STEALTHMARK · HEAD TO HEAD
All comparisons ↗Kolibri-1 vs Muse Wonder
Muse Wonder leads Kolibri-1 by 43.4 points on StealthMark, 57.0 to 13.6. It leads on all 7 benchmarks with results for both. Muse Wonder scores higher on Newton's Mirror, with its largest category advantage in reflections.
See the difference ↘Overall StealthMark
General Intelligence
Visual Intelligence
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
- Kolibri-1Multi-step reasoning not measured
BENCHMARK BY BENCHMARK
Where each model leads
- Kolibri-1
- Muse Wonder
- Other models
- Median
Games
SVG
DATASHEET
Specs and pricing
Muse Wonder scores higher on StealthMark and runs 3.4× faster in our speed test. Both take about 1M tokens of context.
- Kolibri-1
- Muse Wonder
- Other models
- Median
- Developer
- Aleph AlphaMeta
- Released
- 3 Oct 202612 Oct 2026
- Origin
- GermanyUnited States
- Input → output
- Text → textText, image, video, audio, PDF → text
- Architecture
- Mixture-of-Experts with 4:1 sliding-window-attention to global-attention patternNot published
Full datasheets, every price and sourceKolibri-1 ↗Muse Wonder ↗
Foresight
Play Foresight yourselfAnticipating 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.
Muse Wonder 52.3/100Rank 17/47

Points per level
Latch
Play Latch yourselfCooperative 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.
Kolibri-1No run
Muse Wonder 67.0/100Rank 17/48

Points per level
Newton's Mirror
Same task instructionsPhysics, perspective and recursive reflections, tested together. Explore the test ↗
Kolibri-1 10.4/100 Rank 47/53

Muse Wonder 39.7/100 Rank 17/53

The judgment
Kolibri-1
A segmented gray perimeter surrounds a black field containing one large, low-positioned gray sphere and two small colored circles. Rounded volume and restrained paint scale earn partial material credit. The image does not demonstrate the required optical structure, while paint history, airborne black and settled support remain largely unresolved.
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
| Category | Kolibri-1 | Muse Wonder |
|---|---|---|
| State at 600 ms | 9.5/25 | 22.0/25 |
| Camera and placement | 1.5/15 | 12.0/15 |
| Reflections | 0.0/120 | 21.5/120 |
| Materials and scale | 3.0/10 | 7.5/10 |
| Floor-damage reward | 0.0/10 | 0.0/10 |
Benchmark task
A spinning metal sphere and paint in a mirrored room test physical reasoning, perspective and consistency across repeated reflections.
Selfie
Different task instructionsVisual construction and creative interpretation.
Kolibri-1 22.9/100 Rank 53/53

Muse Wonder 71.5/100 Rank 17/53

The judgment
Kolibri-1
A restrained ivory, teal and green palette gives the image simple graphic coherence. Execution remains rudimentary: detached oval wings, ambiguous central anatomy and unclear feeding contact prevent a convincing hummingbird scene. The requested feather structure, botanical detail, lighting and enclosing arch are largely unresolved.
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
| Category | Kolibri-1 | Muse Wonder |
|---|---|---|
| Task & likeness | 2.5/10 | 7.5/10 |
| Anatomy & construction | 2.0/10 | 7.0/10 |
| Space & placement | 3.0/10 | 7.5/10 |
| Light & reflections | 2.0/10 | 7.0/10 |
| Purposeful detail | 1.5/10 | 7.5/10 |
| Artistry & character | 1.5/10 | 6.5/10 |
| Materials & effects | 2.0/10 | 6.5/10 |
| Visual integrity | 5.5/10 | 8.0/10 |
Benchmark task
Kolibri-1
A jewel-coloured hummingbird hovering in flight tests avian anatomy, delicate structure and iridescent surface detail.
Muse Wonder
A small elephant protecting a delicate seed tests expressive anatomy, physical contact and contrasting organic materials.
Mona Lisa
Different task instructionsPrecise visual recall and portrait reconstruction.
Kolibri-1 3.3/100 Rank 50/53

