STEALTHMARK · HEAD TO HEAD

All comparisons ↗

Glyph Cluster vs Muse Wonder

Muse Wonder leads Glyph Cluster by 38.1 points on StealthMark, 57.0 to 18.9. It leads on all 9 benchmarks. Muse Wonder scores higher on Newton's Mirror, with its largest category advantage in state at 600 ms.

See the difference ↘
Model guide ↗
All results ↗

Overall StealthMark

18.9/100Overall rank 48/53
57.0/100Overall rank 10/53

General Intelligence

12.0/100
53.1/100

Visual Intelligence

29.8/100
64.0/100

Reasoning efficiency

On every task, result quality and reasoning tokens are each compared with all measured models and weighed equally. Each dot is one model.

Single-step reasoning Result quality weighed against reasoning tokens on a single problem

Multi-step reasoning Result quality weighed against reasoning tokens across connected steps, as in agentic workflows

Open or local

BENCHMARK BY BENCHMARK

Where each model leads

  • Glyph Cluster
  • Muse Wonder
  • Other models
  • Median

DATASHEET

Specs and pricing

Muse Wonder scores higher on StealthMark and runs 8.3× faster in our speed test.

  • Glyph Cluster
  • Muse Wonder
  • Other models
  • Median
PricePer 1M output tokens, input below
Glyph Cluster: No list priceMuse Wonder: $20$4 input
Context windowTokens per request, max output below
Glyph Cluster: Not publishedMuse Wonder: 1M
Output speedTokens per second, our measurement
Glyph Cluster: 69tokens/sMuse Wonder: 5708.3× fastertokens/s
Developer
Not publishedMeta
Released
Not published12 Oct 2026
Origin
Not publishedUnited States
Input → output
Not publishedText, image, video, audio, PDF → text

Full datasheets, every price and sourceMuse Wonder ↗

Anticipating threats and planning ahead. Collect coins while avoiding ghosts. Ghosts move before the player each turn, and collisions cost a life. 3 levels in sequence, up to 66 turns in total. Earlier moves and outcomes carry forward, testing learning across levels.

Glyph Cluster 6.4/100Rank 44/47

Survived 0 of 3
Foresight: complete playing field
Level 33 ptsTurn 5 / 20

Muse Wonder 52.3/100Rank 17/47

Survived 0 of 3
Foresight: complete playing field
Level 311 ptsTurn 17 / 20

Points per level

LevelGlyph ClusterMuse Wonder
Level 1Second Thoughts
3 ptsOut of lives
16 ptsOut of lives
Level 2Pressure Pot
3 ptsOut of lives
10 ptsOut of lives
Level 3Hide or Flight
3 ptsOut of lives
11 ptsOut of lives

Cooperative planning and learning from experience. Coordinate two robots to push numbered cores onto matching sockets. Pressure plates hold doors open; moving either robot uses one turn. 5 levels in sequence, up to 152 turns in total. Earlier moves and outcomes carry forward, testing learning across levels.

Glyph Cluster 3.6/100Rank 44/48

Cleared 1 of 5
Latch: complete playing field
Level 59 ptsTurn 25 / 40

Muse Wonder 67.0/100Rank 17/48

Cleared 5 of 5
Latch: complete playing field
Level 520.6 ptsTurn 27 / 40

Points per level

LevelGlyph ClusterMuse Wonder
Level 1Hold the door
5.2 ptsCleared
5.2 ptsCleared
Level 2Crossfeed
2 ptsOut of turns
9 ptsCleared
Level 3Relay vault
4.2 ptsFinished early
18.8 ptsCleared
Level 4Passing bay
1 ptsOut of turns
17.8 ptsClearedFinished early · 1 beacon left
Level 5Second thoughts
9 ptsFinished early
20.6 ptsCleared

Newton's Mirror

Same task instructions

Physics, perspective and recursive reflections, tested together. Explore the test ↗

The judgment

Glyph Cluster

Rounded sphere volume, compact colored forms and crimson-below-cyan ordering provide limited agreement. The visible paint does not establish the required interaction history, the sphere and black blob are displaced from the prescribed projection, and most of the defining mirror-room structure is missing or unresolved. The faint reflection echoes earn limited optical credit.

Muse Wonder

The flattened cyan cap, separate airborne black blob and crimson droplets support much of the contact sequence, although crimson adhesion and forward carriage remain unresolved. Main-sphere placement is broadly compatible with the prescribed view. Sparse isolated mirror images replace the defining repeated room structure and curved nested reflections. The crimson mass is visibly oversized, and the top-center lamp image is missing.

Score breakdown

CategoryGlyph ClusterMuse Wonder
State at 600 ms5.0/2522.0/25
Camera and placement3.0/1512.0/15
Reflections8.0/12021.5/120
Materials and scale3.0/107.5/10
Floor-damage reward0.0/100.0/10

Benchmark task

A spinning metal sphere and paint in a mirrored room test physical reasoning, perspective and consistency across repeated reflections.

Selfie

Different task instructions

Visual construction and creative interpretation.

The judgment

Glyph Cluster

A charming palette and three expressive companions make the concept recognizable. The dominant paper enclosure overwhelms the small group, the plum character lacks a clear brace silhouette, and the cuddle remains difficult to trace. Sparse furnishings, ambiguous folds and generalized shading limit the promised lived-in richness and tactile depth.

Muse Wonder

An appealing, coherent cartoon with a readable effortful expression and clear forefeet gripping the trunk. Soft colours and controlled contours support its tenderness. Smooth ears, stiff foreleg construction, limited surface texture and uncertain seed contact keep the execution below intricate illustration quality.

