lived-in skin with subtle weathering, a small scar through his left eyebrow from kitchen years. Medium shot, slight three-quarter angle, shot on natural light only, no flash. Amateur documentary photography feel, not styled.",
      "image_path": "images/iteration-0027/m11-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 8.0,
      "reason": "Sharp angular jawline with sculpted day-old stubble, deep-set dark brooding eyes, hollowed cheekbones catching warm kitchen light, lean tattooed arms with visible muscle definition. Four clean standouts. Three-quarter gaze slightly mutes directness.",
      "failure_tags": [
        "off_angle"
      ]
    },
    {
      "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 K-drama cold-CEO archetype with an inherently magnetic reserve. Facial structure carries the vibe of Lee Min-ho mixed with Hyun Bin and Gong Yoo, but with a slightly sharper widow's peak and deeper-set eyes that read colder, more discerning.\n\nNarrow oval face with a defined angular jawline, high prominent cheekbones, and a sharp chin. Deep-set eyes with a subtle monolid and a slight downturned outer corner\u2014near-black with an icy quality, minimal warmth. Straight Roman bridge nose with a precise tip. Thin lips with a sharp cupid's bow and a naturally asymmetric slight smirk potential. Straight dark brows, thick and nearly untouched, sitting high and slightly angled inward. Black hair, freshly styled back with a razor-sharp side part, glossy and precise but not overdone\u2014the kind that looks intentional at 6 AM.\n\nLean but defined build with sloping shoulders that still read as broad relative to a narrow waist, defined collarbones visible at the open collar, sharp sternocleidomastoid line, forearms with visible muscle tone. Perfectly tailored navy suit jacket, crisp white dress shirt unbuttoned at the collar, no tie. Seated at or near a floor-to-ceiling office window in Seoul with soft overcast daylight streaming in, cool afternoon tone. Subtle ambient city glow behind him. Composed, controlled posture\u2014the weight of decision-making present but restrained. Reserved magnetism, not approachable warmth. Photorealistic candid office shot, soft natural light, slight imperfection, not retouched.",
      "image_path": "images/iteration-0027/m12-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.6,
      "reason": "Sharp angular jawline with clean definition, flawless porcelain skin complexion, broad shoulders clearly evident through suit, high facial symmetry with well-proportioned bone structure. Eyes direct but mouth appears closed \u2014 no visible lip part.",
      "failure_tags": [
        "mouth_closed"
      ]
    },
    {
      "persona_id": "m12",
      "persona_name": "Seojun",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Early 30s, sharp cold CEO archetype with an air of reserved magnetism. Facial structure carries the vibe of Lee Min-ho mixed with Hyun Bin and Gong Yoo, but with a narrower jaw and more angular cheekbones that read slightly severe. \n\nNarrow oblong face with a sharp defined jawline, deep-set dark-brown eyes with a slight downturned outer corner and hooded lids that give an inherently cold expression, straight bridge nose with a refined pointed tip, thin upper lip over a fuller lower lip with an asymmetric slight downturn at one corner of his mouth. Black hair styled back with a sharp side part, mostly slicked but a single strand falling across his forehead. Sparse straight brows, naturally dark and angular. No distinctive marks\u2014his coldness comes from geometry, not scars.\n\nLean but defined build, V-tapered shoulders visible under the navy suit jacket, broad shoulders that taper to a narrower waist, visible collarbones and defined upper chest, thick sternocleidomastoid line at the neck, wearing a perfectly tailored navy suit jacket, crisp white dress shirt, subtle silver tie. Cool porcelain skin with a slight olive undertone.\n\nSeated or standing at an angle to a massive floor-to-ceiling window overlooking Seoul\u2014soft daylight bleeding in, no harsh shadows on the face. Neutral reserved expression, not smiling, the kind of magnetic stillness that reads as someone used to command. Indoor office setting, minimal visible background clutter, focus tight on his face and torso. Photorealistic, soft natural window light, candid but composed, the aesthetic of a caught moment between meetings.",
      "image_path": "images/iteration-0027/m12-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 6,
      "weighted_score": 7.0,
      "reason": "Cold, intense dark-eyed gaze reads genuinely magnetic; full, well-shaped lips add definition. Jawline is moderate\u2014present but not razor-cut. No third standout to push to 8. Frame indeterminate from this angle.",
      "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 and defined collarbones visible beneath a faded linen shirt left unbuttoned at the collar, athletic but not bulky upper body, sun-weathered salt-tan skin with a warm golden undertone. His face carries a youthful, open quality \u2014 soft oval face with a slightly rounded jawline, warm hazel eyes with prominent crow's feet from years of squinting into ocean glare, casual upturned gaze. Sun-bleached blonde hair with darker roots, tousled and still slightly damp from saltwater, falling across his forehead in that just-out-of-the-ocean way. His smile is warm and genuine, with a small asymmetric quality on the left side, laugh lines deep around his mouth and eyes. Light freckles scattered across his nose and cheekbones, one small darker freckle on his upper left cheekbone. Thin, naturally shaped eyebrows with a slight arch. Facial structure carries the vibe of young Chris Hemsworth mixed with Heath Ledger and Garrett Hedlund, but with finer features, less broad jaw, and softer eyes that read more contemplative-marine-scientist than action-hero. \n\nChest-up shot, standing at the beach at dawn, golden hour light just breaking across his face from the left, soft-focus ocean and sand in the background. His posture is relaxed, weight shifted slightly as if he's just walked up from the water, genuinely present in the moment. Natural skin texture, slight salt residue visible, genuine candid iPhone snapshot feel \u2014 not styled, not posed, just him pausing mid-sunrise to look at the camera. Warmth, approachability, that specific blend of outdoor competence and thoughtful kindness.",
