{ "schemaVersion": "1.0", "kind": "session", "generatedAt": "2026-10-27T14:01:18.020Z", "host": "codex", "writtenBy": { "name": "mousa", "version": "0.7.1" }, "medium": "game", "taste": "qloo", "title": "For an audience that loves Hollow Knight, Spirited Away, Sigur Rós, Nujabes and Paterson", "audience": { "references": [ { "name": "Hollow Knight", "found": true }, { "name": "Spirited Away", "found": true }, { "name": "Sigur Rós", "found": true }, { "name": "Nujabes", "found": true }, { "name": "Paterson", "found": true } ] }, "headline": { "value": "6 of 6", "text": "design devices rest on what the model did not predict", "sentence": "6 of 6 devices rest on what the prediction did not contain." }, "numbers": [ { "value": 60, "label": "works measured, 2 of them predicted" }, { "value": 18, "label": "shared qualities, 1 predicted" }, { "value": 24, "label": "pacing, surface and tone tags, 0 predicted" }, { "value": 14, "label": "Qloo requests" } ], "prediction": { "frozenAt": "2026-10-13T19:49:46.163Z", "summary": "Players who love intimate melancholy, patient craft, and strange worlds with a small brave presence.", "groups": [ { "domain": "videogame", "label": "Games", "quality": false, "entries": [ { "name": "Journey", "measured": true, "as": "Kino's Journey (TV)" }, { "name": "Ori and the Blind Forest", "measured": false }, { "name": "GRIS", "measured": true } ] }, { "domain": "movie", "label": "Films", "quality": false, "entries": [ { "name": "My Neighbor Totoro", "measured": false }, { "name": "Perfect Days", "measured": false }, { "name": "Only Lovers Left Alive", "measured": false } ] }, { "domain": "tv_show", "label": "TV", "quality": false, "entries": [ { "name": "Mushishi", "measured": false }, { "name": "Adventure Time", "measured": false }, { "name": "Over the Garden Wall", "measured": false } ] }, { "domain": "artist", "label": "Music", "quality": false, "entries": [ { "name": "Bonobo", "measured": false }, { "name": "Ólafur Arnalds", "measured": false }, { "name": "Tycho", "measured": false } ] }, { "domain": "book", "label": "Books", "quality": false, "entries": [ { "name": "The Little Prince", "measured": false }, { "name": "A Wizard of Earthsea", "measured": false }, { "name": "The Summer Book", "measured": false } ] }, { "domain": "style", "label": "Pacing", "quality": true, "entries": [ { "name": "Slow", "measured": false }, { "name": "Dreamlike", "measured": false }, { "name": "Contemplative", "measured": false } ] }, { "domain": "aesthetic", "label": "Surfaces", "quality": true, "entries": [ { "name": "Weathered", "measured": false }, { "name": "Soft", "measured": false }, { "name": "Organic", "measured": false } ] }, { "domain": "tone", "label": "Tone", "quality": true, "entries": [ { "name": "Melancholic", "measured": true }, { "name": "Gentle", "measured": false }, { "name": "Hopeful", "measured": false } ] }, { "domain": "qualities", "label": "Shared qualities", "quality": true, "entries": [ { "name": "Solitude", "measured": false }, { "name": "Care", "measured": false }, { "name": "Ritual", "measured": false } ] }, { "domain": "art_style", "label": "Art styles", "quality": true, "entries": [ { "name": "Hand-Drawn", "measured": true }, { "name": "Watercolor", "measured": false }, { "name": "Painterly", "measured": true } ] } ], "sketch": { "summary": "A small hooded traveller in moss cloth carrying amber light, with a slow buoyant walk and lyrical whispers.", "palette": [ "#344b47", "#82998b", "#d6b78b", "#f3bc64" ], "fonts": [], "sections": [ "hood", "coat", "lantern" ], "motifs": [ "rounded hood", "trailing scarf", "amber glow" ] } }, "measured": { "counts": { "works": 60, "worksPredicted": 2, "worksNew": 58, "qualities": 18, "qualitiesPredicted": 1, "tags": 24, "tagsPredicted": 0, "artStyles": 8, "predictions": 15, "predictionsMeasured": 2, "requests": 14, "fromCache": 0 }, "qualities": { "look": [ { "name": "Atmospheric", "kind": "look quality", "mark": "new", "works": [ "My Happy Marriage", "Nick Drake", "Radiohead" ], "domains": [ "TV", "music", "film", "game" ] }, { "name": "Intimate", "kind": "look quality", "mark": "new", "works": [ "Grimgar, Ashes and Illusions", "Nick Drake", "Beach House" ], "domains": [ "TV", "music", "film" ] }, { "name": "minimalist", "kind": "look quality", "mark": "new", "works": [ "the Microphones", "Sun Kil Moon", "Strawberry Shortcakes" ], "domains": [ "music", "film", "game" ] }, { "name": "Surreal", "kind": "look quality", "mark": "new", "works": [ "Neutral Milk Hotel", "Paprika", "We Are the Strange" ], "domains": [ "music", "film", "game" ] }, { "name": "Raw", "kind": "look quality", "mark": "new", "works": [ "Neutral Milk Hotel", "Mount Eerie", "Dancer in the Dark" ], "domains": [ "music", "film" ] } ], "mood": [ { "name": "melancholic", "kind": "mood quality", "mark": "predicted", "works": [ "Angel Beats!", "Anomalisa", "Sufjan Stevens" ], "domains": [ "TV", "film", "music", "game" ] }, { "name": "character-driven", "kind": "mood quality", "mark": "new", "works": [ "Are You Human Too?", "Yona of the Dawn", "It's Such a Beautiful Day" ], "domains": [ "TV", "film", "game" ] }, { "name": "emotional", "kind": "mood quality", "mark": "new", "works": [ "My Happy Marriage", "Elliott Smith", "Kiki's Delivery Service" ], "domains": [ "TV", "music", "film", "game" ] }, { "name": "Conflicted", "kind": "mood quality", "mark": "new", "works": [ "Are You Human Too?", "Beyond the Boundary", "Paprika" ], "domains": [ "TV", "film" ] }, { "name": "curious", "kind": "mood quality", "mark": "new", "works": [ "Paprika", "Kiki's Delivery Service", "Vermilion Souls" ], "domains": [ "film", "game" ] } ], "meaning": [ { "name": "Love", "kind": "meaning quality", "mark": "new", "works": [ "Beyond the Boundary", "Nick Drake", "Elliott Smith" ], "domains": [ "TV", "music", "film" ] }, { "name": "Reflective", "kind": "meaning quality", "mark": "new", "works": [ "I'm Not a Robot", "Kino's Journey", "Anomalisa" ], "domains": [ "TV", "film" ] }, { "name": "Mortality", "kind": "meaning quality", "mark": "new", "works": [ "Sufjan Stevens", "Sun Kil Moon", "Mount Eerie" ], "domains": [ "music", "film" ] }, { "name": "Mature", "kind": "meaning quality", "mark": "new", "works": [ "Grimgar, Ashes and Illusions", "My Happy Marriage", "Dancer in the Dark" ], "domains": [ "TV", "film" ] }, { "name": "The outsider", "kind": "meaning quality", "mark": "new", "works": [ "I'm Not a Robot", "Dancer in the Dark" ], "domains": [ "TV", "film" ] } ] }, "tags": { "pacing": [ { "name": "Enchanting", "kind": "pacing", "mark": "new" }, { "name": "Majestic", "kind": "pacing", "mark": "new" }, { "name": "Operatic", "kind": "pacing", "mark": "new" }, { "name": "Visually Austere", "kind": "pacing", "mark": "new" }, { "name": "Folkloric", "kind": "pacing", "mark": "new" }, { "name": "Cross Cultural", "kind": "pacing", "mark": "new" } ], "surfaces": [ { "name": "Sculptural Designs", "kind": "surface", "mark": "new" }, { "name": "Luxurious Packaging", "kind": "surface", "mark": "new" }, { "name": "Timeless