One arm of a comparison · With Qloo

Ilo, with Qloo and without: Codex: With Qloo

Host: Codex
Model: the Codex CLI's default model
Moûsa: 0.5.0
Started: 13 October 2026
Time: 6.8 minutes
Qloo requests: 16
Pictures: none: imagery drawn in SVG or CSS

Play it

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

With Qloo Open full screen

7 of 7

design devices rest on what the model did not predict

The audience, as the person named itHollow KnightSpirited AwaySigur RósNujabesPaterson

60works measured, 1 of them predicted

18shared qualities, 2 predicted

24pacing, surface and tone tags, 0 predicted

16Qloo requests

The result

The captures of round 1, the last the agent reviewed: 3 criteria met, 0 partly, 0 missed.

frame · pose, round 1 — frame · pose · round 1 · judged in the review

frame · walk, round 1 — frame · walk · round 1 · judged in the review

frame · scene, round 1 — frame · scene · round 1

frame · kindle, round 1 — frame · kindle · round 1 · 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 indigo-hooded worker with a broad short coat, brass lantern and patient, grounded gait; spare everyday observations accompany a careful offering of flame.

#303d65#182339#b3becb#d9af87#e6b963#f8deb1

Type: none sketched

#road-hood#work-coat#brass-lantern#coat-tail

hood with blunt peak
warm flame against blue dusk
short work coat
quiet offering

The audience it expected

An audience drawn to quiet wonder, patient craft, intimate everyday poetry and melancholy warmth.

Pacing

Slow-pacedAtmospheric measuredContemplative

Surfaces

OrganicMutedHandcrafted

Tone

Melancholic measuredHopefulGentle

Shared qualities

QuietWarmEveryday ritual

Art styles

Hand-Drawn measuredWatercolorPainterly measured

The works it expected them to love

Games

Ori and the Blind ForestJourney matched Kino's Journey (TV)Spiritfarer

Films

My Neighbor TotoroPerfect DaysThe Red Turtle

MushishiOver the Garden WallAdventure Time

Music

Ólafur ArnaldsJ DillaBonobo

Books

The Summer BookA Wizard of EarthseaThe Little Prince

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

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 and voice

Intimacy in dusk

InterpretationAtmospheric and intimate qualities support a small expressive face and subdued, personal language; reserved delivery leaves space around each line.

Atmospheric look quality · predictedIntimate look quality · newmelancholic mood quality · predictedIt's Such a Beautiful Day film · newElliott Smith music · new

c2 · carries structure and imagery

Care takes shape

InterpretationLove and reflective meaning suggest a protective carried light, while sculptural fluid forms give the worker rounded masses rather than the predicted pointed hood.

Love meaning quality · newReflective meaning quality · newSculptural Designs surface · newFluid Silhouettes surface · newQuality Craftsmanship surface · newstylized art style · newRiME game · new

c3 · carries motion, interaction and voice

Austere action

InterpretationAustere pacing and utility support economical steps and a purposeful, restrained offering; character-driven speech can acknowledge hesitation.

Visually Austere pacing · newcharacter-driven mood quality · newutility tone · newthoughtfulness tone · new

How the medium carries itTranslate measured qualities into an original round cap, layered terracotta work coat, sage scarf and protective lamp posture in the existing rig. Use cel rendering from RiME's listed Cell-shaded tag without borrowing its character or setting. Keep all fixed facts and four story beats.

Set aside as noise

Luxurious Packaging surface · new A packaging descriptor does not establish the cliff worker's clothing or status; avoid importing luxury.

The Design DNA

7 binding devices with literal tokens the check looks for in the files. 7 rest on what the prediction did not contain.

palette · d1In the files

Terracotta and sage warmth

Anchored to

Intimate look quality · newAtmospheric look quality · predicted

Translates: Intimate · Atmospheric

InterpretationInterpret intimacy as warm worn cloth with green relief against a charcoal violet dusk; these colors depart from predicted indigo and brass.

#963f46#668a58#e7e1bd#292738#eaa878#ffdca2

Made with source for “Intimacy in dusk”: Build directly in the fixed character format using original shapes, values and English text.

Away from the sketch: 2 colours

imagery · d6In the files

Sculptural cel frame

Anchored to

RiME game · newstylized art style · newSculptural Designs surface · new

Translates: Cell-shaded · stylized · Sculptural Designs

InterpretationCel shading follows the game's mapping for Cell-shaded; construct rounded original shapes in the data file.