      "image_path": "images/iteration-0027/m13-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Sharp angular jawline with light stubble, broad athletic shoulders visible through open linen shirt, sun-bleached tousled hair with natural texture, warm crinkle-eyed smile showing genuine teeth. Slight AI-generic face quality barely holds back a 9.",
      "failure_tags": [
        "generic_face"
      ]
    },
    {
      "persona_id": "m13",
      "persona_name": "Finn",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Australian man, eyes looking at camera, his mouth slightly parted. Late 20s, lean swimmer's build with sloping shoulders and defined collarbones, sun-bronzed skin with a warm golden undertone and salt-weathered texture. Sun-bleached blonde hair, shoulder-length with natural beachy waves and a tousled bedhead texture, some strands darkened by ocean water still damp from dawn patrol. Narrow oval face with a strong jawline, warm hazel eyes with deep-set crinkles at the outer corners from years of squinting into the Australian sun, downturned slightly at the outer edge, a sun-bleached peach fuzz on his upper lip and jaw. Small straight nose with a rounded tip, offset by a wide asymmetric smile with a slight gap between his two front teeth \u2014 the kind of warm, lived-in grin that comes from decades of genuine laughs. Sparse sun-faded freckles across his nose bridge and cheekbones. Facial structure carries the vibe of young Heath Ledger mixed with Chris Hemsworth and Garrett Hedlund, but with sharper cheekbones and that particular sun-creased warmth of someone who spends every dawn on the water.\n\nWaist-up framing, shot at chest-to-shoulders level in the soft golden light of early morning at a quiet beach. He's standing near the shoreline, still in his wetsuit pulled down to his waist, the neoprene dark and dripping, bare chest glistening with seawater and morning salt spray. The ocean and pale sand are soft and out-of-focus behind him. Shot with the grainy, slightly overexposed warmth of natural sunrise light on a phone camera \u2014 candid, unposed, mid-conversation energy.",
      "image_path": "images/iteration-0027/m13-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 10,
      "lipsync_adherence": 9,
      "weighted_score": 8.0,
      "reason": "Two clear standouts: genuinely warm wide smile with straight white teeth (infectious, not posed) and lean athletic torso with visible shoulder-to-waist taper. Jaw is moderate with light stubble \u2014 defined but not chiseled. Eyes pleasant but not scroll-stopping.",
      "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, deep-set dark brown eyes with a slight olive cast and a slightly hooded lid that reads as perpetually bored. High cheekbones, straight bridge nose with a refined tip, and a small asymmetric smirk\u2014left corner of his mouth higher than the right. Thin top lip over a fuller bottom, dark stubble visible along a defined jawline. Black slicked-back hair with a subtle widow's peak, still damp as if freshly styled, a single strand falling loose across his forehead.\n\nMedium build with sharp shoulders and a lean but defined upper body\u2014visible collarbones, fitted black designer t-shirt under an open caramel leather jacket worn slouched and half-off one shoulder. The facial structure carries the vibe of Riz Ahmed mixed with young Dev Patel and Mahershala Ali, but with a sharper widow's peak and colder, more predatory eye contact. Sparse dark eyebrows, straight and slightly arched. A small beauty mark just below his left cheekbone.\n\nSitting in a low leather chair in a dimly lit members' club or luxury hotel bar, warm amber lighting catching the leather jacket and highlighting the sharp planes of his face. Late evening, London Mayfair aesthetic\u2014expensive and detached. His expression is bored-but-amused, the kind of smirk that suggests he's already won whatever game you're playing.",
      "image_path": "images/iteration-0027/m14-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 7.4,
      "reason": "Sharp angular jawline and strong thick dark brows are the two clear standouts \u2014 gives him the brooding Middle Eastern bone structure the persona calls for. Smirk reads entitled but not drop-dead. Not enough for 8; no third anatomical wow.",
      "failure_tags": [
        "low_chemistry"
      ]
    },
    {
      "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 an angular face, high prominent cheekbones, and a defined jawline that reads aristocratic. Deep-set dark brown eyes with a faint kohl-liner intensity, narrow nose with a high bridge, thin lips with an asymmetric smirk pulling slightly higher on the left side. Black slicked-back hair with a slight wet shine, a few strands loose across his forehead, undercut fade on the sides. Facial structure carries the vibe of Riz Ahmed mixed with young Dev Patel and Oscar Isaac, but with sharper cheekbones and a crueller mouth. One small beauty mark just above his left jawline.\n\nWearing an expensive black leather jacket worn half-unbuttoned over a fitted black turtleneck, casual enough to suggest he didn't try but expensive enough that it cost more than most people's cars. Warm olive skin with a neutral undertone, smooth and luminous. Seated in a velvet booth at a Mayfair cocktail bar, dark moody lighting with a single warm lamp catching the side of his face and the shine in his hair. Mid-shot framing from chest up. Slight angle to camera, confident and dismissive, the expression of someone who knows exactly how much trouble he is. Candid iPhone photography, soft bokeh of whiskey glasses and candlelight in the background, grain and imperfection intact.",
      "image_path": "images/iteration-0027/m14-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 5,
      "weighted_score": 6.800000000000001,
      "reason": "Thick, dramatic dark brows framing intense deep-set eyes are a genuine standout; sharp angular cheekbones give real editorial edge. Held back by visible skin texture under candlelight and lean/narrow frame. Two standouts, no third \u2014 stays at 7.",
