{
  "schema": "iiw_character_identity_vlm_review/v1",
  "source_manifest": "materials/training-data/iiw-character-identity/manifest.json",
  "model_requested": "qwen3-vl:235b-cloud",
  "ollama_url": "http://127.0.0.1:11434",
  "prompt": "Review this single animation production character plate for model-training use.\nReturn JSON only with keys decision, confidence, visual_description, issues.\ndecision must be TRAIN, EVAL_ONLY, or EXCLUDE.\nCriteria:\n- TRAIN: clean character identity or outfit plate with useful character/body/outfit information and minimal distracting text.\n- EVAL_ONLY: usable reference sheet, turnaround, expression/detail sheet, heavy title/text, lineup, or unusual layout that should not dominate training.\n- EXCLUDE: wrong character, blank, corrupted, duplicate-looking non-informative sheet, mostly text/notes, line-only when a colour version exists, or otherwise unsuitable.\nBe concise and describe visible content, not filename assumptions.\n",
  "count": 80,
  "reviews": [
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/alex/alex_TS_700_CH_Alex-Heads.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/01_ALEX/TS_700_CH_Alex-Heads.psd",
      "character": "Alex",
      "caption": "Alex from Totally Spies season 7, head expression sheet, Alex Heads, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "head_expression_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "White background sheet titled \"TS700 - SPIES - Eyes\" displaying multiple black-and-white line drawings of stylized eyes in various shapes, angles, and sizes arranged in rows.",
        "issues": "Heavy title text; detail sheet focused solely on eyes (not full character/outfit plate)"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:54:38.748851245Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1238,
      "review_eval_count": 352,
      "review_total_duration": 9709665411,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/alex/alex_TS_700_CH_Alex-Turn-Charte-simplifie_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/01_ALEX/SPY_SUIT/Psd/TS_700_CH_Alex-Turn-Charte-simplifie_Color.psd",
      "character": "Alex",
      "caption": "Alex from Totally Spies season 7, turnaround sheet, Alex Turn Charte simplifie, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Five circular frames showing front, three-quarter, side, and back views of a character with dark blue hair and brown skin, typical of a turnaround reference sheet",
        "issues": []
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:54:49.311331399Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2390,
      "review_eval_count": 217,
      "review_total_duration": 10052554130,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/alex/alex_TS_700_CH_Alex-Turn_Modif-Shadow_HELMET.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/01_ALEX/SPY_SUIT/Psd/TS_700_CH_Alex-Turn_Modif-Shadow_HELMET.psd",
      "character": "Alex",
      "caption": "Alex from Totally Spies season 7, turnaround sheet, Alex Turn Modif Shadow HELMET, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character in orange futuristic suit with helmet, shown in five views (front, 3/4 front, side, 3/4 back, back) on gray background; 'SEASON 8' text top-right.",
        "issues": "Turnaround layout classified as EVAL_ONLY per criteria; minimal text present but not distracting."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:55:28.469352107Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2651,
      "review_eval_count": 504,
      "review_total_duration": 38832732738,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/alex/alex_TS_700_CH_Alex-Turn_Modif-Shadow_wd.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/TS_700_CH_Alex-Turn_Modif-Shadow_wd.psd",
      "character": "Alex",
      "caption": "Alex from Totally Spies season 7, turnaround sheet, Alex Turn Modif Shadow wd, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Female character with dark blue hair, yellow full-body suit with light blue belt and high heels, shown in multiple angles (front, 3/4, side, back) with colored and line-art versions. 'SEASON 8' text on right.",
        "issues": "Turnaround sheet with multiple angles and line art; 'SEASON 8' text present but minimal."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:55:54.737258806Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2134,
      "review_eval_count": 486,
      "review_total_duration": 26050548591,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/alex/alex_TS_700_CH_Alex-Turn_OLD_Backpack-Open.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/01_ALEX/SPY_SUIT/Psd/TS_700_CH_Alex-Turn_OLD_Backpack-Open.psd",
      "character": "Alex",
      "caption": "Alex from Totally Spies season 7, turnaround sheet, Alex Turn OLD Backpack Open, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Line art turnaround sheet showing multiple views (front, 3/4, side, back) of a female character in a form-fitting outfit with high heels, belt, and shoulder details. Small logo at bottom left.",
        "issues": "Turnaround reference sheet; line-only with minimal text, suitable as evaluation reference but not ideal for primary training data."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:56:08.028844061Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1942,
      "review_eval_count": 296,
      "review_total_duration": 13083997755,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/alex/alex_TS_700_PR_AlexHelmet-Turn_Modif.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/01_ALEX/SPY_SUIT/Psd/TS_700_PR_AlexHelmet-Turn_Modif.psd",
      "character": "Alex",
      "caption": "Alex from Totally Spies season 7, turnaround sheet, AlexHelmet Turn Modif, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "2x5 grid of helmet designs showing multiple angles (front, 3/4, side, back-3/4, back); top row is grayscale line art, bottom row is colored (golden with red accents); heart-shaped visor on front views; no text or notes present.",
        "issues": []
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:56:23.839933841Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1430,
      "review_eval_count": 303,
      "review_total_duration": 15401642057,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/alex/alex_TS_701_CH_Alex-Turn-Casual-outfit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/01_ALEX/TS_701_CH_Alex-Turn-Casual-outfit_Color.psd",
      "character": "Alex",
      "caption": "Alex from Totally Spies season 7, casual outfit, turnaround sheet, Alex Turn Casual outfit, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "casual outfit",
      "weight": 1.0,
      "review": {
        "decision": "TRAIN",
        "confidence": "high",
        "visual_description": "Character Alex in front and back full-body views wearing blue shirt, pink overalls, blue/yellow sneakers. Right side includes mouth reference (multiple shapes), hand close-up with nail details, and text notes on opacity settings. Gray background with title text at top.",
        "issues": "Title text is present but minimal; references are useful for detail"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:56:40.92357684Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2698,
      "review_eval_count": 321,
      "review_total_duration": 16887970979,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/alex/alex_TS_701_CH_Alex_Beach_Suit_Turn_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/01_ALEX/TS_701_CH_Alex_Beach_Suit_Turn_Color.psd",
      "character": "Alex",
      "caption": "Alex from Totally Spies season 7, Alex Beach Suit Turn, turnaround sheet, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "Alex Beach Suit Turn",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Front and back views of a character wearing a yellow short-sleeve shirt, teal shorts, purple sandals, and a purple top; includes mouth reference grid, hand close-up, nail details, and title text 'ALEX BEACH SUIT- TS7 #701'.",
        "issues": "Contains reference details (mouth, hand, nails) and prominent title text, classifying it as a usable reference sheet rather than a clean model-training plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:57:05.249436057Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2670,
      "review_eval_count": 515,
      "review_total_duration": 24023661193,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/clover/clover_TS_700_CH_Clover-Closeup_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/02_CLOVER/SPY_SUIT/TS_700_CH_Clover-Closeup_Color.psd",
      "character": "Clover",
      "caption": "Clover from Totally Spies season 7, head expression sheet, Clover Closeup, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "head_expression_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "TRAIN",
        "confidence": "high",
        "visual_description": "Front and back close-up views of a character with blonde hair, blue eyes, and a red top on a gray background; title text 'CLOSE UP - CLOVER TS7 #MAINPACK' at top",
        "issues": "Title text present but not excessive or highly distracting"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:57:33.389805892Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2454,
      "review_eval_count": 425,
      "review_total_duration": 27982478938,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/clover/clover_TS_705_CH_Clover-Closeup_Gloss_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/02_CLOVER/Additional/TS_705_CH_Clover-Closeup_Gloss_Color.psd",
      "character": "Clover",
      "caption": "Clover from Totally Spies season 7, head expression sheet, Clover Closeup Gloss, production code 705, clean production colour reference, 2D animated style.",
      "asset_type": "head_expression_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Close-up of a cartoon character's head with blonde hair, blue eyes, smiling expression, and red collar on gray background. Text \"CLOSE UP - GLOSS TS7 #705\" displayed prominently above the character.",
        "issues": "Heavy title/text overlay dominates top portion of image, reducing focus on character details for training purposes."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:57:48.913062004Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2649,
      "review_eval_count": 365,
      "review_total_duration": 15356471550,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/clover/clover_TS_700_CH_Clover-Turn-Charte-simplifie_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/02_CLOVER/SPY_SUIT/TS_700_CH_Clover-Turn-Charte-simplifie_Color.psd",
      "character": "Clover",
