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Moûsa

One arm of a comparison · With Qloo

Ilo with title-card portraits: Codex: With Qloo

Host
Codex
Model
the Codex CLI's default model
Moûsa
0.5.0
Started
13 October 2026
Time
8.1 minutes
Qloo requests
16
Pictures
Codex image generation

Play it

The design's own files as the session left them, running sandboxed on a separate origin.

Moûsa · Taste Provenance

For an audience that loves Hollow Knight, Spirited Away, Sigur Rós, Nujabes and Paterson

Ilo's courage is intimate: a person who hesitates, stays and shares the light they carry.

Design with QlooGameCodexPrediction frozen 13 October 2026

5 of 5

design devices rest on what the model did not predict

The audience, as the person named itHollow KnightSpirited AwaySigur RósNujabesPaterson

60works measured, 2 of them predicted

18shared qualities, 2 predicted

24pacing, surface and tone tags, 0 predicted

16Qloo requests

The result

The captures of round 2, the last the agent reviewed: 4 criteria met, 0 partly, 0 missed.

frame · pose, round 2
frame · pose · round 2 · judged in the review
frame · walk, round 2
frame · walk · round 2 · judged in the review
frame · kindle, round 2
frame · kindle · round 2 · judged in the review
frame, round 2
frame · round 2 · judged in the review

Before any data: the model's own prediction

Frozen before Qloo was asked, so what Qloo adds can be told apart from what the model already assumed. An entry a measured name matches is marked; the match is liberal, so it only lowers what counts as new.

The design the model would make from it alone

A small hooded road worker in a wind-worn teal cape, carrying an amber lantern, walking in a measured rhythm and speaking in concrete, spare observations.

#263e48#65877f#c3ccbb#e9b96a#302e3e

Type: none sketched

#road-hood#cape-tail#lantern-cage#work-boots
  • worn hem
  • warm lantern
  • small nod
  • offering flame

The audience it expected

Players who love solitary journeys, gentle surrealism, musical repetition and the poetry of ordinary work.

Pacing

slow-pacedcontemplativelyrical

Surfaces

weatheredsofthandmade

Tone

melancholic measuredgentlehopeful

Shared qualities

quietatmospheric measuredeveryday ritual

Art styles

Hand-Drawn measuredWatercolorPainterly measured

The works it expected them to love

Games

Journey matched Kino's Journey (TV)Ori and the Blind ForestGRIS measured

Films

Princess MononokePerfect DaysMy Neighbor Totoro

TV

MushishiOver the Garden WallSamurai Champloo

Music

BonoboÓlafur ArnaldsTycho

Books

The Little PrinceA Wizard of EarthseaThe Summer Book

What Qloo measured

What this audience loves, the qualities those works share and the tags ranked for it. New means the prediction did not contain it.

Look qualities

  • Atmospheric predictedin My Happy Marriage, Nick Drake and Radiohead
  • Intimate newin Grimgar, Ashes and Illusions, Nick Drake and Beach House
  • minimalist newin the Microphones, Sun Kil Moon and Strawberry Shortcakes
  • Surreal newin Neutral Milk Hotel, Paprika and We Are the Strange
  • Raw newin Neutral Milk Hotel, Mount Eerie and Dancer in the Dark

Mood qualities

  • melancholic predictedin Angel Beats!, Anomalisa and Sufjan Stevens
  • character-driven newin Are You Human Too?, Yona of the Dawn and It's Such a Beautiful Day
  • emotional newin My Happy Marriage, Elliott Smith and Kiki's Delivery Service
  • Conflicted newin Are You Human Too?, Beyond the Boundary and Paprika
  • curious newin Paprika, Kiki's Delivery Service and Vermilion Souls

Meaning qualities

  • Love newin Beyond the Boundary, Nick Drake and Elliott Smith
  • Reflective newin I'm Not a Robot, Kino's Journey and Anomalisa
  • Mortality newin Sufjan Stevens, Sun Kil Moon and Mount Eerie
  • Mature newin Grimgar, Ashes and Illusions, My Happy Marriage and Dancer in the Dark
  • The outsider newin I'm Not a Robot and Dancer in the Dark

Pacing

Enchanting newMajestic newOperatic newVisually Austere newFolkloric newCross Cultural new