      "failure_tags": [
        "eyes_averted",
        "bad_skin",
        "off_angle"
      ]
    },
    {
      "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, broad shoulders tapering to a narrow waist in a fitted Chicago Fire Department station tee, defined upper chest visible through the fabric, strong neck with pronounced sternocleidomastoid line, thick forearms. Face: strong angular jawline with a subtle forward prominence, warm deep-brown eyes set slightly wide and calm, monolid with natural thickness, straight nose with a defined bridge and rounded tip, full cupid's bow with an easy asymmetric smile showing slight left-side dimple, thick dark eyebrows with a natural straight arch. Deep mahogany skin with a warm golden undertone. Dark close-cropped hair, freshly neat with slight natural texture. Facial structure carries the vibe of Michael B. Jordan mixed with Idris Elba and Trevante Rhodes, but with a warmer smile and slightly softer eye expression. Standing in the station house garage bay with morning natural light spilling through the high windows behind him, concrete floor and red fire truck edge visible, his posture relaxed and open-shouldered\u2014the kind of quiet confidence that reads approachable and grounded rather than intimidating.",
      "image_path": "images/iteration-0027/m15-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 7.4,
      "reason": "Sharp angular jawline with defined cheekbones, broad shoulders + muscular arms visibly stretching the tee confirming athletic V-frame, warm direct brown-eyed gaze. Above average but smile is too understated to push scroll-stopping.",
      "failure_tags": []
    },
    {
      "persona_id": "m15",
      "persona_name": "Devon",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Black man, eyes looking at camera, his mouth slightly parted. Early 30s, Devon is a Chicago firefighter with a broad V-tapered torso\u2014wide shoulders tapering to a narrow waist\u2014visible through his fitted gray station house tee, thick neck with defined sternocleidomastoid line, muscular forearms. His face is a warm blend of Michael B. Jordan mixed with Idris Elba and Trevante Rhodes, but with a softer, more approachable expression\u2014square jawline with rounded edges, deep-set warm brown eyes with a slight upward tilt at the outer corners, straight bridge nose with a rounded tip, full lips with an easy, genuine smile revealing a small gap between his front teeth. Thick straight eyebrows, natural and unfussy. Deep mahogany skin with a warm neutral undertone, no flush. Short textured hair, low fade on the sides. A small circular scar on his left temple, barely noticeable. He's standing in the station house garage, late afternoon natural daylight streaming through a high window behind him, illuminating one shoulder, his expression open and ready to listen\u2014the quiet confidence of someone comfortable in his own skin. Photorealistic photograph, amateur iPhone shot, soft window light, slightly candid framing.",
      "image_path": "images/iteration-0027/m15-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 7,
      "weighted_score": 7.0,
      "reason": "Sharp angular jawline with clean definition, plus visible arm/shoulder muscle development filling the tee sleeves = 2 legit standouts. Knocked below 8 by harsh backlit window flattening the face and a mid-speech expression that isn't the warm smile the persona calls for.",
      "failure_tags": [
        "awkward_expression",
        "lighting_fail"
      ]
    },
    {
      "persona_id": "m16",
      "persona_name": "Theo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome German man, eyes looking at camera, his mouth slightly parted. Late 20s, with an elongated narrow face, sharp prominent cheekbones, and a pointed chin that reads distinctly angular rather than soft. Deep-set pale gray-blue eyes with heavy lids and long dark lashes that give him a contemplative, slightly exhausted gaze. Straight nose with a high bridge and narrow tip. Thin lips with an understated cupid's bow, naturally pale. Dark ash-brown shoulder-length hair, slightly tousled and piece-y as if he's been running his fingers through it, with a loose center part and wisps falling across his forehead. Sparse straight dark eyebrows. Pale cool-toned skin with subtle hollows under his cheekbones and along his jawline \u2014 the delicate drawn look of someone who lives in thought more than in the body. A small dark beauty mark on his left cheekbone. Facial structure carries the vibe of Adam Driver mixed with Timoth\u00e9e Chalamet and Paul Mescal, but with deeper-set eyes and a sharper, more angular jaw.\n\nWearing a worn cream wool cardigan layered over a loose cream linen shirt that drapes loosely on his lean wiry frame, emphasizing narrow shoulders and long limbs rather than any bulk. His left hand visible in frame with ink stains on his fingers and thumb \u2014 pen marks in the creases, faint smudges on his index and middle fingers. Seated or leaning in a Berlin cafe in late afternoon golden-hour light, soft and diffuse. Warm amber window light catching one side of his face, casting subtle shadows that deepen the hollows of his cheeks. The background a soft blur of cafe interior \u2014 wooden tables, warm tones, the quiet mundane beauty of a working creative space. His expression is quiet, inward, neither smiling nor frowning \u2014 the look of someone mid-thought, caught in a candid moment. The overall image has the grainy, unposed quality of an iPhone snapshot taken by someone who knows him, slightly soft focus, natural and unretouched.",
      "image_path": "images/iteration-0027/m16-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Four clear standouts: sharp angular cheekbones, deep-set grey eyes with thick lashes and brooding intensity, well-defined angular jawline, full sculptural lips. Lean narrow frame and tousled wavy hair reinforce the delicate-intellectual aesthetic without tipping into boyish.",
      "failure_tags": []
    },
    {
      "persona_id": "m16",