      "caption": "Clover from Totally Spies season 7, turnaround sheet, Clover Turn Charte simplifie, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character turnaround sheet with multiple views (front, 3/4, side, back) of a female figure in red bodysuit with blue accents, blonde hair, and a lips color chart. Title text at top reads \"CLOVER - SPIE CHARTE SIMPLIFIE - TS700\".",
        "issues": "Turnaround sheet with title text; classified as reference material not ideal for primary training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:58:36.113132765Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2390,
      "review_eval_count": 470,
      "review_total_duration": 47007330630,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/clover/clover_TS_700_CH_Clover-Turn-OLD_Backpack-Open_wip_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/02_CLOVER/SPY_SUIT/TS_700_CH_Clover-Turn-OLD_Backpack-Open_wip_Color.psd",
      "character": "Clover",
      "caption": "Clover from Totally Spies season 7, turnaround sheet, Clover Turn OLD Backpack Open, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EXCLUDE",
        "confidence": 1.0,
        "visual_description": "Nearly blank white image with a single small red mark near the center; no discernible character, outfit, or useful visual information.",
        "issues": "Blank/near-blank with no informative content; fails to provide character/body/outfit details required for training or evaluation."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:58:48.515570123Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1942,
      "review_eval_count": 170,
      "review_total_duration": 12131674606,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/clover/clover_TS_700_CH_Clover-Turn_Modif-Shadow_wd.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/TS_700_CH_Clover-Turn_Modif-Shadow_wd.psd",
      "character": "Clover",
      "caption": "Clover from Totally Spies season 7, turnaround sheet, Clover Turn Modif Shadow wd, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "TRAIN",
        "confidence": "high",
        "visual_description": "Character turnaround sheet showing front, three-quarter, side, and back views in red bodysuit with blue accents; includes line art versions, lip expression variations labeled 'CLOVER LIPS', and 'SEASON 8' text; clean layout with full-color and outline references.",
        "issues": "Minimal text ('SEASON 8', 'CLOVER LIPS') present but does not obscure key character design elements."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:59:07.236590839Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2198,
      "review_eval_count": 329,
      "review_total_duration": 18541570275,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/clover/clover_TS_701_CH_Clover-turn_Casual-outfit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/02_CLOVER/TS_701_CH_Clover-turn_Casual-outfit_Color.psd",
      "character": "Clover",
      "caption": "Clover from Totally Spies season 7, casual outfit, turnaround sheet, Clover turn Casual outfit, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "casual outfit",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Front and back views of a character with blonde hair, beige blazer, red turtleneck, orange pants, blue platform shoes. Includes mouth reference chart, hand close-up, and text labels.",
        "issues": "Heavy title text and inclusion of reference details (mouth, hand) categorize as a reference sheet rather than a clean outfit plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:59:30.583757855Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2658,
      "review_eval_count": 702,
      "review_total_duration": 23179183917,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/clover/clover_TS_701_CH_Clover_Beach_Suit_Turn_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/02_CLOVER/TS_701_CH_Clover_Beach_Suit_Turn_Color.psd",
      "character": "Clover",
      "caption": "Clover from Totally Spies season 7, Clover Beach Suit Turn, turnaround sheet, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "Clover Beach Suit Turn",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Front and back views of a blonde character in a blue/white striped top, blue shorts, pink platform sandals, and purple heart sunglasses. Right side includes labeled lips expressions, hand close-up, color swatches for lips/nails, and technical text notes.",
        "issues": "Heavy title text at top, multiple labeled detail sections (lips, hand, nails), and technical notes make it a reference/expression sheet rather than a clean model sheet for training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T07:59:51.190753632Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2634,
      "review_eval_count": 451,
      "review_total_duration": 20434218302,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/clover/clover_TS_701_CH_Clover_turn_Kpop_Boomerang_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/02_CLOVER/Additional/TS_701_CH_Clover_turn_Kpop_Boomerang_Color.psd",
      "character": "Clover",
      "caption": "Clover from Totally Spies season 7, turnaround sheet, Clover turn Kpop Boomerang, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character head reference with colored version, line art, and two headband designs (colored and line art). Prominent title text reads 'CLOVER K-POP BOOMERANG TS7 #701' on gray background.",
        "issues": "Heavy title/text dominates layout; reference sheet format with line/color variations better suited for evaluation than training"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:00:08.321978559Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2680,
      "review_eval_count": 405,
      "review_total_duration": 16931094775,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/sam/sam_TS_700_CH_Sam-Turn-Charte-simplifie_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/03_SAM/SPY_SUIT/TS_700_CH_Sam-Turn-Charte-simplifie_Color.psd",
      "character": "Sam",
      "caption": "Sam from Totally Spies season 7, turnaround sheet, Sam Turn Charte simplifie, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "TRAIN",
        "confidence": "high",
        "visual_description": "Character SAM with long orange hair, green bodysuit, and silver belt; multiple angles (front, 3/4, side, back) with colored and line-art versions; lip reference chart on left; title text at top.",
        "issues": "Title text present but minimal and not distracting."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:00:35.118063903Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2390,
      "review_eval_count": 339,
      "review_total_duration": 26584141268,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/sam/sam_TS_700_CH_Sam-Turn_spie-suit_Back-pack-Open_wip_Colo.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/03_SAM/SPY_SUIT/TS_700_CH_Sam-Turn_spie-suit_Back-pack-Open_wip_Colo.psd",
      "character": "Sam",
      "caption": "Sam from Totally Spies season 7, spie, turnaround sheet, Sam Turn spie suit Back pack Open, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "spie",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character turnaround sheet showing multiple angles of a female figure with long red hair in a green suit; includes lip reference panel on left and prominent title text at top.",
        "issues": "Heavy title/text at top, layout is a turnaround reference which should not dominate training data."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:00:49.289719045Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1814,
      "review_eval_count": 338,
      "review_total_duration": 13983580139,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/sam/sam_TS_701_CH_Sam_Beach_Suit_Turn_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/03_SAM/TS_701_CH_Sam_Beach_Suit_Turn_Color.psd",
      "character": "Sam",
      "caption": "Sam from Totally Spies season 7, Sam Beach Suit Turn, turnaround sheet, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "Sam Beach Suit Turn",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character sheet showing front/back views of a female character with long red hair, green sunglasses, white floral top, pink skirt, yellow platform sandals. Includes lip expressions, hand close-up, color swatches, and technical production notes.",
        "issues": "Heavy text with technical opacity/instruction details (e.g., 'GLASSES: mode multiply 80% opacity') dominates layout, making it more of a production reference than a clean training plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:01:05.218002537Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2680,
      "review_eval_count": 447,
      "review_total_duration": 15678835229,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/sam/sam_TS_701_CH_Sam_Turn_Causal-outfit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/03_SAM/TS_701_CH_Sam_Turn_Causal-outfit_Color.psd",
      "character": "Sam",
      "caption": "Sam from Totally Spies season 7, Sam Turn Causal outfit, turnaround sheet, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "Sam Turn Causal outfit",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Front and back views of a character with long red hair, green sleeveless top, white pants, and pink-heeled boots. Includes mouth reference variations, hand close-up, and nails reference sections. Title text 'SAM CASUAL OUTFIT- TS7 #701' at top.",
        "issues": "Heavy title text and multiple reference sections (mouth, hand, nails) classify it as a detailed reference sheet rather than a clean character/outfit plate for primary training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:01:26.491113342Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2634,
      "review_eval_count": 614,
      "review_total_duration": 21097030924,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/sam/sam_TS_701_CH_Sam_turn_old_spy_suit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/03_SAM/SPY_SUIT/TS_701_CH_Sam_turn_old_spy_suit_Color.psd",
      "character": "Sam",
      "caption": "Sam from Totally Spies season 7, spy suit, turnaround sheet, Sam turn old spy suit, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "spy suit",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Female character with long orange hair in green spy suit, front/back views, lip color swatch labeled 'SAM LIPS', multiple mouth expressions, gray background, title text at top",
        "issues": "Heavy title text, functions as expression/detail sheet with turnaround views"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:01:58.633339594Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2658,