Elegance", "kind": "surface", "mark": "new" }, { "name": "Fluid Silhouettes", "kind": "surface", "mark": "new" }, { "name": "Quality Craftsmanship", "kind": "surface", "mark": "new" }, { "name": "Romantic", "kind": "surface", "mark": "new" } ], "tone": [ { "name": "utility", "kind": "tone", "mark": "new" }, { "name": "Motivational", "kind": "tone", "mark": "new" }, { "name": "Community-Oriented", "kind": "tone", "mark": "new" }, { "name": "thoughtfulness", "kind": "tone", "mark": "new" }, { "name": "urban cool", "kind": "tone", "mark": "new" }, { "name": "Thoughtful", "kind": "tone", "mark": "new" } ], "artStyles": [ { "name": "stylized", "kind": "art style", "mark": "new" }, { "name": "3D", "kind": "art style", "mark": "new" }, { "name": "2D", "kind": "art style", "mark": "new" }, { "name": "Pixel Art", "kind": "art style", "mark": "new" }, { "name": "hand-drawn", "kind": "art style", "mark": "predicted" }, { "name": "Painterly", "kind": "art style", "mark": "predicted" } ] }, "worlds": [ { "label": "Games", "works": [ { "name": "Hades", "kind": "game", "mark": "new", "tags": [ "stylized", "2D", "hand-drawn" ] }, { "name": "Death's Door", "kind": "game", "mark": "new", "tags": [ "3D", "Stylized", "Painterly" ] }, { "name": "Shadow of the Colossus", "kind": "game", "mark": "new", "tags": [ "3D", "Realistic", "Cinematic" ] }, { "name": "Outer Wilds", "kind": "game", "mark": "new", "tags": [ "3D", "Stylized", "Low-Poly" ] } ] }, { "label": "Films", "works": [ { "name": "Anomalisa", "kind": "film", "mark": "new", "tags": [ "Moody", "Melancholic", "Character studies" ] }, { "name": "Moonrise Kingdom", "kind": "film", "mark": "new", "tags": [ "Nostalgic", "Boat", "Adultery" ] }, { "name": "Synecdoche, New York", "kind": "film", "mark": "new", "tags": [ "Atmospheric", "Art and creativity", "Electronic translator" ] }, { "name": "Melancholia", "kind": "film", "mark": "new", "tags": [ "Traumatized", "Reflective", "Part of trilogy" ] } ] }, { "label": "Films, lesser known", "works": [ { "name": "Kiki's Delivery Service", "kind": "film", "mark": "new", "tags": [ "Resourceful", "Intimate", "Emotional" ] }, { "name": "We Are the Strange", "kind": "film", "mark": "new", "tags": [ "Surreal", "Diy punk aesthetic", "Atmospheric" ] } ] }, { "label": "TV", "works": [ { "name": "Grimgar, Ashes and Illusions", "kind": "TV", "mark": "new", "tags": [ "Watercolor tinted", "Realistic", "Intimate" ] }, { "name": "Are You Human Too?", "kind": "TV", "mark": "new", "tags": [ "Dual performance focus", "Cinematic", "Polished" ] }, { "name": "My Mister", "kind": "TV", "mark": "new", "tags": [ "Overcoming adversity", "Corporate culture", "Workplace" ] }, { "name": "I'm Not a Robot", "kind": "TV", "mark": "new", "tags": [ "Delicate emotional realism", "Playful surrealism", "Charm focused visuals" ] } ] }, { "label": "Music", "works": [ { "name": "Neutral Milk Hotel", "kind": "music", "mark": "new", "tags": [ "Emotive", "Lo-Fi Psychedelic Folk", "Experimental" ] }, { "name": "Nick Drake", "kind": "music", "mark": "new", "tags": [ "Baroque Pop", "Subdued", "Introspective Folk" ] }, { "name": "Sufjan Stevens", "kind": "music", "mark": "new", "tags": [ "Melancholic", "Experimental", "Innovative" ] }, { "name": "Radiohead", "kind": "music", "mark": "new", "tags": [ "Experimental", "Atmospheric", "Complex" ] } ] }, { "label": "Books", "works": [ { "name": "Brave New World", "kind": "book", "mark": "new", "tags": [ "Adult", "Science Fiction Fantasy", "Audiobook" ] }, { "name": "Flowers for