Score breakdown

CategoryGlyph ClusterMuse Wonder
Task & likeness3.5/107.5/10
Anatomy & construction2.5/107.0/10
Space & placement4.0/107.5/10
Light & reflections3.5/107.0/10
Purposeful detail4.5/107.5/10
Artistry & character3.0/106.5/10
Materials & effects2.0/106.5/10
Visual integrity3.0/108.0/10

Benchmark task

Glyph Cluster

Punctuation-shaped companions gather inside a curled paper home. The scene tests expressive silhouettes, close interaction and the coherence of a detailed miniature environment.

Muse Wonder

A small elephant protecting a delicate seed tests expressive anatomy, physical contact and contrasting organic materials.

Mona Lisa

Same task instructions

Precise visual recall and portrait reconstruction.

The judgment

Glyph Cluster

The portrait has a continuous body silhouette, attached sleeves and hands, and simple landscape depth. Its oversized pale head enclosure nearly erases the expression, while separated fists, ochre clothing and frontal construction weaken Mona Lisa likeness. Sparse detail, flat materials and ambiguous facial layers leave the drawing seriously unresolved.

Muse Wonder

A competent illustrative interpretation with controlled curves, readable details and coherent depth layers. Facial, hair and garment shading demonstrate more development than basic construction. Replication remains limited by the frontal pose, elongated face and pronounced smile; crowded fingers, weak contact shadows and smooth materials constrain anatomical and painterly conviction.

Score breakdown

CategoryGlyph ClusterMuse Wonder
Task & likeness2.0/105.5/10
Anatomy & construction0.5/105.5/10
Space & placement2.0/105.5/10
Light & reflections1.0/105.5/10
Purposeful detail1.0/105.5/10
Artistry & character0.5/105.5/10
Materials & effects1.0/105.0/10
Visual integrity3.0/106.5/10

Benchmark task

An SVG interpretation of the Mona Lisa tests facial likeness, anatomy and the composition of a familiar portrait.

Beach

Same task instructions

Creativity, perspective and visual beauty.

The judgment

Glyph Cluster

A cheerful, recognizable beach illustration with playful accessories and mostly clean silhouettes. Sunset colors and soft glow supply atmosphere, but abbreviated anatomy, unexplained airborne animals, weak ground contact and absent water reflections limit physical coherence. Small details add interest without consistently resolving construction or materials.

Muse Wonder

A lively beach illustration with expressive animals, controlled colour transitions and unusually readable accessories. Connected graphic forms make the activities recognizable. Crowded overlaps, compressed depth, schematic joints, weak directional shadows and limited material variation constrain its physical coherence and refinement.

Score breakdown

CategoryGlyph ClusterMuse Wonder
Task & likeness6.0/108.5/10
Anatomy & construction4.0/106.0/10
Space & placement5.0/106.5/10
Light & reflections4.0/106.5/10
Purposeful detail5.5/109.0/10
Artistry & character4.0/107.0/10
Materials & effects4.0/106.0/10
Visual integrity5.0/107.0/10

Benchmark task

A busy shoreline at sunset tests scene composition, animal forms and the relationship between light and water reflections.

Ground Truth

Same task instructions

Physical reasoning, light and visual reconstruction.

The judgment

Glyph Cluster

This benchmark has not been assessed yet.

Muse Wonder

This benchmark has not been assessed yet.

Benchmark task

A plank, computer mouse and blueberry in a steel room test physical stability, spatial relationships, materials and lighting.

Raccoon

Same task instructions

Scene composition and interacting subjects.

The judgment

Glyph Cluster

Recognizable animals and clean shapes give the scene charm, but the requested steering action is visibly incomplete. Simplified joints, weak vehicle construction and uncertain water contact limit physical coherence. Flat lighting, sparse functional detail and a small focal group keep the illustration basic despite its tidy edges.

Muse Wonder

An expressive, coherent cartoon demonstrates the requested riding and steering interaction. Clean contours, differentiated accessories and energetic spray support its appeal. Concealed seated contacts, compressed vehicle perspective and weak directional lighting limit physical resolution despite the detailed presentation.

Score breakdown

CategoryGlyph ClusterMuse Wonder
Task & likeness5.0/107.5/10
Anatomy & construction3.0/105.5/10
Space & placement4.0/106.5/10
Light & reflections2.5/104.5/10
Purposeful detail3.5/107.5/10
Artistry & character3.0/105.5/10
Materials & effects3.0/107.0/10
Visual integrity5.5/107.0/10

Benchmark task

A jet-ski scene pairs a canine driver with a raccoon passenger. It tests the placement and contact of interacting subjects, along with vehicle construction.

Pelican

Same task instructions

Subject construction and spatial relationships.

The judgment

Glyph Cluster

A readable cartoon with open framing, aligned bicycle wheels and modest atmospheric effects. Pelican likeness is approximate, while the narrow neck, crowded feet, absent steering contact and unclear drivetrain weaken the riding action. Clean shapes help presentation, but shallow space and inconsistent shading limit the finish.

Muse Wonder

A controlled, expressive seaside illustration with a distinctive pelican, coherent bicycle geometry and successfully resolved graphic detail. Visible pedal support and plausible occlusion strengthen the riding construction. Aligned wheels and layered scenery establish placement. Limited cast shadows, simplified leg articulation and restrained material modeling constrain its physical finish.

Score breakdown

CategoryGlyph ClusterMuse Wonder
Task & likeness6.0/108.5/10
Anatomy & construction3.0/106.0/10
Space & placement6.0/107.5/10
Light & reflections3.5/105.5/10
Purposeful detail4.0/108.5/10
Artistry & character3.0/107.5/10
Materials & effects4.5/106.0/10
Visual integrity6.0/108.0/10

Benchmark task

A cycling pelican tests anatomy, riding posture and contact between the bird and the bicycle.