      "review_eval_count": 338,
      "review_total_duration": 31949831700,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/sam/sam_TS_703_CH_Sam-60's-suit_TURN_WIP_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/03_SAM/TS_703_CH_Sam-60's-suit_TURN_WIP_Color.psd",
      "character": "Sam",
      "caption": "Sam from Totally Spies season 7, Sam s suit TURN, turnaround sheet, production code 703, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "Sam s suit TURN",
      "weight": 1.0,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character Sam with orange hair, green 60s-style dress with white circles, white boots. Includes front, multiple turnaround angles (line art and colored), lip reference chart, hand/nail reference, and text labels like 'SAM - 60'S SUIT - TS7 #703'.",
        "issues": "Contains reference charts (lips, hand) and text labels, making it a detailed reference sheet rather than a clean model-training plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:03:12.709276858Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2646,
      "review_eval_count": 496,
      "review_total_duration": 73897353589,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/sam/sam_TS_705_CH_Sam-turn-casual_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/03_SAM/TS_705_CH_Sam-turn-casual_Color.psd",
      "character": "Sam",
      "caption": "Sam from Totally Spies season 7, turnaround sheet, Sam turn casual, production code 705, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 1.0,
      "review": {
        "decision": "EXCLUDE",
        "confidence": "high",
        "visual_description": "Minimal character illustration on the right side of a mostly white image; features green pants, orange/brown arm details, and partial upper body elements with significant empty space.",
        "issues": "Excessive empty space makes it non-informative; sparse composition lacks clear full-body/outfit details required for training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:03:40.049029091Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2582,
      "review_eval_count": 579,
      "review_total_duration": 27169524016,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-pilot/png_2048/sam/sam_TS_708_CH_Sam-Turn_art-student-suit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/03_SAM/TS_708_CH_Sam-Turn_art-student-suit_Color.psd",
      "character": "Sam",
      "caption": "Sam from Totally Spies season 7, Sam Turn art student suit, turnaround sheet, production code 708, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "Sam Turn art student suit",
      "weight": 1.0,
      "review": {
        "decision": "TRAIN",
        "confidence": "high",
        "visual_description": "Character turnaround sheet with full-color front view, multiple line-art angles (3/4, side, back), lip/hand/nail references, and title \"SAM - ART STUDENT SUIT - TS7 #703\" at top. Includes color swatches and technical notes for rendering.",
        "issues": "None; text is minimal and relevant to character design."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:04:15.045110242Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2646,
      "review_eval_count": 401,
      "review_total_duration": 34730387045,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/zerlina/zerlina_TS_700_CH_Zerlina-Turn-simplifie_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/05_ZERLINA/Psd/TS_700_CH_Zerlina-Turn-simplifie_Color.psd",
      "character": "Zerlina",
      "caption": "Zerlina from Totally Spies season 7, turnaround sheet, Zerlina Turn simplifie, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.55,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character Zerlina in casual outfit (red blazer, white pants) with multiple angle views (front, 3/4, side, back), line art and colored versions, lip color swatches, and title text \"ZERLINA - CASUAL OUTFIT - TS7\".",
        "issues": "Turnaround/reference sheet with lineup of views; suitable as evaluation reference but not core training material."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:04:38.687848635Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1558,
      "review_eval_count": 397,
      "review_total_duration": 23479619117,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/zerlina/zerlina_TS_700_CH_Zerlina-Turn_Colortest4.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/05_ZERLINA/Psd/TS_700_CH_Zerlina-Turn_Colortest4.psd",
      "character": "Zerlina",
      "caption": "Zerlina from Totally Spies season 7, turnaround sheet, Zerlina Turn Colortest4, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.55,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Six full-body views of the same character in different colored suits (green, red, purple, pink, orange, yellow) with numbered labels 1-6, standing in an office background",
        "issues": "Lineup layout with numbered labels; multiple outfit variations in a single sheet makes it unsuitable as a clean training plate"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:05:06.397599166Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 304,
      "review_total_duration": 27380994942,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/zerlina/zerlina_TS_715_CH_Zerlina-Spy-Suit-barefoot_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/05_ZERLINA/Psd/TS_715_CH_Zerlina-Spy-Suit-barefoot_Color.psd",
      "character": "Zerlina",
      "caption": "Zerlina from Totally Spies season 7, spy suit, outfit sheet, Zerlina Spy Suit barefoot, production code 715, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "spy suit",
      "weight": 0.55,
      "review": {
        "decision": "TRAIN",
        "confidence": "high",
        "visual_description": "Character turnaround sheet showing front, three-quarter, side, and back views of a female character in a white/yellow spy suit with afro hairstyle, high heels, and barefoot variations. Includes color versions, line art, lip color guide, and labeled sections (BAREFOOT, BOTTOM LIGHT). Title text at top: 'ZERLINA - SPY SUIT - BAREFOOT - TS7#715'.",
        "issues": "Minimal title text present but does not obscure character details; line art versions are supplementary to color references."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:05:24.39764516Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2198,
      "review_eval_count": 404,
      "review_total_duration": 17806802709,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/zerlina/zerlina_TS_722_CH_Zerlina-spy-Wingsuit_Color_V01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/05_ZERLINA/Psd/TS_722_CH_Zerlina-spy-Wingsuit_Color_V01.psd",
      "character": "Zerlina",
      "caption": "Zerlina from Totally Spies season 7, wingsuit, outfit sheet, Zerlina spy Wingsuit, production code 722, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "wingsuit",
      "weight": 0.55,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character turnaround with two outfits: red full-body suit (left) and yellow/white wingsuit (center/right) showing front, 3/4, and back views; helmet variations; small text labels for glass mask/highlights opacity and filename at bottom.",
        "issues": "Turnaround layout with multiple angles and minor text elements; suitable as reference but not ideal for primary training due to non-dominant text and reference-style composition."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:05:46.414482734Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2454,
      "review_eval_count": 464,
      "review_total_duration": 21844173326,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/zerlina/zerlina_TS_819_CH_Zerlina-Casual-Outfit_Colo_01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/05_ZERLINA/TS_819_CH_Zerlina-Casual-Outfit_Colo_01.png",
      "character": "Zerlina",
      "caption": "Zerlina from Totally Spies season 7, casual outfit, outfit sheet, Zerlina Casual Outfit, production code 819, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "casual outfit",
      "weight": 0.55,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character reference sheet showing three full-body views (red suit front, casual front, casual back), lip expression variations, color swatches (shadows, lips), and a title bar labeled 'Zerlina Casual' with episode info. Contains technical notes (layer mode, opacity) and minimal branding.",
        "issues": "Includes turnaround views, expression sheet, and technical annotations; structured as a comprehensive reference rather than a clean single-outfit plate. Title bar text and multiple content types (views, expressions) make it unsuitable as a primary training example."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:06:17.761386957Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2454,
      "review_eval_count": 593,
      "review_total_duration": 31180302914,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/zerlina/zerlina_TS_802_CH_Zerlina-Winter-Suit-Alpinist_Colo.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/05_ZERLINA/TS_802_CH_Zerlina-Winter-Suit-Alpinist_Colo.png",
      "character": "Zerlina",
      "caption": "Zerlina from Totally Spies season 7, winter, outfit sheet, Zerlina Winter Suit Alpinist, production code 802, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "winter",
      "weight": 0.55,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character reference sheet featuring Zerlina in a white winter skiing outfit (front, side, back views), a separate red-suited character, detailed prop illustrations (gloves, abseiling rope), and text labels including outfit/prop identifiers and technical specs.",
        "issues": "Lineup with multiple characters/outfits, prop-focused details, and heavy text labels/identifiers."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:06:41.701741433Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2070,
      "review_eval_count": 520,
      "review_total_duration": 23758500107,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/zerlina/zerlina_TS_701_CH_Zerlina-Moto-suit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/05_ZERLINA/Psd/TS_701_CH_Zerlina-Moto-suit_Color.psd",
      "character": "Zerlina",
      "caption": "Zerlina from Totally Spies season 7, moto suit, outfit sheet, Zerlina Moto suit, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "moto suit",
      "weight": 0.55,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character plate featuring full-color front view of a character with afro, red jacket, white pants; line art front/back views; multiple helmet angles (color and line); lip expression sheet; color swatches for 'GLOW' and 'LIPS'. Title text at top.",