Surfaces

Sculptural Designs newLuxurious Packaging newTimeless Elegance newFluid Silhouettes newQuality Craftsmanship newRomantic new

Tone

utility newMotivational newCommunity-Oriented newthoughtfulness newurban cool newThoughtful new

Art styles

stylized new3D new2D newPixel Art newhand-drawn predictedPainterly predicted

Games

  • Hades newstylized · 2D · hand-drawn
  • Death's Door new3D · Stylized · Painterly
  • Shadow of the Colossus new3D · Realistic · Cinematic
  • Outer Wilds new3D · Stylized · Low-Poly

Films

  • Anomalisa newMoody · Melancholic · Character studies
  • Moonrise Kingdom newNostalgic · Boat · Adultery
  • Synecdoche, New York newAtmospheric · Art and creativity · Electronic translator
  • Melancholia newTraumatized · Reflective · Part of trilogy

Films, lesser known

  • Kiki's Delivery Service newResourceful · Intimate · Emotional
  • We Are the Strange newSurreal · Diy punk aesthetic · Atmospheric

TV

  • Grimgar, Ashes and Illusions newWatercolor tinted · Realistic · Intimate
  • Are You Human Too? newDual performance focus · Cinematic · Polished
  • My Mister newOvercoming adversity · Corporate culture · Workplace
  • I'm Not a Robot newDelicate emotional realism · Playful surrealism · Charm focused visuals

Music

  • Neutral Milk Hotel newEmotive · Lo-Fi Psychedelic Folk · Experimental
  • Nick Drake newBaroque Pop · Subdued · Introspective Folk
  • Sufjan Stevens newMelancholic · Experimental · Innovative
  • Radiohead newExperimental · Atmospheric · Complex

Books

  • Brave New World newAdult · Science Fiction Fantasy · Audiobook
  • Flowers for Algernon newPsychology · Young Adult · Adult
  • 1984 newScience Fiction · Politics · Dystopia
  • Norse Mythology new

How the agent read it

Before deciding anything, the agent grouped what belongs together. Each cluster rests on a quality; the works are its evidence.

c1 · carries palette, structure and imagery

Intimate austere form

InterpretationAtmosphere and intimacy support an exposed face and a compact sculptural light; spare shapes preserve small-scale clarity.

Atmospheric look quality · predictedIntimate look quality · newminimalist look quality · newIt's Such a Beautiful Day film · newSculptural Designs surface · newFluid Silhouettes surface · new

c2 · carries voice and motion

Reserved affection

InterpretationReserved expression and conflict suggest care spoken plainly, with a visible hesitation before commitment.

melancholic mood quality · predictedLove meaning quality · newElliott Smith music · newcharacter-driven mood quality · newConflicted mood quality · new

c3 · carries imagery and motion

A held theatrical release

InterpretationStylization and enchanting pacing permit one deliberate expanding gesture while feet remain planted.

RiME game · newEnchanting pacing · newstylized art style · new

How the medium carries itTranslate measured qualities into Ilo's data, with plum and coral cloth, a rounded low hood, a sculptural hand lantern and a held release. Palette and gestures are interpretations, not Qloo prescriptions. Packaging and elegance surface tags are irrelevant to a cliff-road worker.

The Design DNA

5 binding devices with literal tokens the check looks for in the files. 5 rest on what the prediction did not contain.

palette · d1In the files

Plum and coral against a cold flame

Anchored to

Intimate look quality · newminimalist look quality · newAtmospheric look quality · predicted

Translates: Intimate · minimalist · Atmospheric

InterpretationA warm exposed face and coral wrap stand out from deep plum clothing and an ice-blue light.

#502747#d86559#efcbb3#171d33#a5e8ef

Made with source for “Intimate austere form”: Palette lives in character data.

Away from the sketch: 2 colours

imagery · d5In the files

Sculptural stylized title portrait

Anchored to

stylized art style · newRiME game · newSculptural Designs surface · new

Translates: Stylized · Sculptural Designs

InterpretationCel bands simplify plum cloth and blue glass; portrait repeats the same round hood and held light.