      "persona_name": "Theo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome German man, eyes looking at camera, his mouth slightly parted. Late 20s, lean poet's build with narrow sloping shoulders, long wiry arms, and an intentionally spare frame that reads intellectual rather than athletic \u2014 no bulk, sharp collarbones visible through layered fabric, elegant negative space at the shoulders. Pale cool porcelain skin with a faint warm undertone. Long narrow face with a slight oblong tilt, sharp defined cheekbones that catch the light, deep-set pale gray-green eyes with heavy dark lashes and a subtle hooded quality, close-set and intense. Straight nose with a fine bridge and pointed tip, thin bow-shaped mouth with sharp peaks. Dark ash-brown shoulder-length hair, slightly tousled and sleep-soft, falling past his collarbones with a natural part slightly off-center. Sparse straight brows with a high arch. A faint constellation of freckles across the bridge of his nose and upper cheekbones. Facial structure carries the vibe of Adam Driver mixed with Timoth\u00e9e Chalamet and Paul Mescal, but with a sharper widow's peak and more distant, philosophical intensity in the gaze.\n\nWearing a worn cream wool cardigan layered over a loose off-white linen shirt, both draping loosely on his narrow frame \u2014 nothing fitted or modern, everything slightly oversized and lived-in. Ink stains visible on his left fingers and the edge of his palm. Sitting at a small wooden table in a dim Berlin cafe in late afternoon, golden-hour light slanting through the window and catching the side of his face, casting one cheekbone into sharp relief. Soft ambient cafe blur in the background \u2014 warm yellows and warm wood tones. Candid, unposed moment of quiet introspection. Photorealistic amateur iPhone shot, natural soft window light, slight grain, no studio perfection.",
      "image_path": "images/iteration-0027/m16-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 5,
      "weighted_score": 7.6,
      "reason": "Sharp angular cheekbones, striking light blue-grey eyes with quiet intensity, full well-defined lips, clean angular jaw \u2014 editorial-quality face for this niche. Reads 20\u201322 not late-20s. Narrow shoulders visible but persona-correct.",
      "failure_tags": [
        "eyes_averted",
        "wrong_age_range",
        "narrow_shoulders"
      ]
    },
    {
      "persona_id": "m17",
      "persona_name": "Sangwoo",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Mid-20s philosophy PhD candidate, pale skin with cool neutral undertone, lean dancer's posture with sloping shoulders and defined collarbones visible at the open collar\u2014intentionally non-muscular, elongated limbs, intellectual precision in his frame. Soft monolid eyes with a subtle inner-corner crease, warm dark brown irises, gaze gentle and inward-focused. Narrow oval face with a sharp jawline, small straight nose with a high bridge, thin symmetrical lips, barely-there fair brows with a natural straight line. Black hair freshly styled into a precise center part, slightly damp from morning grooming, falling softly past his ears. Wire-rim round glasses with a slight glint of reflection. Fitted off-white linen shirt buttoned all the way to the collar, crisp and understated. Seated in a sunlit library reading room, warm afternoon light falling across his face and shoulders from a tall window to the left, casting soft shadows across the book spines behind him. His expression is calm, a hint of contemplative focus, the faintest suggestion of a smile\u2014facial structure carries the vibe of Jung Hae-in mixed with Park Bo-gum and Lee Jong-suk, but with sharper cheekbones and a more deliberately cerebral presence. Soft natural light, candid moment frozen mid-thought, amateur iPhone photography, slight grain, photorealistic.",
      "image_path": "images/iteration-0027/m17-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 7.4,
      "reason": "Two clear standouts: symmetrical facial bone structure with visible cheekbones giving refined definition, and noticeably clear even-toned skin with zero blemish. Nothing stop-scroll \u2014 pleasant but forgettable at the scroll pace. Shirt open at collar, not buttoned to collar as specified.",
      "failure_tags": []
    },
    {
      "persona_id": "m17",
      "persona_name": "Sangwoo",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome Korean man, eyes looking at camera, his mouth slightly parted. Mid-20s, lean philosophy PhD candidate with a deliberately narrow, unbuilt frame\u2014long limbs, sloping shoulders, elegant negative space across the chest, graceful posture that reads as intellectual rather than athletic. Pale cool-toned skin with a subtle olive undertone. Soft monolid eyes set deep and close-set, warm dark brown with a gentle, careful expression and barely-there natural lashes. Straight nose with a refined bridge and soft rounded tip. Small defined cupid's bow mouth, thin symmetrical lips. Thick straight black hair, middle-parted and perfectly styled, falling just above the collar. Wire-rim round glasses in aged silver. Thin dark eyebrows, natural and slightly sparse, following the line of his eyes. Facial structure carries the vibe of Jung Hae-in mixed with Park Bo-gum and Lee Jong-suk, but with sharper, more angular cheekbones and a narrower overall face shape\u2014more philosopher than idol. Wearing a fitted off-white linen shirt buttoned precisely to the collar. Seated in a quiet library reading room, soft diffuse window light falling across his face from the left, warm and amber-toned. Afternoon light, slightly muted. Candid amateur iPhone photography, natural grain, soft focus in the background on book spines and wood shelving. Quiet, vulnerable, cerebral energy. Photorealistic.",
      "image_path": "images/iteration-0027/m17-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 8,
      "weighted_score": 7.4,
      "reason": "Two standouts: clear unblemished pale complexion with even skin tone; symmetrical facial proportions, evenly-set eyes framed effectively by round wire-rims. Soft, undefined jawline caps the ceiling. Hair is side-swept, not middle-parted; collar left open vs. buttoned-to-collar spec.",
      "failure_tags": [
        "soft_jawline",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m18",
      "persona_name": "Cassian",