        "issues": "Contains title text and expression/detail sheet elements (lip variations, helmet angles), fitting EVAL_ONLY criteria for reference/turnaround sheets not ideal as primary training data."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:07:14.019887629Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2688,
      "review_eval_count": 487,
      "review_total_duration": 32008396438,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/zerlina/zerlina_TS_703_CH_Zerlina-outfit-Golfsuit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/05_ZERLINA/Psd/TS_703_CH_Zerlina-outfit-Golfsuit_Color.psd",
      "character": "Zerlina",
      "caption": "Zerlina from Totally Spies season 7, Zerlina outfit Golfsuit, outfit sheet, production code 703, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "Zerlina outfit Golfsuit",
      "weight": 0.55,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character Zerlina in red blazer, white pants, pink/white cap; front, side, back views; color and line art versions; lip swatches and hand details; title text at top",
        "issues": "Heavy title text, but main content is a usable turnaround reference"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:07:30.694424084Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2710,
      "review_eval_count": 437,
      "review_total_duration": 16462512069,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/toby/toby_TS_700_CH_Toby-Turn_Moignon_simplifie_BottomLightColor.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/06_TOBY/Psd/TS_700_CH_Toby-Turn_Moignon_simplifie_BottomLightColor.psd",
      "character": "Toby",
      "caption": "Toby from Totally Spies season 7, turnaround sheet, Toby Turn Moignon simplifie BottomLightColor, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.45,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Two full-body character designs on gray background: left is line-art female with heart-shaped belt, right is colored male (Toby) in blue hoodie with 'W' badge, white shirt, dark pants, blue/white shoes. Top text reads 'TS7 - TOBY - BOTTOM LIGHT CAST SHADOW'.",
        "issues": "Heavy title text; contains unrelated line-art character; not a single-character clean plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:07:47.819603233Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2658,
      "review_eval_count": 450,
      "review_total_duration": 16941707336,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/toby/toby_TS_700_CH_Toby-Turn_Moignon_simplifie_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/06_TOBY/Psd/TS_700_CH_Toby-Turn_Moignon_simplifie_Color.psd",
      "character": "Toby",
      "caption": "Toby from Totally Spies season 7, turnaround sheet, Toby Turn Moignon simplifie, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.45,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Male character with blue hoodie, white shirt, dark pants, blue/white sneakers with red accents, multiple angles (front, 3/4, side, back), color and line art versions, small opacity text at top.",
        "issues": "Turnaround sheet with multiple views; categorized as reference material not ideal for primary training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:08:03.562862728Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1558,
      "review_eval_count": 490,
      "review_total_duration": 15564903337,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/toby/toby_TS_700_CH_Toby-Turn_simplifie_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/06_TOBY/Psd/TS_700_CH_Toby-Turn_simplifie_Color.psd",
      "character": "Toby",
      "caption": "Toby from Totally Spies season 7, turnaround sheet, Toby Turn simplifie, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.45,
      "review": {
        "decision": "TRAIN",
        "confidence": "high",
        "visual_description": "Character in blue hoodie, dark pants, sneakers, gloves shown from multiple angles (front, 3/4, side, back) with color and line art; includes head variations and minimal opacity text at top",
        "issues": "Small opacity text present but non-distracting"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:08:15.495693053Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1558,
      "review_eval_count": 252,
      "review_total_duration": 11428182306,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/toby/toby_TS_700_CH_Toby-Turn_vang_OK_V3.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/06_TOBY/Psd/TS_700_CH_Toby-Turn_vang_OK_V3.psd",
      "character": "Toby",
      "caption": "Toby from Totally Spies season 7, turnaround sheet, Toby Turn vang OK, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.45,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Line art character turnaround showing multiple angles (front, 3/4, side, back) of a male character in a hoodie with 'W' logo, pants, and sneakers; includes one colored front view on the left with red hair and minimal color accents, rest are monochrome line drawings.",
        "issues": "Usable reference sheet/turnaround layout; per criteria, turnarounds should be EVAL_ONLY as they are reference materials not intended to dominate training data."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:08:27.340810273Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1558,
      "review_eval_count": 375,
      "review_total_duration": 11616786411,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/toby/toby_TS_700_CH_Toby-Turn_withoutarm_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/06_TOBY/Psd/TS_700_CH_Toby-Turn_withoutarm_Color.psd",
      "character": "Toby",
      "caption": "Toby from Totally Spies season 7, turnaround sheet, Toby Turn withoutarm, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.45,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Multiple views (turnaround) of a character in blue hoodie with 'W' logo, dark pants, and sneakers; includes line art versions, a mouth reference chart, and a separate red-suited character on the left.",
        "issues": "Contains a secondary character and is a turnaround reference sheet rather than a clean model sheet for direct training use."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:08:46.11050382Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1558,
      "review_eval_count": 600,
      "review_total_duration": 18569274583,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/toby/toby_TS_707_CH_Toby-Training-Suit_Turn_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/06_TOBY/Psd/TS_707_CH_Toby-Training-Suit_Turn_Color.psd",
      "character": "Toby",
      "caption": "Toby from Totally Spies season 7, training suit, turnaround sheet, Toby Training Suit Turn, production code 707, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "training suit",
      "weight": 0.45,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character turnaround sheet with multiple angles (front, side, back) of a figure in a black suit with blue accents and 'W' emblem. Includes color guide, line art variations, and text labels like 'TOBY TRAINING SUIT - TS7#707' and 'BOTTOM LIGHT'.",
        "issues": "Turnaround layout with heavy text labels and reference-style composition, unsuitable for dominating training data."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:09:07.402872704Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2198,
      "review_eval_count": 657,
      "review_total_duration": 21015893874,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/toby/toby_TS_726_CH_Toby-Turn-welding-glasses_Color_V01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/06_TOBY/Psd/TS_726_CH_Toby-Turn-welding-glasses_Color_V01.psd",
      "character": "Toby",
      "caption": "Toby from Totally Spies season 7, turnaround sheet, Toby Turn welding glasses, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.45,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character turnaround (front/back views) of a male figure in blue hoodie with 'W' logo, white hood lining, dark pants, blue/white/red shoes, and welding glasses. Includes line art reference on left and glasses detail/opacity notes on right. Filename text at bottom.",
        "issues": "Turnaround format with reference elements (line art, glasses details) makes it suitable as evaluation reference rather than primary training data."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:09:25.062188688Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 544,
      "review_total_duration": 17509806234,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/toby/toby_TS_706_CH_toby_snowboard_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/06_TOBY/Psd/TS_706_CH_toby_snowboard_Color.psd",
      "character": "Toby",
      "caption": "Toby from Totally Spies season 7, snowboard, outfit sheet, toby snowboard, production code 706, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "snowboard",
      "weight": 0.45,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "Character model sheet with color front/back views, grayscale full-body, helmet turnarounds, mouth reference section, and accessory (bag). Title text at top but not overwhelming.",
        "issues": "Minor title text present, but does not significantly distract from character/outfit details"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:09:39.456472129Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2070,
      "review_eval_count": 262,
      "review_total_duration": 14213731262,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/jerry/jerry_TS_700_CH_Jerry-Turn_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/09_JERRY/TS_700_CH_Jerry-Turn_Color.psd",
      "character": "Jerry",
      "caption": "Jerry from Totally Spies season 7, turnaround sheet, Jerry Turn, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.4,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.85,
        "visual_description": "Character plate featuring a male character (Jerry) in a dark suit with multiple views (front, 3/4, side, back), mouth/hand references, and a separate female character in a red bodysuit with line art version. Title text 'JERRY - TS7 MAINPACK' is minimal.",
        "issues": "Includes an unrelated female character and line art version, but core Jerry turnaround remains clear and informative."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:10:08.566032459Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2198,
      "review_eval_count": 502,
      "review_total_duration": 28924847331,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/jerry/jerry_TS_701_CH_Jerry-Turn-without-pins.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/09_JERRY/TS_701_CH_Jerry-Turn-without-pins.psd",