"preset": "cel"characters/ilo.json

Made with source for “Care takes shape”: Build directly in the fixed character format using original shapes, values and English text.

motion · d4In the files

Economical gait and protective offering

Anchored to

Visually Austere pacing · new

Translates: Visually Austere

InterpretationA calm grounded gait holds the lamp forward; the spare arm cups toward it before both open toward the beacon.

"cadence": 1.9"headStabilize": 0.95"kindleAt": 1.65

Made with source for “Austere action”: Build directly in the fixed character format using original shapes, values and English text.

voice · d5In the files

Personal reserve and practical resolve

Anchored to

Elliott Smith music · newcharacter-driven mood quality · newutility tone · new

Translates: Reserved · character-driven · utility

InterpretationOriginal lines admit hesitation and describe useful next actions rather than mysterious pronouncements.

I can see the bridge. One step, then another.

I nearly turned back too. But the flame is still here.

Here. Let me hold it steady.

Made with source for “Austere action”: Build directly in the fixed character format using original shapes, values and English text.

voice · d7In the files

An intimate answer across distance

Anchored to

It's Such a Beautiful Day film · newmelancholic mood quality · predictedLove meaning quality · new

Translates: Intimate · Atmospheric · melancholic · Love

InterpretationSmall concrete gratitude answers the keeper after the towers wake.

You kept watching. Now there is something to see.

Made with source for “Intimacy in dusk”: Build directly in the fixed character format using original shapes, values and English text.

structure · d2In the files

Round low cap and apron coat

Anchored to

Love meaning quality · newReflective meaning quality · newSculptural Designs surface · new

Translates: Love · Reflective · Sculptural Designs

InterpretationRounded headwear and a broad pocketed coat ground care in work; replace the pointed hood with new curved masses.

#round-road-cap#apron-coat#cupped-lamp

Made with source for “Care takes shape”: Build directly in the fixed character format using original shapes, values and English text.

Away from the sketch: 3 new parts

structure · d3In the files

Sage scarf in cliff wind

Anchored to

Fluid Silhouettes surface · newQuality Craftsmanship surface · new

Translates: Fluid Silhouettes · Quality Craftsmanship

InterpretationOne fluid scarf chain and large stitched patch make material motion readable at game scale.

#sage-wind-scarf#mended-pocket

Made with source for “Care takes shape”: Build directly in the fixed character format using original shapes, values and English text.

Away from the sketch: 2 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

#303d65#182339#b3becb#d9af87#e6b963#f8deb1

Design palette: 2 of 6 moved

#963f46ΔE 46 from #d9af87#668a58ΔE 39 from #d9af87#e7e1bdΔE 9 from #f8deb1#292738ΔE 6 from #182339#eaa878ΔE 12 from #d9af87#ffdca2ΔE 8 from #f8deb1

Type

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

Parts

Sketch sections: #road-hood #work-coat #brass-lantern #coat-tail

New in the design

#round-road-cap#apron-coat#cupped-lamp#sage-wind-scarf#mended-pocket

Questions asked while designing

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

What emotional tone runs through what they love?

How should Ilo answer Maren without becoming an enigmatic oracle?

The agent's guess, written firstGentle, spare observations about the road and light, avoiding bravado.

Qloo's answer, 0 requests

Tone utility (new), Motivational (new), Community-Oriented (new), thoughtfulness (new), urban cool (new), Thoughtful (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 visual criteria met. Before freezing the final review, corrected arrival wording to place the bridge ahead of Ilo, matching the fixed story order; no drawing repair was needed.

met

Pose shows round low cap, broad apron coat and separate hanging lamp at 60 pixels.

Observed in r1-frame-poseRound cap, apron mass and scarf read at 60 pixels; oval lamp has a distinct gap from the legs.

met

Walk strip shows grounded feet and steady head across six frames.

Observed in r1-frame-walkSix poses show planted boots, short strides and a stable rounded head.

met

Scene and kindle show a distinct warm lamp and both arms directed toward the offering.

Observed in r1-frame-kindleBoth hands reach forward around the raised oval lamp; the beacon glows above. Scene also shows warm lamp against violet dusk.

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 · 7 of 7 devices in the files · design system: css-vars

d1 presentd2 presentd3 presentd4 presentd5 presentd6 presentd7 present

Styling at the start: 0 hand-written declarations and 0 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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