      "persona_gender": "male",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super handsome mixed-race man, late 20s, eyes looking at camera, his mouth slightly parted. Lean dancer's build with long limbs, narrow waist, sloping shoulders, defined collarbones, and wiry upper-body musculature\u2014no bulk, all elongation and precision. Facial structure carries the vibe of Adam Driver mixed with Timoth\u00e9e Chalamet and Paul Mescal, but with sharper, more angular cheekbones and a softer mouth. Deep-set dark brown eyes with a slight downturned cast, long lashes, high arched brows. Narrow face with a prominent jawline, a small full-lipped mouth with soft peaks, and warm medium-brown skin with a slight golden undertone. Dark hair pulled back in a neat low ponytail, a few loose strands framing his face. Mid-stretch at a sunlit NYC dance studio\u2014he's leaning forward slightly into a hamstring stretch, one leg extended on the barre behind him, palms flat on the marley floor, the studio flooring and barre visible in the soft background. Natural window light casting gentle shadows across his torso and face, emphasizing the lean lines of his shoulders and ribs. Candid, unposed moment\u2014focused, graceful, the aesthetic of a contemporary dancer in his element. Amateur iPhone-quality photograph, soft natural light, slight grain, photorealistic.",
      "image_path": "images/iteration-0027/m18-seed1.png",
      "attractiveness": 6,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.0,
      "reason": "Sharp angular cheekbones and intense dark eyes with direct camera gaze are real positives. But the frame is gaunt bordering on undernourished \u2014 narrow clavicles, almost concave chest \u2014 and reads boyish rather than late-20s lean. Can't clear a 7.",
      "failure_tags": [
        "narrow_shoulders",
        "weak_frame",
        "boyish_when_mature_intended",
        "low_chemistry"
      ]
    },
    {
      "persona_id": "m18",
      "persona_name": "Cassian",
      "persona_gender": "male",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super handsome mixed-race man, late 20s, eyes looking at camera, his mouth slightly parted. Lean dancer's build with long limbs, sloping shoulders, defined collarbones, narrow waist, and wiry upper-body musculature that reads as precision rather than bulk. Facial structure carries the vibe of Adam Driver mixed with Timoth\u00e9e Chalamet and Paul Mescal, but with sharper, more angular cheekbones and a softer mouth. Deep-set dark brown eyes with a slight downturned shape, expressive and focused. High, pronounced cheekbones with an almost sculpted quality. Soft full lips with a natural shape, no sharp definition, slightly fuller on the bottom. Straight dark hair pulled back in a neat, tight low ponytail, a few short pieces framing his face. Cool-toned skin with a slight warm undertone, the luminous quality of someone who spends time indoors in natural light. Captured mid-stretch in a sunlit dance studio \u2014 one arm extended overhead, the other across his chest in a gentle pectoral stretch, his posture elongated and elegant. Marley flooring visible beneath his bare feet, a wooden barre blurred in the soft background. Golden afternoon light streaming through tall studio windows, casting subtle shadows that define the line of his ribs and collarbones without exaggeration. The photograph has an intimate, unguarded quality \u2014 a moment of focus and grace rather than performance. Soft, natural amateur iPhone aesthetic, slight grain, no studio polish.",
      "image_path": "images/iteration-0027/m18-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 8.2,
      "reason": "Sharp angular cheekbones with visible facial hollowing, deep-set dark eyes delivering direct intense gaze, strong jaw angle \u2014 three clear facial standouts. Lean elongated torso with visible abdominal definition without bulk seals the dancer aesthetic.",
      "failure_tags": []
    },
    {
      "persona_id": "f01",
      "persona_name": "Hannah",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful white woman, eyes looking at camera, her mouth slightly parted. Mid-20s grad student with a soft, approachable presence, sitting by a coffee shop window with warm afternoon light streaming across her face. Heart-shaped face with a rounded jawline, wide-set hazel eyes with a warm golden-brown tone and a slightly deeper ring, pale porcelain skin with sparse light freckles scattered across the bridge of her nose and upper cheeks, small upturned nose with a defined columella, full cupid's bow with a slightly fuller bottom lip and a naturally soft edge. Straight, fine eyebrows with a gentle arch, barely filled in. Soft auburn hair with loose natural waves, tied back in a half-up arrangement with a few pieces falling around her face, the hair catching the warm window light with copper and honey tones. One small beauty mark just above her right jawline. Sweet, intelligent expression\u2014the kind of face you'd see in a library or vintage bookshop. Wearing an oversized cream-colored cardigan over a fitted black cami, the cardigan slightly slipping off one shoulder. Leaning slightly toward the window, warm golden-hour light casting soft shadows across her neck and shoulders, gentle natural glow, no makeup or minimal natural makeup. Amateur iPhone photography style, soft and candid, the kind of photo a friend might take without asking.",
      "image_path": "images/iteration-0027/f01-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 7,
      "weighted_score": 7.4,
      "reason": "Two clear standouts: rare amber/honey eye color that pops under warm window light, and the auburn hair + light freckle combo giving a distinctive natural look. Full naturally pigmented lips add a third positive. Face is soft without strong bone structure; stops the scroll but doesn't dominate.",
      "failure_tags": [
        "off_angle",