      "character": "Jerry",
      "caption": "Jerry from Totally Spies season 7, turnaround sheet, Jerry Turn without pins, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.4,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character turnaround of a male figure (Jerry) in dark suit with front, 3/4, side, back views; includes mouth reference, hand close-up, a female character in red outfit, and line art version. Title text present.",
        "issues": "Contains additional reference elements (mouth, hand), secondary character, and layout typical of a reference sheet rather than a clean character/outfit plate for training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:10:26.866264688Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2198,
      "review_eval_count": 578,
      "review_total_duration": 18099807654,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/jerry/jerry_TS_714_CH_Jerry_Winter-Suit_Turn_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/09_JERRY/TS_714_CH_Jerry_Winter-Suit_Turn_Color.psd",
      "character": "Jerry",
      "caption": "Jerry from Totally Spies season 7, winter, turnaround sheet, Jerry Winter Suit Turn, production code 714, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "winter",
      "weight": 0.4,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character in blue winter suit with fur trim, shown in front, 3/4, side, and back views. Includes line art versions, mouth reference guide, and title text \"JERRY WINTER SUIT - TS7 #714\". Outfit features blue jacket with purple accents, red turtleneck, dark pants, and fur-lined boots.",
        "issues": "Turnaround sheet with heavy title text and structured layout; better suited for evaluation than primary training data."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:10:47.220193227Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2710,
      "review_eval_count": 423,
      "review_total_duration": 20043782401,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/jerry/jerry_TS_720_CH_Jerry-Turn_tie-cut_V02_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/09_JERRY/TS_720_CH_Jerry-Turn_tie-cut_V02_Color.jpg",
      "character": "Jerry",
      "caption": "Jerry from Totally Spies season 7, turnaround sheet, Jerry Turn tie cut, production code 720, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.4,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Three-angle character turnaround (front, three-quarter, side) of a man in a dark suit with tie, vest, and blue emblem; includes 'MOUTH REFERENCE' section with multiple mouth shapes; title text 'JERRY TIE CUT TS7 #720' at top",
        "issues": "Title text present; classified as turnaround/reference sheet which should not dominate training"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:11:12.13469422Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2649,
      "review_eval_count": 764,
      "review_total_duration": 24724344401,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/jerry/jerry_TS_707_CH_Jerry-Winter-Outfit-VR_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/09_JERRY/TS_707_CH_Jerry-Winter-Outfit-VR_Color.psd",
      "character": "Jerry",
      "caption": "Jerry from Totally Spies season 7, winter, outfit sheet, Jerry Winter Outfit VR, production code 707, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "winter",
      "weight": 0.4,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "Character Jerry in winter outfit (dark suit, tan patterned scarf, blue boots) with front/side/back views, head turns, hand/mouth references, and a snow-covered variant. Title text is minimal and non-distracting.",
        "issues": []
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:11:28.415909492Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2198,
      "review_eval_count": 338,
      "review_total_duration": 16090345448,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/jerry/jerry_TS_713_CH_Jerry-Camping-Outfit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/09_JERRY/TS_713_CH_Jerry-Camping-Outfit_Color.psd",
      "character": "Jerry",
      "caption": "Jerry from Totally Spies season 7, camping, outfit sheet, Jerry Camping Outfit, production code 713, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "camping",
      "weight": 0.4,
      "review": {
        "decision": "EXCLUDE",
        "confidence": 0.9,
        "visual_description": "Character plate titled 'JERRY CAMPING OUTFIT - TS7 #713' featuring a female character in a red bodysuit on the left, followed by grayscale and colored turnaround views of a male character (Jerry) in a camping outfit, with mouth and hand references. Heavy text labels and inclusion of an unrelated character (female figure) alongside Jerry.",
        "issues": "Includes an unrelated character (female in red) not matching the titled subject (Jerry), violating single-character plate criteria; heavy title text and mixed character focus make it unsuitable for training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:12:06.601988531Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2670,
      "review_eval_count": 1065,
      "review_total_duration": 37988900842,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/jerry/jerry_TS_723_CH_Jerry-Wedding-Outfit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/09_JERRY/TS_723_CH_Jerry-Wedding-Outfit_Color.psd",
      "character": "Jerry",
      "caption": "Jerry from Totally Spies season 7, wedding, outfit sheet, Jerry Wedding Outfit, production code 723, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "wedding",
      "weight": 0.4,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Gray background with title text \"JERRY WEDDING OUTFIT - TS7 #723\". Includes line art of a female character (left), two full-color front views of a male character (black tuxedo and pink suit with boutonnieres), line art back view of the male character, and a hand close-up with \"HAND-CLOSE UP\" text and opacity note.",
        "issues": "Heavy title text, lineup of multiple characters/outfits (including unrelated female line art), potential for model confusion due to mixed character representations."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:12:26.207753621Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2687,
      "review_eval_count": 501,
      "review_total_duration": 19418990460,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/jerry/jerry_TS_703_CH_Jerry-outfit-Golfsuit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/09_JERRY/TS_703_CH_Jerry-outfit-Golfsuit_Color.psd",
      "character": "Jerry",
      "caption": "Jerry from Totally Spies season 7, Jerry outfit Golfsuit, outfit sheet, production code 703, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "Jerry outfit Golfsuit",
      "weight": 0.4,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Gray background with title 'JERRY GOLF SUIT - TS7 #703'. Left: female character in red full-body suit with silver belt. Center to right: multiple angles (front, 3/4, side, back) of male character Jerry in dark suit, red cap, white shirt, black tie, including line art versions.",
        "issues": "Turnaround reference sheet with multiple angles and line art, which is intended for evaluation rather than training. Contains secondary character (female) unrelated to the titled subject."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:12:53.830998595Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2198,
      "review_eval_count": 766,
      "review_total_duration": 27449636685,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/mandy/mandy_TS_701_CH_Mandy_Beach_Suit_Turn_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/08_MANDY/TS_701_CH_Mandy_Beach_Suit_Turn_Color.psd",
      "character": "Mandy",
      "caption": "Mandy from Totally Spies season 7, Mandy Beach Suit Turn, turnaround sheet, production code 701, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "Mandy Beach Suit Turn",
      "weight": 0.4,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Front and back views of a character in a beach outfit (off-shoulder lavender top, purple floral skirt, large pink/white hat, platform sandals), with lip expressions, color swatches, and technical notes (glasses opacity, gradient mode) on the right. Title text at top.",
        "issues": "Heavy title text and technical reference notes (color modes, lip variations) classify it as a turnaround/reference sheet rather than a clean training plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:13:21.525706795Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2694,
      "review_eval_count": 776,
      "review_total_duration": 27416364389,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/mandy/mandy_TS_726_CH_Mandy-Spy-Training-Suit_Color_V3.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/08_MANDY/TS_726_CH_Mandy-Spy-Training-Suit_Color_V3.psd",
      "character": "Mandy",
      "caption": "Mandy from Totally Spies season 7, training suit, outfit sheet, Mandy Spy Training Suit, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "training suit",
      "weight": 0.4,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character turnaround of a female figure in a dark blue spy suit with purple accents, shown in front, 3/4, side, and back views. Includes a separate full-body red-suited character, mouth reference chart, and a metallic logo. Filename text at bottom.",
        "issues": "Turnaround layout with multiple angles and reference elements (mouth chart, logo) makes it a reference sheet rather than a clean identity plate for training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:13:37.103023866Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 374,
      "review_total_duration": 15393506343,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/mandy/mandy_TS_702_CH_Mandy-Casual-Outfit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/08_MANDY/TS_702_CH_Mandy-Casual-Outfit_Color.psd",
      "character": "Mandy",
      "caption": "Mandy from Totally Spies season 7, casual outfit, outfit sheet, Mandy Casual Outfit, production code 702, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "casual outfit",
      "weight": 0.4,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "Character plate showing Mandy in casual outfit with multiple angles (front, 3/4, side, back), grayscale version, and alternate red superhero outfit. Includes lip variations, color swatches, and accessories (glasses, jewelry). Title text at top: 'MANDY - CASUAL OUTFIT - TS7 #702'.",