A picture made for Sculptural stylized title portrait
"preset": "cel"

Made with generated-image ×1 for “A held theatrical release”: Portrait matches rig and cel rendering.

motion · d3In the files

Hesitate then open

Anchored to

Enchanting pacing · newConflicted mood quality · new

Translates: Enchanting · Conflicted

InterpretationA grounded brisk gait pauses into a small recoil, then a held open offer before release.

"cadence": 2.2"headStabilize": 0.85"kindleAt": 2.2

Made with source for “A held theatrical release”: Gait and clips define timing.

voice · d4In the files

Admit fear and offer care

Anchored to

Love meaning quality · newElliott Smith music · newmelancholic mood quality · predicted

Translates: Love · Reserved · melancholic

InterpretationIlo admits fear without a new backstory; short direct lines address keeper and beacon.

I nearly turned back too. May I stay a moment?
Here. You can have some of mine.
I thought it would feel less lonely. It does.

Made with copy for “Reserved affection”: Four story slots preserve beats.

structure · d2In the files

Round hood and cupped lantern

Anchored to

Fluid Silhouettes surface · newSculptural Designs surface · newIt's Such a Beautiful Day film · new

Translates: Intimate · Fluid Silhouettes · Sculptural Designs · Stick figure minimalism

InterpretationExpose the face under a low rounded hood; one rounded lantern and a short cloth wrap replace the predicted tall hood and long cape.

#low-round-hood#coral-shoulder-wrap#cupped-lantern#patched-coat

Made with source for “Intimate austere form”: Parts and cloth define silhouette.

Away from the sketch: 4 new parts

Away from the sketch

The design's palette, type and parts against the sketch frozen with the prediction. A colour counts as moved at a CIE76 difference of 20 or more from every sketch colour.

Sketch palette

#263e48#65877f#c3ccbb#e9b96a#302e3e

Design palette: 2 of 5 moved

#502747ΔE 19 from #302e3e#d86559ΔE 45 from #e9b96a#efcbb3ΔE 18 from #c3ccbb#171d33ΔE 10 from #302e3e#a5e8efΔE 23 from #c3ccbb

Type

The sketch named no type. The design names no type.

Parts

Sketch sections: #road-hood #cape-tail #lantern-cage #work-boots

New in the design

#low-round-hood#coral-shoulder-wrap#cupped-lantern#patched-coat

Questions asked while designing

Each question was asked with the agent's own guess written first, so the answer's difference stays visible.

How do the films and series they love move?

How should Ilo's hesitation and kindling differ from the predicted patient offering?

The agent's guess, written firstKeep every gesture evenly paced and softly restrained.

Qloo's answer, 0 requests

Pacing Enchanting (new), Majestic (new), Operatic (new), Visually Austere (new), Folkloric (new), Cross Cultural (new)

The review

The agent judged each criterion of its plan on the captures it took, then repaired what fell short. The verdicts are its own.

All four criteria met after improving leg contrast. These are visual judgments, not measured audience preference.

met

Pose: round hood, short wrap and rounded blue lantern read at 60 pixels.

Observed in r2-frame-poseRounded hood, coral wrap, warm face and rounded blue lantern read at small scale.

met

Walk: six frames keep feet on road and face level.

Observed in r2-frame-walkLighter legs separate from background; six grounded steps and level face remain visible.

met

Title: portrait shows plum hood, coral wrap, exposed face and blue light.

Observed in r2-frameTitle portrait repeats plum hood, coral wrap, warm exposed face and blue glass.

met

Kindle: grounded open offer lights beacon; original short lines are present.

Observed in r2-frame-kindleFeet remain on road and open offering lights the beacon. Source checks verify dialogue because this view has no subtitles.

What earlier rounds found short, and the repairs

Round 1: 3 met, 1 partly, 0 missed. Measured interpretation meets three criteria; improve leg contrast. Portrait and rig share their core silhouette and light.

partly

Walk: six frames keep feet on road and face level.

Observed in r1-frame-walkFace stays level and grounded steps are visible, but navy legs blend into review background.

RepairAdd a lighter trouser palette colour and use it for thigh and boot shaft.

The check

Whether each device's declared tokens are in the project's files, through its own design system, and how much of the look models default to the page kept.

1.00 conformance · 5 of 5 devices in the files · design system: css-vars

d1 presentd2 presentd3 presentd4 presentd5 present

Styling at the start: 735 hand-written declarations and 19 classes; now 735 and 19.

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.

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