        "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 woman, eyes looking at camera, her mouth slightly parted. Mid-20s grad student with a warm, approachable presence, sitting by a coffee shop window with soft golden-hour light spilling across her face. Narrow oval face with a gentle, open expression, light blue-green eyes with a darker ring and slight downturned outer corners, small straight nose with a soft rounded tip, full cupid's bow with a defined upper lip and fuller lower lip. Light auburn hair with a subtle wave, pulled into a loose half-up style with wispy face-framing pieces, a few strands catching the window light. Sparse but visible light freckles scattered across her nose and upper cheeks in a natural pattern, one small beauty mark just above her right collarbone. Straight brows with a soft arch, minimal grooming, fair and feathered at the edges. Wearing an oversized cream or sage cardigan layered over a fitted cream cami, both edges softly visible at the neckline. Her posture is relaxed and slightly forward-leaning, as if mid-conversation or lost in thought at the window. Soft natural window light creating gentle shadows on one side of her face, warm peachy undertones in her skin, no makeup or very minimal, slightly dewy complexion. Candid amateur photograph, slightly soft focus in the background, intimate coffee shop atmosphere, photorealistic.",
      "image_path": "images/iteration-0027/f01-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 10,
      "lipsync_adherence": 7,
      "weighted_score": 8.2,
      "reason": "Pale steel-blue eyes contrasting sharply against warm auburn hair; full naturally rosy lips with clean vermilion border; freckle-dusted porcelain skin glowing under golden window light. Three clear standouts earn the 8. Eyes slightly averted off-camera.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, eyes looking at camera, her mouth slightly parted. Late 20s, athletic and toned with defined shoulders and a lean swimmer's build, warm honey-bronze skin with golden undertone. Heart-shaped face with high cheekbones, warm dark brown eyes set wide and slightly upturned at the corners, straight bridge nose with a soft rounded tip, full lips with a natural asymmetric smile that reads confident and slightly cocky. Black hair pulled into a sleek high ponytail, a few loose tendrils framing her face, skin still dewy from a recent workout. Small black single-line minimalist tattoo on her inner forearm. Soft natural gym lighting, standing in athletic wear (sports bra visible), shot as an incidental mirror moment\u2014she's not posing for the camera but happens to be caught in frame, relaxed but magnetic energy, that \"just finished training and I feel good\" vibe, slight sheen of sweat on her collarbones, photorealistic photograph.",
      "image_path": "images/iteration-0027/f02-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 5,
      "weighted_score": 7.4,
      "reason": "Strong arched brows framing warm almond-shaped brown eyes; full naturally-tinted lips with a real smirk\u2014not a pose; clean jawline + visible collarbone/athletic neck confirming lean build. Tattoo lands chest-area not forearm; eyes clearly averted off-camera.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "f02",
      "persona_name": "Camila",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Latina woman, late twenties, eyes looking at camera, her mouth slightly parted. She's caught mid-confident grin, that cocky-warm energy radiating from a sharp-featured face with high cheekbones, a slightly squared jawline, and warm deep-brown eyes with just a hint of mischief\u2014almond-shaped, direct gaze. Her nose is straight with a refined tip, and her lips are full with a natural asymmetric smile, upper lip slightly thinner. Dark eyebrows are thick and naturally shaped, barely groomed. Her skin is warm deep tan with golden undertones.\n\nShe's wearing a fitted gray sports bra or athletic tank, shoulders and collarbone fully visible, framing a V-tapered muscular build\u2014broad shoulders, defined upper chest visible through the fabric, strong sternocleidomastoid line in her neck, fit forearms. Her hair is pulled back into a sleek high ponytail, a few shorter wisps loose around her face, dark and glossy. A small single-line geometric tattoo visible on her inner forearm. Her body language reads \"I just walked out of the gym and I know it\"\u2014poised, relaxed, unapologetically fit.\n\nShot from roughly chest-up in natural indoor gym or bright studio light, soft and unflattering-proof, the kind of light that flatters skin without trying. Her expression is playful confidence, no pretense. Photorealistic, warm-toned, that gym-mirror-selfie energy but candid and alive, not posed.",
      "image_path": "images/iteration-0027/f02-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "High cheekbones with visible hollows, dark almond eyes under strong natural brows, full lips with a genuinely cocky-warm smirk, and lean athletic frame with defined shoulders and flat midriff. Four clean standouts. Tattoo present. Ponytail looser/wet vs. crisp.",
      "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 idol-trainee energy captured in a Seoul apartment corner\u2014natural window light casting gentle shadows across her face.\n\nFace: soft oval with a pointed chin, large doe eyes with sharp inner corners and a slight upturned tilt, deep warm-brown pupils reflecting light, thin arched eyebrows with natural grooming, small straight-bridge nose with a delicate rounded tip, full symmetrical lips with a defined cupid's bow, fair porcelain skin with a cool peachy undertone and luminous dewy finish\u2014the signature K-beauty glow from skincare rather than makeup. A small beauty mark just below her right cheekbone. Sparse natural freckles across her nose bridge.\n\nHair: long, straight with the gentlest internal wave, deep brown-black, parted down the middle, falling past her shoulders in soft layers\u2014freshly washed and air-dried, a few strands catching the window light with a subtle shine.\n\nFrame & build: lean and delicate, narrow shoulders with visible collarbones, slender neck, a dancer's posture\u2014elongated and graceful without any bulk.\n\nWearing an oversized pastel lavender hoodie, worn off one shoulder slightly, the fabric soft and lived-in rather than pristine. The hoodie swallows her frame in that effortlessly cute way. Seated near a window, one knee drawn up loosely, elbows relaxed. Soft afternoon window light, no harsh shadows, the kind of candid moment between takes or between studying\u2014not posed, but naturally still. Warm, intimate, inviting conversation energy. Photorealistic, amateur iPhone aesthetic, natural skin texture visible.",