        "issues": "Title text is present but does not dominate visual content; alternate red outfit and grayscale version are secondary to main casual outfit focus."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:13:53.252782858Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 426,
      "review_total_duration": 15717600954,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/mandy/mandy_TS_717_CH_Mandy-London-Outfit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/08_MANDY/TS_717_CH_Mandy-London-Outfit_Color.psd",
      "character": "Mandy",
      "caption": "Mandy from Totally Spies season 7, Mandy London Outfit, outfit sheet, production code 717, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "Mandy London Outfit",
      "weight": 0.4,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.9,
        "visual_description": "Character model sheet with colored front view of Mandy London in purple outfit, light purple skirt, white socks, purple platform shoes, and accessories (handbag, phone). Includes line art front/side/back turnarounds, mouth reference section, and title text at top.",
        "issues": "Title text is present but minimal; otherwise clear and informative layout."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:14:09.723075601Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2680,
      "review_eval_count": 375,
      "review_total_duration": 16182168694,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/mandy/mandy_TS_718_CH_Mandy-Cheerleader-Outfit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/08_MANDY/TS_718_CH_Mandy-Cheerleader-Outfit_Color.psd",
      "character": "Mandy",
      "caption": "Mandy from Totally Spies season 7, Mandy Cheerleader Outfit, outfit sheet, production code 718, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "Mandy Cheerleader Outfit",
      "weight": 0.4,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character plate displaying Mandy in a cheerleader outfit with front, side, and back views, pom-poms, a lip expression chart, and a separate red-suited character on the left. Title text at top reads 'MANDY CHEERLEADER OUTFIT - TS7 #718'.",
        "issues": "Heavy title text, additional lip expression section, and inclusion of a secondary character unrelated to the main outfit focus."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:14:28.494064119Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2670,
      "review_eval_count": 448,
      "review_total_duration": 18573159453,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/mandy/mandy_TS_726_CH_Mandy-Beach-outfit-without-hat_Color_V01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/08_MANDY/TS_726_CH_Mandy-Beach-outfit-without-hat_Color_V01.psd",
      "character": "Mandy",
      "caption": "Mandy from Totally Spies season 7, Mandy Beach outfit without hat, outfit sheet, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "Mandy Beach outfit without hat",
      "weight": 0.4,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Two distinct characters: left is a blonde in a red full-body suit; center and right show front/back of a dark-haired character (Mandy) in a purple floral beach outfit with off-shoulder top, skirt, and platform sandals. Right side includes a labeled 'MANDY LIPS' color/expression guide. Heavy filename text at bottom.",
        "issues": "Contains multiple characters (lineup), heavy filename text, and mixed reference elements (outfit turnaround + lip guide), making it unsuitable as a primary training plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:14:55.885440772Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 878,
      "review_total_duration": 27221892625,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/mandy/mandy_TS_726_CH_Mandy-Prison-Outfit_color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/08_MANDY/TS_726_CH_Mandy-Prison-Outfit_color.psd",
      "character": "Mandy",
      "caption": "Mandy from Totally Spies season 7, prison, outfit sheet, Mandy Prison Outfit color, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "prison",
      "weight": 0.4,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "Character plate showing a female figure in an orange prison jumpsuit with 'W' emblem, presented in front, three-quarter, and back views. Another character in red outfit appears on the left. Minimal filename-style text at bottom.",
        "issues": []
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:15:06.859250339Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2670,
      "review_eval_count": 246,
      "review_total_duration": 10779893471,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/mandy/mandy_TS_CH_MP_MANDY_SCHOOL_SUIT1_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/08_MANDY/TS_CH_MP_MANDY_SCHOOL_SUIT1_Color.psd",
      "character": "Mandy",
      "caption": "Mandy from Totally Spies season 7, TS CH MP MANDY SCHOOL SUIT1, outfit sheet, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "TS CH MP MANDY SCHOOL SUIT1",
      "weight": 0.4,
      "review": {
        "decision": "EXCLUDE",
        "confidence": "high",
        "visual_description": "Character plate shows two distinct figures: a blonde in a red suit on the left, and multiple views (front, 3/4, side, back) of a dark-haired character in a pink school outfit with white skirt and blue tights. Includes lip color swatches labeled 'MANDY LIPS' and a grayscale line art version. Title reads 'MANDY - SCHOOL OUTFIT 1 - TS7'.",
        "issues": "Contains two distinct characters (blonde red-suited figure and dark-haired school outfit figure), violating single-character plate requirement."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:16:01.186392792Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2198,
      "review_eval_count": 1866,
      "review_total_duration": 54151026066,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/glitterstar/glitterstar_TS_700_CH_Glitter-Boba-Suit-Turn_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/07_GLITTERSTAR/Psd/TS_700_CH_Glitter-Boba-Suit-Turn_Color.psd",
      "character": "Glitterstar",
      "caption": "Glitterstar from Totally Spies season 7, Glitter Boba Suit Turn, turnaround sheet, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "Glitter Boba Suit Turn",
      "weight": 0.35,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "Character model sheet for 'GLITTER' in 'BOBA SUIT' with front/side/back views, color outfit details (blue apron, pink accents, red boots), lip expressions, hand reference, and multiple line art turnarounds. Title text present but minimal.",
        "issues": "Minor title text present but does not obscure character/outfit details."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:16:15.108680897Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1942,
      "review_eval_count": 309,
      "review_total_duration": 13610513935,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/glitterstar/glitterstar_TS_700_CH_Glitter-Casual-Turn_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/07_GLITTERSTAR/Psd/TS_700_CH_Glitter-Casual-Turn_Color.psd",
      "character": "Glitterstar",
      "caption": "Glitterstar from Totally Spies season 7, turnaround sheet, Glitter Casual Turn, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "TRAIN",
        "confidence": "high",
        "visual_description": "Character Glitter in red off-shoulder top, black pants, red boots; multiple angles (front, 3/4, side, back), lip expressions, hand/nail reference, title text \"GLITTER - CASUAL OUTFIT - TS7\"",
        "issues": []
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:16:28.05915969Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1942,
      "review_eval_count": 346,
      "review_total_duration": 12731858877,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/glitterstar/glitterstar_TS_718_CH_Glitterstar-Spy-Suit-backpackless_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/07_GLITTERSTAR/Psd/TS_718_CH_Glitterstar-Spy-Suit-backpackless_Color.psd",
      "character": "Glitterstar",
      "caption": "Glitterstar from Totally Spies season 7, spy suit, outfit sheet, Glitterstar Spy Suit backpackless, production code 718, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "spy suit",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character turnaround showing front, 3/4, side, and back views of a female character in an orange spy suit with blue belt, heart emblem, pink hair accents, and grayscale lineart versions. Top text reads \"GLITTERSTAR SPY SUIT BACKPACKLESS - TS7 #718\".",
        "issues": "Turnaround layout with title text; per criteria, turnarounds are categorized as EVAL_ONLY to avoid dominating training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:16:57.105979202Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2646,
      "review_eval_count": 977,
      "review_total_duration": 28734461195,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/glitterstar/glitterstar_TS_709_CH_Glitter-casual-suit-wet_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/07_GLITTERSTAR/Psd/TS_709_CH_Glitter-casual-suit-wet_Color.psd",
      "character": "Glitterstar",
      "caption": "Glitterstar from Totally Spies season 7, Glitter casual suit wet, outfit sheet, production code 709, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "Glitter casual suit wet",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.9,
        "visual_description": "Three views of a character: full-color front (red off-shoulder top, black pants, red boots, brown hair with pink streaks), greyscale front with red water-effect overlay, and greyscale back view. Title text \"GLITTER WET - TS7#709\" and technical note \"water mode multiply 50% opacity\" with color swatch.",
        "issues": "Prominent title text and technical instructions distract from character reference; water effect note adds non-essential layout elements."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:17:12.798469509Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2670,
      "review_eval_count": 475,
      "review_total_duration": 15467616711,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/glitterstar/glitterstar_TS_710_CH_Glitterstar-casual-backpack_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/07_GLITTERSTAR/Psd/TS_710_CH_Glitterstar-casual-backpack_Color.psd",
      "character": "Glitterstar",
      "caption": "Glitterstar from Totally Spies season 7, outfit sheet, Glitterstar casual backpack, production code 710, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character in red hoodie, black pants, red boots wearing a pink backpack, with three separate views of the backpack. Title text 'GLITTERSTAR - BACKPACK - #710' at top.",