Algernon", "kind": "book", "mark": "new", "tags": [ "Psychology", "Young Adult", "Adult" ] }, { "name": "1984", "kind": "book", "mark": "new", "tags": [ "Science Fiction", "Politics", "Dystopia" ] }, { "name": "Norse Mythology", "kind": "book", "mark": "new" } ] } ], "required": [ { "name": "RiME", "kind": "game", "mark": "new" }, { "name": "It's Such a Beautiful Day", "kind": "film", "mark": "new" }, { "name": "Elliott Smith", "kind": "music", "mark": "new" }, { "name": "Atmospheric", "kind": "look quality", "mark": "new" }, { "name": "melancholic", "kind": "mood quality", "mark": "predicted" }, { "name": "Love", "kind": "meaning quality", "mark": "new" } ] }, "reading": { "clusters": [ { "id": "c1", "name": "Small presence", "reading": "A small readable presence in broad dusk.", "layers": [ "palette", "imagery", "motion" ], "refs": [ { "name": "Atmospheric", "kind": "look quality", "mark": "new" }, { "name": "melancholic", "kind": "mood quality", "mark": "predicted" }, { "name": "RiME", "kind": "game", "mark": "new" } ], "surprise": true }, { "id": "c2", "name": "Care", "reading": "Intimacy becomes a visible repair and careful handling of light; craftsmanship informs durable workwear.", "layers": [ "structure", "interaction", "voice", "imagery" ], "refs": [ { "name": "Love", "kind": "meaning quality", "mark": "new" }, { "name": "Intimate", "kind": "look quality", "mark": "new" }, { "name": "It's Such a Beautiful Day", "kind": "film", "mark": "new" }, { "name": "Quality Craftsmanship", "kind": "surface", "mark": "new" } ], "surprise": true }, { "id": "c3", "name": "Reserved craft", "reading": "Reserved voice, restrained pacing and drawn edges.", "layers": [ "voice", "motion", "imagery" ], "refs": [ { "name": "Elliott Smith", "kind": "music", "mark": "new" }, { "name": "Visually Austere", "kind": "pacing", "mark": "new" }, { "name": "Hades", "kind": "game", "mark": "new" } ], "surprise": true } ], "approach": "Change Ilo JSON only; original workwear and lamp, grounded motion and plain English. Interface typography stays fixed." }, "dna": { "thesis": "Ilo makes carrying light feel like useful, tender craft.", "devices": [ { "id": "d1", "layer": "palette", "device": "Plum workcloth and enamel", "anchors": [ { "name": "Atmospheric", "kind": "look quality", "mark": "new" }, { "name": "melancholic", "kind": "mood quality", "mark": "predicted" } ], "qualities": [ "Atmospheric", "melancholic" ], "translation": "Cool plum and chalk separate worker from dusk; honey marks flame.", "tokens": { "colors": [ "#51475f", "#b8c9d0", "#fff0bf" ] }, "surprise": true, "moved": { "colors": [ "#51475f", "#b8c9d0", "#fff0bf" ], "fonts": [], "ids": [] }, "method": "source", "why": "Original shapes and supported parameters in Ilo JSON.", "cluster": "Small presence", "check": "present" }, { "id": "d2", "layer": "structure", "device": "Folded collar and repaired apron", "anchors": [ { "name": "Love", "kind": "meaning quality", "mark": "new" }, { "name": "Intimate", "kind": "look quality", "mark": "new" }, { "name": "It's Such a Beautiful Day", "kind": "film", "mark": "new" } ], "qualities": [ "Love", "Intimate", "Stick figure minimalism" ], "translation": "Broad collar and visible repair communicate care; exposed face replaces hood.", "tokens": { "ids": [ "storm-collar", "repair-panel", "enamel-cage" ] }, "surprise": true, "moved": { "colors": [], "fonts": [], "ids": [ "storm-collar", "repair-panel", "enamel-cage" ] }, "method": "source", "why": "Original shapes and supported parameters