      "image_path": "images/iteration-0027/f03-seed1.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Three clear standouts: large doe eyes with sharp dark irises and natural lashes, luminous flawless dewy skin with zero blemish, full naturally-pink lips with slight pout. Proportions balanced. Stops scroll but lacks that extra edge for 9.",
      "failure_tags": [
        "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 idol-trainee energy with a naturally dewy complexion and cool porcelain undertone. Long dark hair with a subtle wave, parted down the center and falling past her shoulders in a fresh, just-styled state with a few wispy strands framing her face.\n\nFace shape is a soft oval with delicate, high cheekbones and a small rounded chin. Large doe eyes set slightly wide, with a distinctive sharp inner corner and a double-lid crease that catches light; irises are deep warm brown with subtle gold undertones and a slight glossy sheen. Eyebrows are naturally sparse and feathered, following a soft arch. Nose is small and refined with a gentle bridge and rounded tip. Lips are naturally full with a soft peachy tone, undefined edges, and a subtle natural gradient.\n\nA faint beauty mark sits just above her right cheekbone. Her expression is serene and approachable, caught in a quiet moment of presence rather than performance.\n\nWearing an oversized pastel lavender hoodie that drapes softly off one shoulder, revealing her slender, delicate frame. Seated casually indoors near a window with soft diffused afternoon light, sitting cross-legged on what appears to be a pale bedspread or couch. The shot is framed at medium close-up, capturing from the waist up, with natural window light casting a gentle glow across her skin. The overall mood is intimate, candid, and effortlessly ethereal\u2014an iPhone-quality photo with soft focus and natural color grading, no studio lighting.",
      "image_path": "images/iteration-0027/f03-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 9,
      "lipsync_adherence": 9,
      "weighted_score": 8.4,
      "reason": "Large warm-toned doe eyes with defined double lids, flawless luminous zero-texture skin, and full symmetrically shaped natural-pink lips \u2014 three clean standouts. K-beauty idol archetype executed convincingly; face symmetry is strong throughout.",
      "failure_tags": []
    },
    {
      "persona_id": "f04",
      "persona_name": "Naomi",
      "persona_gender": "female",
      "seed": 1,
      "image_prompt": "A super candid amateur photo of a super beautiful mixed Black-Japanese woman, eyes looking at camera, her mouth slightly parted. Late twenties, illustrator energy, sitting at a small wooden caf\u00e9 table in soft afternoon light filtering through floor-to-ceiling windows behind her. Her face is a striking narrow oval with high, defined cheekbones, deep-set dark brown eyes with a slight downward tilt, and a small, thoughtful gap between her front teeth. Her skin is a warm mahogany with a subtle golden undertone. Her eyebrows are straight and naturally full, slightly feathered at the edges. Her nose is narrow with a straight bridge and softly rounded tip. Her lips are thin on top with a fuller bottom lip, asymmetric when she's in thought\u2014the left side of her mouth sits slightly lower. Her short curly hair is a rich dark brown with natural 3C-to-4A texture, densely coiled and cropped just above her ears, with a slightly messier, slept-on quality as though she ran her hands through it this morning. One or two small paint splatters (pale gray and ochre) are visible near her left temple in her hair, evidence of her morning studio time. She has three small, sparse freckles scattered across her nose bridge and left cheekbone\u2014just enough to interrupt the smooth plane of her skin. Her build is deliberately lean and elongated\u2014sloping shoulders, visible collarbones, a long elegant neck, and an artist's posture that reads as focused calm rather than tense. She's wearing paint-stained vintage denim, the indigo worn soft at the edges, with a white linen button-up shirt rolled to the elbows, sleeves showing paint marks in dark blue and rust. Her left hand rests on the table near a half-empty ceramic coffee cup. The photograph is grainy, slightly underexposed in that way that amateur iPhone photos from a window seat tend to be\u2014natural, intimate, unretouched. She's not smiling, but her expression is peaceful and inward, the presence of someone comfortable in solitude.",
      "image_path": "images/iteration-0027/f04-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 7,
      "lipsync_adherence": 5,
      "weighted_score": 6.6000000000000005,
      "reason": "High cheekbones with subtle hollows and natural freckles on clear skin are solid standouts; defined slim jawline adds structure. Not a scroll-stopper but above average. Hair is medium-length, not cropped short per prompt; eyes clearly averted off-camera.",
      "failure_tags": [
        "eyes_averted"
      ]
    },
    {
      "persona_id": "f04",
      "persona_name": "Naomi",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful mixed Black-Japanese woman, late 20s, eyes looking at camera, her mouth slightly parted. She's seated in a Brooklyn coffee shop, natural window light catching her face, wearing paint-stained indigo denim jacket over a soft cream long-sleeve tee. Her 3C textured curls are cropped short and slightly tousled, dark brown with warm undertones catching the light. Narrow oval face with high, defined cheekbones, deep-set warm brown eyes with a slight upturn, a straight bridge nose with a rounded tip, full lips with a natural bow shape and a barely-visible beauty mark just below her left cheekbone. Thin arched eyebrows, mostly natural with sparse inner edges. Her expression is calm and inward-focused, the quiet intensity of someone mid-creative-thought. Warm medium-brown skin with a neutral undertone, faint freckles scattered across her nose bridge and cheekbones. Seated at a small wooden table with a ceramic mug and closed sketchbook, her hands resting near the mug. Soft overcast daylight through the caf\u00e9 window, intimate and unhurried, no harsh shadows. Photorealistic candid moment, imperfect and intimate, the aesthetic of a friend's iPhone snapshot.",
