Glyph Cluster 6.4/100Rank 44/47

STEALTHMARK · HEAD TO HEAD
All comparisons ↗Iceman Contributor leads Glyph Cluster by 0.3 points on StealthMark, 19.2 to 18.9. Glyph Cluster and Iceman Contributor each lead on 4 of 9 benchmarks, with 1 tied. Glyph Cluster leads Foresight. Glyph Cluster scores higher on Newton's Mirror, with its largest category advantage in state at 600 ms.
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
Glyph Cluster runs 48% faster in our speed test. Iceman Contributor scores higher on StealthMark.
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.
Iceman Contributor
The image provides limited evidence through rounded volume, faint wall strips and floor echoes. Its main sphere is small and low, the paint beads do not establish the required interaction history, and most of the defining mirror structure is missing.
| Category | Glyph Cluster | Iceman Contributor |
|---|---|---|
| State at 600 ms | 5.0/25 | 0.5/25 |
| Camera and placement | 3.0/15 | 2.5/15 |
| Reflections | 8.0/120 | 7.5/120 |
| Materials and scale | 3.0/10 | 3.0/10 |
| 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.
Iceman Contributor
The crystal crown, cyan eyes and blue faceting communicate an icy fantasy character. Anatomical readability is substantially weaker: the ringed torso, crowded facial construction and fingerless appendages do not resolve the requested childlike crouch or pouncing gesture. Sparse surface detail and shallow shading further limit the result.
| Category | Glyph Cluster | Iceman Contributor |
|---|---|---|
| Task & likeness | 3.5/10 | 4.0/10 |
| Anatomy & construction | 2.5/10 | 3.0/10 |
| Space & placement | 4.0/10 | 4.0/10 |
| Light & reflections | 3.5/10 | 4.5/10 |
| Purposeful detail | 4.5/10 | 4.0/10 |
| Artistry & character | 3.0/10 | 4.5/10 |
| Materials & effects | 2.0/10 | 4.5/10 |
| Visual integrity | 3.0/10 | 4.0/10 |
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.
Iceman Contributor
Character scenes test expression, anatomy, materials and coherent visual construction.
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.
Iceman Contributor
The portrait retains a dark silhouette against an earthy landscape, but replication is weak. The frontal body, elongated facial proportions and undifferentiated hands lose the reference's defining pose and likeness. Basic gradients and layered hills provide some coherence, with little anatomical or painterly detail.
| Category | Glyph Cluster | Iceman Contributor |
|---|---|---|
| Task & likeness | 2.0/10 | 1.5/10 |
| Anatomy & construction | 0.5/10 | 1.5/10 |
| Space & placement | 2.0/10 | 2.5/10 |
| Light & reflections | 1.0/10 | 2.0/10 |
| Purposeful detail | 1.0/10 | 2.0/10 |
| Artistry & character | 0.5/10 | 2.0/10 |
| Materials & effects | 1.0/10 | 2.0/10 |
| Visual integrity | 3.0/10 | 3.0/10 |
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.
Iceman Contributor
A coherent sunset beach with recognizable animals, playful details and effective palm framing. Connected silhouettes and layered scenery support modest construction and placement credit. Jointless figures, limited foreshortening and an inadequately separated sun and reflection keep the execution basic despite its attractive color.
| Category | Glyph Cluster | Iceman Contributor |
|---|---|---|
| Task & likeness | 6.0/10 | 7.0/10 |
| Anatomy & construction | 4.0/10 | 3.5/10 |
| Space & placement | 5.0/10 | 6.0/10 |
| Light & reflections | 4.0/10 | 4.0/10 |
| Purposeful detail | 5.5/10 | 5.5/10 |
| Artistry & character | 4.0/10 | 3.5/10 |
| Materials & effects | 4.0/10 | 4.5/10 |
| Visual integrity | 5.0/10 | 5.0/10 |
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.
Iceman Contributor
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.
Iceman Contributor
The sunset palette and red hull establish an appealing setting, but the central interaction remains unresolved. Overlapping bodies obscure the dog, supported seating is unclear, and no readable paw-to-control grip demonstrates steering. Simple construction, weak environmental lighting and loosely described spray limit depth and finish.
| Category | Glyph Cluster | Iceman Contributor |
|---|---|---|
| Task & likeness | 5.0/10 | 2.0/10 |
| Anatomy & construction | 3.0/10 | 3.0/10 |
| Space & placement | 4.0/10 | 3.0/10 |
| Light & reflections | 2.5/10 | 4.0/10 |
| Purposeful detail | 3.5/10 | 3.5/10 |
| Artistry & character | 3.0/10 | 2.5/10 |
| Materials & effects | 3.0/10 | 4.0/10 |
| Visual integrity | 5.5/10 | 2.5/10 |
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.
Iceman Contributor
A recognizable pelican and bicycle sit within an appealing sunset composition. Feather contours, bill shape and atmospheric colour provide character, but disconnected-looking leg origins, unclear pedal contact and unresolved steering weaken the central riding action. Consistent wheel alignment establishes a side view without resolving the rider's support.
| Category | Glyph Cluster | Iceman Contributor |
|---|---|---|
| Task & likeness | 6.0/10 | 4.0/10 |
| Anatomy & construction | 3.0/10 | 3.5/10 |
| Space & placement | 6.0/10 | 3.5/10 |
| Light & reflections | 3.5/10 | 5.0/10 |
| Purposeful detail | 4.0/10 | 4.5/10 |
| Artistry & character | 3.0/10 | 3.5/10 |
| Materials & effects | 4.5/10 | 4.0/10 |
| Visual integrity | 6.0/10 | 3.0/10 |
A cycling pelican tests anatomy, riding posture and contact between the bird and the bicycle.