in Ilo JSON.", "cluster": "Care", "check": "present" }, { "id": "d3", "layer": "motion", "device": "Planted road rhythm", "anchors": [ { "name": "Visually Austere", "kind": "pacing", "mark": "new" }, { "name": "melancholic", "kind": "mood quality", "mark": "predicted" } ], "qualities": [ "Visually Austere", "melancholic" ], "translation": "Low bounce, level head and weighted pivot.", "tokens": { "literals": [ "\"cadence\": 1.8", "\"headStabilize\": 0.9", "\"duration\": 0.32" ] }, "surprise": true, "method": "source", "why": "Original shapes and supported parameters in Ilo JSON.", "cluster": "Reserved craft", "check": "present" }, { "id": "d4", "layer": "interaction", "device": "Shield then offer", "anchors": [ { "name": "Love", "kind": "meaning quality", "mark": "new" }, { "name": "Intimate", "kind": "look quality", "mark": "new" } ], "qualities": [ "Love", "Intimate" ], "translation": "Free hand shields lamp then opens; feet stay planted.", "tokens": { "ids": [ "kindle-breath" ], "literals": [ "\"kindleAt\": 1.65" ] }, "surprise": true, "moved": { "colors": [], "fonts": [], "ids": [ "kindle-breath" ] }, "method": "source", "why": "Original shapes and supported parameters in Ilo JSON.", "cluster": "Care", "check": "present" }, { "id": "d5", "layer": "voice", "device": "Quiet practical courage", "anchors": [ { "name": "Elliott Smith", "kind": "music", "mark": "new" }, { "name": "It's Such a Beautiful Day", "kind": "film", "mark": "new" } ], "qualities": [ "Reserved", "Intimate" ], "translation": "Concrete observations and an honest admission replace ornate prophecy.", "tokens": { "copy": [ "I nearly turned back too. Is this where you keep watch?", "There. One light, then another." ] }, "surprise": true, "method": "source", "why": "Original shapes and supported parameters in Ilo JSON.", "cluster": "Reserved craft", "check": "present" }, { "id": "d6", "layer": "imagery", "device": "Drawn workwear", "anchors": [ { "name": "Hades", "kind": "game", "mark": "new" }, { "name": "RiME", "kind": "game", "mark": "new" }, { "name": "Quality Craftsmanship", "kind": "surface", "mark": "new" } ], "qualities": [ "hand-drawn", "Stylized", "Quality Craftsmanship" ], "translation": "Ink contours and shaded masses keep Ilo legible.", "tokens": { "literals": [ "\"preset\": \"ink\"", "characters/ilo.json" ] }, "surprise": true, "method": "source", "why": "Original shapes and supported parameters in Ilo JSON.", "cluster": "Care", "check": "present" } ], "stats": { "devices": 6, "layers": [ "palette", "structure", "motion", "interaction", "voice", "imagery" ], "surpriseAnchored": 6, "measuredAnchored": 6, "predictionAnchored": 0, "qualityAnchored": 5 } }, "departure": { "sketch": { "palette": [ "#344b47", "#82998b", "#d6b78b", "#f3bc64" ], "fonts": [], "sections": [ "hood", "coat", "lantern" ] }, "palette": [ { "color": "#51475f", "nearest": "#344b47", "delta": 23, "moved": true }, { "color": "#b8c9d0", "nearest": "#82998b", "delta": 22, "moved": true }, { "color": "#fff0bf", "nearest": "#d6b78b", "delta": 20, "moved": true } ], "fonts": [], "ids": [ "storm-collar", "repair-panel", "enamel-cage", "kindle-breath" ], "threshold": 20 }, "reviews": [ { "round": 1, "summary": "The implemented worker is readable at game scale, and the beacon moment keeps the character grounded. Static captures confirm the silhouettes and endpoint poses; the strict validator checks the complete supported animation data. Taste translation remains a design interpretation, not proof of audience