      "image_path": "images/iteration-0027/f04-seed2.png",
      "attractiveness": 7,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 7.6000000000000005,
      "reason": "Full symmetric lips and clean high cheekbones are the two clear standouts. Warm direct brown-eyed gaze adds quiet magnetism. Hair reads medium-volume curly, not 'cropped short' as described \u2014 minor persona miss.",
      "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 librarian with a soft round face, fair porcelain skin with cool undertones, and a gentle expression. Her blonde hair falls in loose waves past her shoulders, tousled as if she's just tucked it behind her ear; a few strands catch the window light. Wire-rim round glasses frame pale blue-gray eyes with a slight downturned outer edge and a dreamy, thoughtful quality. Her nose is small and softly rounded with a delicate bridge, and her lips are naturally full with a small cupid's bow and a slightly asymmetric smile. Light scattered freckles dust her nose and upper cheeks. She wears a cream cable-knit cardigan layered over a high-neck ivory blouse with a subtle texture, and a small vintage brass locket rests at her collarbone. Her posture is open and gentle\u2014seated by a tall bookshelf, one hand resting on an old cloth-bound book spine, shoulders relaxed, the afternoon light filtering warm and golden through a nearby window. The whole frame carries the quiet, unhurried warmth of an afternoon in a beloved library corner. Soft, natural lighting, amateur candid photography, intimate and unguarded, photorealistic.",
      "image_path": "images/iteration-0027/f05-seed1.png",
      "attractiveness": 7,
      "prompt_adherence": 9,
      "lipsync_adherence": 8,
      "weighted_score": 7.6000000000000005,
      "reason": "Clear light-blue eyes with genuine color pop, natural blonde waves with good texture, warm smile with soft pink lips. Soft jawline and generic facial structure cap the ceiling. No scroll-stopping standout but solidly above average.",
      "failure_tags": [
        "soft_jawline",
        "generic_face"
      ]
    },
    {
      "persona_id": "f05",
      "persona_name": "Anya",
      "persona_gender": "female",
      "seed": 2,
      "image_prompt": "A super candid amateur photo of a super beautiful Polish woman, eyes looking at camera, her mouth slightly parted. Late 20s, fair porcelain skin with cool undertone, soft blonde waves falling past her shoulders with a natural tousled texture, half-tucked behind one ear. Round wire-rim glasses framing a soft oval face with a gentle expression. Heart-shaped face with a pointed chin, wide-set pale blue-green eyes with a slight downward tilt, thin straight eyebrows with sparse natural grooming, small upturned nose with a rounded tip, full soft lips with undefined edges and a cupid's bow, pale eyelashes. A light spray of faint freckles across her nose bridge and upper cheeks. Wearing a cream-colored fitted cardigan over a high-neck ivory blouse with a small lace collar detail, sleeves rolled slightly at the wrist. Sitting in a library nook by a window, afternoon golden-hour light filtering across her face, casting soft shadows. One hand resting on a book spine next to her, the other in her lap. Cozy, serene, intimate moment captured as if mid-thought. Film-grain quality, natural amateur photography, candid warmth.",
      "image_path": "images/iteration-0027/f05-seed2.png",
      "attractiveness": 8,
      "prompt_adherence": 8,
      "lipsync_adherence": 9,
      "weighted_score": 8.2,
      "reason": "Clear blue-grey eyes with strong iris definition; full, naturally pink symmetric lips; porcelain fair skin with light freckles; soft blonde waves framing face well. Four specific standouts clear. No cardigan visible, just a sweater \u2014 minor persona gap.",
      "failure_tags": []
    }
  ],
  "aggregates": {
    "male_count": 36,
    "female_count": 10,
    "male_attractiveness_mean": 7.055555555555555,
    "male_attractiveness_stdev": 1.5976448716164897,
    "female_attractiveness_mean": 7.6,
    "female_attractiveness_stdev": 0.4898979485566356,
    "male_weighted_mean": 7.294444444444445,
    "female_weighted_mean": 7.8,
    "lipsync_adherence_mean": 7.369565217391305,
    "prompt_adherence_mean": 8.130434782608695,
    "failure_tag_histogram": {
      "narrow_shoulders": 4,
      "weak_frame": 3,
      "eyes_averted": 9,
      "wrong_age_range": 2,
      "pipeline_error": 2,
      "awkward_expression": 2,
      "uncanny": 1,
      "bad_skin": 2,
      "soft_jawline": 6,
      "low_chemistry": 5,
      "generic_face": 6,
      "boyish_when_mature_intended": 2,
      "off_angle": 4,
      "mouth_closed": 1,
      "lighting_fail": 1
    },
    "axes": [
      [
        "attractiveness",
        0.6
      ],
      [
        "prompt_adherence",
        0.2
      ],
      [
        "lipsync_adherence",
        0.2
      ]
    ]
  },
  "baseline_metrics": {
    "male_count": 36,
    "female_count": 10,
    "male_attractiveness_mean": 7.027777777777778,
    "male_attractiveness_stdev": 1.1422713997195606,
    "female_attractiveness_mean": 7.7,
    "female_attractiveness_stdev": 0.45825756949558405,
    "male_weighted_mean": 7.883333333333334,
    "female_weighted_mean": 8.440000000000001,
    "lipsync_adherence_mean": 9.130434782608695,
    "prompt_adherence_mean": 9.369565217391305,
    "failure_tag_histogram": {
      "awkward_expression": 4,
      "generic_face": 2,
      "bad_skin": 2,
      "extreme_close_up": 1,
      "mouth_closed": 5,
      "styling_dominates": 1,
      "narrow_shoulders": 2,
      "soft_jawline": 1,
      "uncanny": 5,
      "bad_grooming": 1,
      "asymmetric_eyes": 1,
      "weak_frame": 1,
      "boyish_when_mature_intended": 1
    },
    "axes": [
      [
        "attractiveness",
        0.6
      ],
      [
        "prompt_adherence",
        0.2
      ],
      [
        "lipsync_adherence",
        0.2
      ]
    ]
  },
  "eps": 0.3,
  "pass": false,
  "pass_reason": {
    "fail_reason": "lipsync adherence regressed beyond eps (-1.761 < -0.3)",
    "male_uplift": 0.02777777777777768,
    "female_drift": -0.10000000000000053,
    "lipsync_drift": -1.7608695652173907
  }
}