Glyph Cluster 6.4/100Rank 44/47

STEALTHMARK · HEAD TO HEAD
All comparisons ↗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 ↘On every task, result quality and reasoning tokens are each compared with all measured models and weighed equally. Each dot is one model.
BENCHMARK BY BENCHMARK
DATASHEET
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.


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.


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


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.
| Category | Glyph Cluster | MiniMax M3.1 Flash |
|---|---|---|
| State at 600 ms | 5.0/25 | 20.0/25 |
| Camera and placement | 3.0/15 | 10.0/15 |
| Reflections | 8.0/120 | 24.0/120 |
| Materials and scale | 3.0/10 | 8.0/10 |
| Floor-damage reward | 0.0/10 | 0.0/10 |
A spinning metal sphere and paint in a mirrored room test physical reasoning, perspective and consistency across repeated reflections.
Visual construction and creative interpretation.


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.
| Category | Glyph Cluster | MiniMax M3.1 Flash |
|---|---|---|
| Task & likeness | 3.5/10 | 7.5/10 |
| Anatomy & construction | 2.5/10 | 6.0/10 |
| Space & placement | 4.0/10 | 7.0/10 |
| Light & reflections | 3.5/10 | 6.0/10 |
| Purposeful detail | 4.5/10 | 5.0/10 |
| Artistry & character | 3.0/10 | 6.0/10 |
| Materials & effects | 2.0/10 | 7.0/10 |
| Visual integrity | 3.0/10 | 6.0/10 |
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.
Precise visual recall and portrait reconstruction.


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.
| Category | Glyph Cluster | MiniMax M3.1 Flash |
|---|---|---|
| Task & likeness | 2.0/10 | 4.0/10 |
| Anatomy & construction | 0.5/10 | 4.5/10 |
| Space & placement | 2.0/10 | 5.5/10 |
| Light & reflections | 1.0/10 | 4.5/10 |
| Purposeful detail | 1.0/10 | 5.5/10 |
| Artistry & character | 0.5/10 | 6.0/10 |
| Materials & effects | 1.0/10 | 5.5/10 |
| Visual integrity | 3.0/10 | 5.5/10 |
An SVG interpretation of the Mona Lisa tests facial likeness, anatomy and the composition of a familiar portrait.
Creativity, perspective and visual beauty.


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.
| Category | Glyph Cluster | MiniMax M3.1 Flash |
|---|---|---|
| Task & likeness | 6.0/10 | 8.5/10 |
| Anatomy & construction | 4.0/10 | 7.0/10 |
| Space & placement | 5.0/10 | 7.5/10 |
| Light & reflections | 4.0/10 | 6.0/10 |
| Purposeful detail | 5.5/10 | 8.0/10 |
| Artistry & character | 4.0/10 | 6.5/10 |
| Materials & effects | 4.0/10 | 6.5/10 |
| Visual integrity | 5.0/10 | 7.5/10 |
A busy shoreline at sunset tests scene composition, animal forms and the relationship between light and water reflections.
Physical reasoning, light and visual reconstruction.


Glyph Cluster
This benchmark has not been assessed yet.
MiniMax M3.1 Flash
This benchmark has not been assessed yet.
A plank, computer mouse and blueberry in a steel room test physical stability, spatial relationships, materials and lighting.
Scene composition and interacting subjects.


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.
| Category | Glyph Cluster | MiniMax M3.1 Flash |
|---|---|---|
| Task & likeness | 5.0/10 | 9.0/10 |
| Anatomy & construction | 3.0/10 | 8.0/10 |
| Space & placement | 4.0/10 | 8.0/10 |
| Light & reflections | 2.5/10 | 6.0/10 |
| Purposeful detail | 3.5/10 | 7.5/10 |
| Artistry & character | 3.0/10 | 7.5/10 |
| Materials & effects | 3.0/10 | 7.0/10 |
| Visual integrity | 5.5/10 | 8.0/10 |
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.
Subject construction and spatial relationships.


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.
| Category | Glyph Cluster | MiniMax M3.1 Flash |
|---|---|---|
| Task & likeness | 6.0/10 | 8.5/10 |
| Anatomy & construction | 3.0/10 | 6.5/10 |
| Space & placement | 6.0/10 | 8.0/10 |
| Light & reflections | 3.5/10 | 7.0/10 |
| Purposeful detail | 4.0/10 | 7.5/10 |
| Artistry & character | 3.0/10 | 6.5/10 |
| Materials & effects | 4.5/10 | 7.0/10 |
| Visual integrity | 6.0/10 | 6.5/10 |
A cycling pelican tests anatomy, riding posture and contact between the bird and the bicycle.