preference.", "met": 4, "partly": 0, "missed": 0, "criteria": [ { "id": "r1", "device": "d2", "look": "Collar, repair and lamp readable in pose at 60 pixels.", "capture": "r1-frame-pose", "verdict": "met", "observed": "At 60 pixels the cap, broad collar, apron and hanging lamp separate clearly; the pale repair appears in colour, while stitches are only readable in the enlarged pose." }, { "id": "r2", "device": "d3", "look": "Walk filmstrip shows low bounce and steady lamp.", "capture": "r1-frame-walk", "verdict": "met", "observed": "Six frames show alternating planted boots, modest body-height change and a held forward arm. The hanging lamp swings noticeably beneath the steady hand." }, { "id": "r3", "device": "d1", "look": "Worker and light visible in cliff scene.", "capture": "r1-frame-scene", "verdict": "met", "observed": "Pale collar and apron distinguish Ilo from basalt and the bright glass remains visible near Maren on the bridge." }, { "id": "r4", "device": "d4", "look": "Grounded offering catches beacon.", "capture": "r1-frame-kindle", "verdict": "met", "observed": "Ilo stands on both boots with raised lamp and extended free arm below the lit beacon; the still shows the offering's end rather than its earlier shielding phase." } ] } ], "captures": [ { "id": "r1-frame-pose", "round": 1, "view": "frame", "target": "pose", "width": 1440, "height": 810, "label": "frame · pose", "cited": true, "source": ".mousa/captures/r1-frame-pose.png", "file": "assets/captures/r1-frame-pose.png" }, { "id": "r1-frame-walk", "round": 1, "view": "frame", "target": "walk", "width": 1440, "height": 810, "label": "frame · walk", "cited": true, "source": ".mousa/captures/r1-frame-walk.png", "file": "assets/captures/r1-frame-walk.png" }, { "id": "r1-frame-scene", "round": 1, "view": "frame", "target": "scene", "width": 1440, "height": 810, "label": "frame · scene", "cited": true, "source": ".mousa/captures/r1-frame-scene.png", "file": "assets/captures/r1-frame-scene.png" }, { "id": "r1-frame-kindle", "round": 1, "view": "frame", "target": "kindle", "width": 1440, "height": 810, "label": "frame · kindle", "cited": true, "source": ".mousa/captures/r1-frame-kindle.png", "file": "assets/captures/r1-frame-kindle.png" } ], "check": { "score": 1, "system": "css-vars", "present": 6, "devices": [ { "id": "d1", "status": "present" }, { "id": "d2", "status": "present" }, { "id": "d3", "status": "present" }, { "id": "d4", "status": "present" }, { "id": "d5", "status": "present" }, { "id": "d6", "status": "present" } ], "style": { "atStart": { "stylesheets": [ "styles.css" ], "handWritten": 726, "classes": 18 }, "now": { "stylesheets": [ "styles.css" ], "handWritten": 726, "classes": 18 } } }, "limits": [ "Qloo measured the entities, tags and shared qualities named here and how they relate to this audience. Every colour, font, layout, motion and line drawn from them is the agent's interpretation, marked as such.", "A name marked new was not in the prediction the agent froze before any data. Only names are published here: Qloo's ids, affinity scores, popularity and descriptions stay in the project.", "The check shows that the declared tokens are in the files, not that the design is good. The review is the agent's own reading of its captures.", "One session is one sample. It shows where this design's choices came from, not that people prefer it." ], "fonts": [ { "family": "Fraunces", "license": "OFL-1.1" }, { "family": "Inter", "license": "OFL-1.1" }, { "family": "DM Mono", "license": "OFL-1.1" } ] }