        "issues": "Heavy title/text, focus on backpack rather than character identity/outfit; serves as product reference sheet rather than character plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:17:34.343256791Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1750,
      "review_eval_count": 386,
      "review_total_duration": 21388031885,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/glitterstar/glitterstar_TS_706_CH_Glitterstar-Artist-Outfit-Helmet_Color_V01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/07_GLITTERSTAR/Psd/TS_706_CH_Glitterstar-Artist-Outfit-Helmet_Color_V01.psd",
      "character": "Glitterstar",
      "caption": "Glitterstar from Totally Spies season 7, Glitterstar Artist Outfit Helmet, outfit sheet, production code 706, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "Glitterstar Artist Outfit Helmet",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Two distinct characters on gray background: left is blonde in red full-body suit with silver belt; right shows three angles of a pink-haired character in green checkered jacket, paint-splattered black pants, brown boots, and blue/white helmet with 'W'. Filename text at bottom.",
        "issues": "Contains two different characters (red suit and artist outfit), prominent filename text at bottom, not a single character plate"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:17:50.77532702Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 414,
      "review_total_duration": 16240693900,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/glitterstar/glitterstar_TS_706_CH_Glitterstar-Artist-Outfit-Jetpack_Color_V01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/07_GLITTERSTAR/Psd/TS_706_CH_Glitterstar-Artist-Outfit-Jetpack_Color_V01.psd",
      "character": "Glitterstar",
      "caption": "Glitterstar from Totally Spies season 7, Glitterstar Artist Outfit Jetpack, outfit sheet, production code 706, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "Glitterstar Artist Outfit Jetpack",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Two distinct characters on gray background: left is blonde in red full-body suit with heart emblem; right three views of brown-haired character with pink streaks, green checkered jacket, paint-splattered leggings, and brown shoes.",
        "issues": "Lineup of two different characters instead of a single character plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:18:08.221201044Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 501,
      "review_total_duration": 17268016135,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/glitterstar/glitterstar_TS_706_CH_glitterstar_artist_outfit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/07_GLITTERSTAR/Psd/TS_706_CH_glitterstar_artist_outfit_Color.psd",
      "character": "Glitterstar",
      "caption": "Glitterstar from Totally Spies season 7, glitterstar artist outfit, outfit sheet, production code 706, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "glitterstar artist outfit",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Multiple character designs: red-suited figure, grayscale outfit, blue artist outfit (front/back views), and 'GLITTER LIPS' mouth variations. Title text at top, gray background.",
        "issues": "Contains multiple characters/outfits (lineup), heavy title text, and supplementary detail sections (lips) making it a reference sheet rather than a single clean character plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:18:32.729072825Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2670,
      "review_eval_count": 530,
      "review_total_duration": 24202864902,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/cyberchac/cyberchac_TS_726_CH_Cyberchac-head-only-cracked_Color_V01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/11_CYBERCHAC/TS_726_CH_Cyberchac-head-only-cracked_Color_V01.psd",
      "character": "Cyberchac",
      "caption": "Cyberchac from Totally Spies season 7, head expression sheet, Cyberchac head only cracked, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "head_expression_sheet",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "Full-body character in red suit with blonde hair on left; six head variations on right showing different expressions, colors (purple, orange), and effects (flames, cracked surfaces).",
        "issues": "Minimal filename text at bottom, not distracting."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:18:44.967462715Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 318,
      "review_total_duration": 12080865608,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/cyberchac/cyberchac_TS_726_CH_Cyberchac-head-only_Color_V01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/11_CYBERCHAC/TS_726_CH_Cyberchac-head-only_Color_V01.psd",
      "character": "Cyberchac",
      "caption": "Cyberchac from Totally Spies season 7, head expression sheet, Cyberchac head only, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "head_expression_sheet",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "TRAIN",
        "confidence": "high",
        "visual_description": "Full-body character in red form-fitting suit with silver belt and heart emblem, blonde hair. Multiple head variants (helmet-like with purple circuitry, different expressions), small sketch in top left.",
        "issues": "Minor filename text at bottom, not distracting"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:19:26.833820624Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 400,
      "review_total_duration": 41711853378,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/cyberchac/cyberchac_TS_726_CH_Cyberchac-headless_Color_V01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/11_CYBERCHAC/TS_726_CH_Cyberchac-headless_Color_V01.psd",
      "character": "Cyberchac",
      "caption": "Cyberchac from Totally Spies season 7, head expression sheet, Cyberchac headless, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "head_expression_sheet",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.9,
        "visual_description": "A character with blonde hair in a red full-body suit with a heart emblem, alongside two headless mannequins displaying front and back views of a dark blue suit with glowing circular details. Filename text at bottom.",
        "issues": "Minor filename text at bottom; otherwise clean character/outfit reference."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:19:43.785640623Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 437,
      "review_total_duration": 16789011954,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/cyberchac/cyberchac_TS_CH_MP_CYBERCHAC_TURN_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/11_CYBERCHAC/TS_CH_MP_CYBERCHAC_TURN_Color.psd",
      "character": "Cyberchac",
      "caption": "Cyberchac from Totally Spies season 7, turnaround sheet, TS CH MP CYBERCHAC TURN, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Cybernetic character in dark blue suit with glowing white circular accents, shown in multiple angles (front, 3/4, side, back) with colored and line-art versions; title text at top",
        "issues": "Turnaround sheet with multiple angles, line-art versions where color exists, additional line reference drawing"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:20:23.874715653Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1878,
      "review_eval_count": 570,
      "review_total_duration": 39775354155,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/cyberchac/cyberchac_TS_CH_MP_CYBERCHAC_TURN_Colordef2.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/11_CYBERCHAC/TS_CH_MP_CYBERCHAC_TURN_Colordef2.psd",
      "character": "Cyberchac",
      "caption": "Cyberchac from Totally Spies season 7, turnaround sheet, TS CH MP CYBERCHAC TURN Colordef2, clean production colour reference, 2D animated style.",
      "asset_type": "turnaround_sheet",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.9,
        "visual_description": "Character turnaround with multiple angles (front, 3/4, side, back) in dark blue with glowing purple accents; includes line art reference, pattern swatch, and compositing examples (rim light, back light) with text labels.",
        "issues": "Heavy text labels (\"FX TO COMPOSITING\", \"RIM LIGHT 2 TONES COLOR\", \"EXAMPLE OF BACK LIGHT / RIM LIGHT\"), instructional notes, and additional non-character elements (pattern swatch, line art of alternate outfit) that distract from pure character identity/outfit focus."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:20:51.395655128Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 1814,
      "review_eval_count": 553,
      "review_total_duration": 27213777742,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/cyberchac/cyberchac_TS_726_CH_Cyberchac-beauty-face-mask_Color_V02.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/11_CYBERCHAC/TS_726_CH_Cyberchac-beauty-face-mask_Color_V02.psd",
      "character": "Cyberchac",
      "caption": "Cyberchac from Totally Spies season 7, character design asset, Cyberchac beauty face mask, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "character_design_asset",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Character plate with a red-outfitted blonde character, three views (front, 3/4, back) of a dark blue futuristic suit with glowing elements, a green mask, a lemon slice, a small comic strip, pattern swatch, and text labels (\"PATTERN for REFERENCE\", \"HILIGHT\", \"GLOW\"). Filename text at bottom.",
        "issues": "Contains multiple character designs (red outfit vs. blue suit), distracting text/labels, comic strip, and non-character elements (lemon slice) reducing training suitability."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:21:17.779386502Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 645,
      "review_total_duration": 26204580497,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/cyberchac/cyberchac_TS_726_CH_Cyberchac-empty-costume_Color_V02.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/11_CYBERCHAC/TS_726_CH_Cyberchac-empty-costume_Color_V02.psd",
      "character": "Cyberchac",
      "caption": "Cyberchac from Totally Spies season 7, character design asset, Cyberchac empty costume, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "character_design_asset",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "Character plate showing two figures: a blonde female in red form-fitting suit with silver belt, and a dark blue futuristic bodysuit with glowing purple accents (front/back views, helmet close-ups). Small sketch in top-left. Filename text at bottom.",
