STEALTHMARK · HEAD TO HEAD

All comparisons ↗

Glyph Cluster vs MiniMax M3.1 Flash

MiniMax M3.1 Flash leads Glyph Cluster by 27.0 points on StealthMark, 45.9 to 18.9. It leads on all 9 benchmarks. MiniMax M3.1 Flash scores higher on Newton's Mirror, with its largest category advantage in reflections.

See the difference ↘
Model guide ↗
All results ↗

Overall StealthMark

18.9/100Overall rank 48/53
45.9/100Overall rank 24/53

General Intelligence

12.0/100
35.8/100

Visual Intelligence

29.8/100
62.6/100

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
  • MiniMax M3.1 Flash
  • Other models
  • Median

DATASHEET

Specs and pricing

  • Glyph Cluster
  • MiniMax M3.1 Flash
  • Other models
  • Median
Context windowTokens per request, max output below
Glyph Cluster: Not publishedMiniMax M3.1 Flash: 1M
Output speedTokens per second, our measurement
Glyph Cluster: 69tokens/sMiniMax M3.1 Flash: Not measured
SizeTotal and active parameters
Glyph Cluster: Not disclosedMiniMax M3.1 Flash: 428B23B active
Developer
Not publishedMiniMax
Input → output
Not publishedText, image, video → text
Architecture
Not publishedMixture-of-Experts with MiniMax Sparse Attention and native multimodal encoder

Full datasheets, every price and sourceMiniMax M3.1 Flash ↗

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

MiniMax M3.1 Flash 30.7/100Rank 28/47

Survived 1 of 3
Foresight: complete playing field
Level 39 ptsTurn 20 / 20

Points per level

LevelGlyph ClusterMiniMax M3.1 Flash
Level 1Second Thoughts
3 ptsOut of lives
6 ptsOut of lives
Level 2Pressure Pot
3 ptsOut of lives
5 ptsOut of lives
Level 3Hide or Flight
3 ptsOut of lives
9 ptsSurvived

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

MiniMax M3.1 Flash 21.9/100Rank 38/48

Cleared 2 of 5
Latch: complete playing field
Level 517.2 ptsTurn 24 / 40

Points per level

LevelGlyph ClusterMiniMax M3.1 Flash
Level 1Hold the door
5.2 ptsCleared
5.2 ptsCleared
Level 2Crossfeed
2 ptsOut of turns
8.6 ptsClearedFinished early · 1 beacon left
Level 3Relay vault
4.2 ptsFinished early
5 ptsOut of turns
Level 4Passing bay
1 ptsOut of turns
4.4 ptsFinished early
Level 5Second thoughts
9 ptsFinished early
17.2 ptsFinished early

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.

MiniMax M3.1 Flash

The sphere placement, separate airborne black blob, recent cyan contact and elongated crimson aftermath support the required gross physical state. The reflection system remains severely incomplete: isolated side images, broad metallic bands and sparse light patches replace extensive mirror repetitions and curved nested imagery.

Score breakdown

CategoryGlyph ClusterMiniMax M3.1 Flash
State at 600 ms5.0/2520.0/25
Camera and placement3.0/1510.0/15
Reflections8.0/12024.0/120
Materials and scale3.0/108.0/10
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.

MiniMax M3.1 Flash

The sculptural M, confident grin and miniature theatrical pose closely fulfill the brief. Controlled gradients and clean shapes give the character volume and appeal. Moderate drawing complexity, an apparently separated shoe and ambiguous grounding limit the finish.

Score breakdown

CategoryGlyph ClusterMiniMax M3.1 Flash
Task & likeness3.5/107.5/10
Anatomy & construction2.5/106.0/10
Space & placement4.0/107.0/10
Light & reflections3.5/106.0/10
Purposeful detail4.5/105.0/10
Artistry & character3.0/106.0/10
Materials & effects2.0/107.0/10
Visual integrity3.0/106.0/10

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.

MiniMax M3.1 Flash

A small robot with an oversized angular head presents a glowing object. The scene tests character proportions, gesture and contrasting 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.

MiniMax M3.1 Flash

A coherent decorative portrait combines layered hair, garment contours, linked trim and atmospheric scenery. These provide meaningful drawing complexity, but likeness remains limited by the frontal elongated face and altered clothing. Compressed hands, abrupt facial shading and cluttered local edges leave the portrait uneven.

Score breakdown

CategoryGlyph ClusterMiniMax M3.1 Flash
Task & likeness2.0/104.0/10
Anatomy & construction0.5/104.5/10
Space & placement2.0/105.5/10
Light & reflections1.0/104.5/10
Purposeful detail1.0/105.5/10
Artistry & character0.5/106.0/10
Materials & effects1.0/105.5/10
Visual integrity3.0/105.5/10

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.

MiniMax M3.1 Flash

A controlled, detailed beach illustration with expressive animals, coherent depth and accomplished foliage and accessory drawing. Its warm palette and varied contours sustain visual interest. Simplified anatomy and object volumes limit physical conviction, while reflection streaks crossing dry-looking sand and generic shadows weaken the lighting.

Score breakdown

CategoryGlyph ClusterMiniMax M3.1 Flash
Task & likeness6.0/108.5/10
Anatomy & construction4.0/107.0/10
Space & placement5.0/107.5/10
Light & reflections4.0/106.0/10
Purposeful detail5.5/108.0/10
Artistry & character4.0/106.5/10
Materials & effects4.0/106.5/10
Visual integrity5.0/107.5/10

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.

MiniMax M3.1 Flash

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.

MiniMax M3.1 Flash

An expressive, coherent cartoon clearly demonstrates the requested riding and steering relationship. Layered animal shapes, readable vehicle depth and purposeful facial details support its drawing quality. Ambiguous grips, sparse cast shadows and simplified material responses limit physical precision.

Score breakdown

CategoryGlyph ClusterMiniMax M3.1 Flash
Task & likeness5.0/109.0/10
Anatomy & construction3.0/108.0/10
Space & placement4.0/108.0/10
Light & reflections2.5/106.0/10
Purposeful detail3.5/107.5/10
Artistry & character3.0/107.5/10
Materials & effects3.0/107.0/10
Visual integrity5.5/108.0/10

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.

MiniMax M3.1 Flash

A controlled coastal illustration with a clear pelican silhouette, detailed wheels and accomplished feather and bill drawing. Continuous body construction and grounded wheels support the scene. Ambiguous leg, pedal and steering contacts weaken the riding mechanics; approximate directional lighting and simplified materials limit physical conviction.

Score breakdown

CategoryGlyph ClusterMiniMax M3.1 Flash
Task & likeness6.0/108.5/10
Anatomy & construction3.0/106.5/10
Space & placement6.0/108.0/10
Light & reflections3.5/107.0/10
Purposeful detail4.0/107.5/10
Artistry & character3.0/106.5/10
Materials & effects4.5/107.0/10
Visual integrity6.0/106.5/10

Benchmark task

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