        "issues": "Minimal filename text at bottom, but not distracting; otherwise clean character/outfit reference."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:21:27.494031932Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2326,
      "review_eval_count": 199,
      "review_total_duration": 9545018724,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/cyberchac/cyberchac_TS_726_CH_Cyberchac-empty-costume_Line_V01.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/11_CYBERCHAC/TS_726_CH_Cyberchac-empty-costume_Line_V01.psd",
      "character": "Cyberchac",
      "caption": "Cyberchac from Totally Spies season 7, character design asset, Cyberchac empty costume Line, production code 726, clean production colour reference, 2D animated style.",
      "asset_type": "character_design_asset",
      "outfit_hint": "",
      "weight": 0.35,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Line art character turnaround (front, three-quarter, back) with pink/purple accent lines, small thumbnail in top-left, filename text at bottom",
        "issues": "Turnaround reference sheet with prominent filename text; falls under EVAL_ONLY criteria for usable reference with layout/text unsuitable for primary training"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:21:42.712639979Z",
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      "review_total_duration": 15061309516,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/woohp-agents/woohp-agents_TS_707_CH_Qiang-Training-Suit-winter_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/10_WOOHP_AGENTS/TS_707_CH_Qiang-Training-Suit-winter_Color.png",
      "character": "WOOHP agents",
      "caption": "WOOHP agents from Totally Spies season 7, winter, outfit sheet, Qiang Training Suit winter, production code 707, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "winter",
      "weight": 0.3,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "Character sheet showing front (two color variants), back, mouth references, helmet options, and headshots for a winter training suit. Includes color details, body proportions, and outfit elements like fur trim, glowing accents, and footwear.",
        "issues": "Title text present but minimal; no major distractions."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:21:55.836425511Z",
      "review_done_reason": "stop",
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      "review_total_duration": 12952599123,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/woohp-agents/woohp-agents_TS_707_CH_Woohp-Agent-Training-suit_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/10_WOOHP_AGENTS/Psd/TS_707_CH_Woohp-Agent-Training-suit_Color.psd",
      "character": "WOOHP agents",
      "caption": "WOOHP agents from Totally Spies season 7, training suit, outfit sheet, Woohp Agent Training suit, production code 707, clean production colour reference, 2D animated style.",
      "asset_type": "outfit_sheet",
      "outfit_hint": "training suit",
      "weight": 0.3,
      "review": {
        "decision": "TRAIN",
        "confidence": 0.95,
        "visual_description": "Character model sheet with front line art, front colored, color-reference suit (black with pink accents), back view, and head turns. Title 'WOOHP AGENT TRAINING SUIT 01 - TS7#707' at top. Multiple angles show outfit details and proportions.",
        "issues": "Minor title text and 'FOR COLOR REFERENCE ONLY' labels present but do not dominate content."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:22:17.197870796Z",
      "review_done_reason": "stop",
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      "review_total_duration": 21175179603,
      "review_status": "ok"
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    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/woohp-agents/woohp-agents_TS_700_CH_WOOHP_Agent01_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/10_WOOHP_AGENTS/Psd/TS_700_CH_WOOHP_Agent01_Color.psd",
      "character": "WOOHP agents",
      "caption": "WOOHP agents from Totally Spies season 7, character design asset, WOOHP Agent01, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "character_design_asset",
      "outfit_hint": "",
      "weight": 0.3,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Character sheet with two figures: a female in red full-body suit with blonde hair, and a male in dark suit with sunglasses. Male has front color view plus line-art turnarounds (front, 3/4, side, back) and a mouth reference chart. Title text \"WOOHP AGENT 01 - TS7 #710\" at top.",
        "issues": "Turnaround layout with multiple angles; contains two characters on one sheet"
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:22:36.370886632Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2262,
      "review_eval_count": 669,
      "review_total_duration": 19003027312,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/woohp-agents/woohp-agents_TS_700_CH_WOOHP_Agent02_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/10_WOOHP_AGENTS/Psd/TS_700_CH_WOOHP_Agent02_Color.psd",
      "character": "WOOHP agents",
      "caption": "WOOHP agents from Totally Spies season 7, character design asset, WOOHP Agent02, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "character_design_asset",
      "outfit_hint": "",
      "weight": 0.3,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Two distinct characters: left character in red full-body suit with heart emblem; right character in dark suit shown front, side, and back views. 'MOUTH REFERENCE' section with multiple mouth shapes on right. Title text 'WOOHP AGENT 02 - TS7 #710' at top.",
        "issues": "Lineup of multiple characters, title text, and expression/detail sheet elements (mouth reference) make it unsuitable for training; better suited as evaluation reference."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:22:49.656928128Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2262,
      "review_eval_count": 441,
      "review_total_duration": 13125432783,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/woohp-agents/woohp-agents_TS_700_CH_WOOHP_Agent03V2_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/10_WOOHP_AGENTS/Psd/TS_700_CH_WOOHP_Agent03V2_Color.psd",
      "character": "WOOHP agents",
      "caption": "WOOHP agents from Totally Spies season 7, character design asset, WOOHP Agent03V2, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "character_design_asset",
      "outfit_hint": "",
      "weight": 0.3,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Two characters: one in red full-body suit with blonde hair, another in dark suit with brown ponytail shown in front, side, and back views. Includes mouth reference chart and title text 'WOOHP AGENT 03 - TS7 #710' at top.",
        "issues": "Turnaround sheet with multiple character views and reference chart; title text present; contains two distinct characters rather than a single clean character/outfit plate."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:23:02.554902799Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2262,
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      "review_total_duration": 12733984890,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/woohp-agents/woohp-agents_TS_700_CH_Woohp-Agent05_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/10_WOOHP_AGENTS/Psd/TS_700_CH_Woohp-Agent05_Color.psd",
      "character": "WOOHP agents",
      "caption": "WOOHP agents from Totally Spies season 7, character design asset, Woohp Agent05, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "character_design_asset",
      "outfit_hint": "",
      "weight": 0.3,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": 0.95,
        "visual_description": "Two full-body characters: a female in a red bodysuit with silver accents and a male in a dark suit with front/back views. Includes a sketch of the male's head, mouth reference sheet, and heavy title text at the top.",
        "issues": "Heavy title text, lineup of multiple characters, and additional reference elements that make it unsuitable as a primary training plate for a single character."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:23:18.659124927Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2649,
      "review_eval_count": 444,
      "review_total_duration": 15807398525,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/woohp-agents/woohp-agents_TS_700_CH_Woohp-Agent06_Color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/10_WOOHP_AGENTS/Psd/TS_700_CH_Woohp-Agent06_Color.psd",
      "character": "WOOHP agents",
      "caption": "WOOHP agents from Totally Spies season 7, character design asset, Woohp Agent06, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "character_design_asset",
      "outfit_hint": "",
      "weight": 0.3,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Front and back views of a character in a dark suit, white shirt, black tie, blue pin, blue sunglasses; mouth reference section with multiple mouth shapes on the right.",
        "issues": "Heavy title text at top ('WHOOOP AGENT 06- TS7 #706') dominates layout, making it unsuitable for primary training use."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:23:33.493661604Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2700,
      "review_eval_count": 398,
      "review_total_duration": 14653640159,
      "review_status": "ok"
    },
    {
      "image_path": "materials/training-data/iiw-character-plates-secondary/png_2048/woohp-agents/woohp-agents_TS_700_Woohp-Agent01_color.png",
      "source_path": "iiw-totallyspies/02_Elements/DESIGN/01_CH/10_WOOHP_AGENTS/Psd/TS_700_Woohp-Agent01_color.psd",
      "character": "WOOHP agents",
      "caption": "WOOHP agents from Totally Spies season 7, character design asset, Woohp Agent01 color, production code 700, clean production colour reference, 2D animated style.",
      "asset_type": "character_design_asset",
      "outfit_hint": "",
      "weight": 0.3,
      "review": {
        "decision": "EVAL_ONLY",
        "confidence": "high",
        "visual_description": "Two characters: left is blonde female in red bodysuit with silver belt; right is male with blonde hair, dark suit, black tie, sunglasses, with front, three-quarter, side, and back line views. Mouth reference chart on far right. Title text at top.",
        "issues": "Heavy title text and turnaround/reference sheet layout unsuitable for primary training."
      },
      "review_model": "qwen3-vl:235b",
      "review_created_at": "2026-05-04T08:24:11.29834748Z",
      "review_done_reason": "stop",
      "review_prompt_eval_count": 2262,
      "review_eval_count": 371,
      "review_total_duration": 37491510781,
      "review_status": "ok"
    }
  ]
}