Muse Wonder 55.7/100 Rank 8/53

The judgment
Kolibri-1
The candidate offers a clean, highly simplified frontal portrait with warm skin and dark hair. Its oversized oval face, schematic features and unresolved body provide little Mona Lisa likeness. Missing crossed hands, clothing detail and landscape remove essential parts of the original composition; smooth gradients supply only limited volume.
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
| Category | Kolibri-1 | Muse Wonder |
|---|---|---|
| Task & likeness | 0.5/10 | 5.5/10 |
| Anatomy & construction | 0.5/10 | 5.5/10 |
| Space & placement | 0.0/10 | 5.5/10 |
| Light & reflections | 0.0/10 | 5.5/10 |
| Purposeful detail | 0.0/10 | 5.5/10 |
| Artistry & character | 0.5/10 | 5.5/10 |
| Materials & effects | 0.5/10 | 5.0/10 |
| Visual integrity | 0.5/10 | 6.5/10 |
Benchmark task
An SVG interpretation of the Mona Lisa tests facial likeness, anatomy and the composition of a familiar portrait.
Beach
Different task instructionsCreativity, perspective and visual beauty.
Kolibri-1 12.9/100 Rank 52/53

Muse Wonder 71.0/100 Rank 15/53

The judgment
Kolibri-1
A recognizable sunset beach has an appealing purple-orange gradient and clean geometric edges. Birds and animals remain unresolved, terrain obscures the relationship between shore and water, and reflections are absent. Sparse detail, flat materials and limited activity keep the drawing elementary despite its tidy rendering.
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
| Category | Kolibri-1 | Muse Wonder |
|---|---|---|
| Task & likeness | 2.5/10 | 8.5/10 |
| Anatomy & construction | 0.5/10 | 6.0/10 |
| Space & placement | 3.0/10 | 6.5/10 |
| Light & reflections | 1.0/10 | 6.5/10 |
| Purposeful detail | 0.5/10 | 9.0/10 |
| Artistry & character | 1.0/10 | 7.0/10 |
| Materials & effects | 0.5/10 | 6.0/10 |
| Visual integrity | 3.0/10 | 7.0/10 |
Benchmark task
A busy shoreline at sunset tests scene composition, animal forms and the relationship between light and water reflections.
Ground Truth
Same task instructionsPhysical reasoning, light and visual reconstruction.
Kolibri-1 21.2/100 Rank 44/53

Muse Wonder 59.9/100 Rank 11/53

The judgment
Kolibri-1
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
Different task instructionsScene composition and interacting subjects.
Kolibri-1 10.0/100 Rank 53/53

Muse Wonder 61.8/100 Rank 24/53

The judgment
Kolibri-1
Clean shapes and a readable coral platform provide basic graphic clarity, but the animal construction remains fragmented. A recognizable raccoon riding the dog's back, connected steering and convincing water contact are not demonstrated. Sparse detail, flat subjects and absent movement effects support retaining the baseline category assessments.
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
| Category | Kolibri-1 | Muse Wonder |
|---|---|---|
| Task & likeness | 1.5/10 | 7.5/10 |
| Anatomy & construction | 1.0/10 | 5.5/10 |
| Space & placement | 1.0/10 | 6.5/10 |
| Light & reflections | 0.0/10 | 4.5/10 |
| Purposeful detail | 0.5/10 | 7.5/10 |
| Artistry & character | 0.5/10 | 5.5/10 |
| Materials & effects | 0.5/10 | 7.0/10 |
| Visual integrity | 3.5/10 | 7.0/10 |
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
Different task instructionsSubject construction and spatial relationships.
Kolibri-1 17.5/100 Rank 53/53

Muse Wonder 72.3/100 Rank 16/53

The judgment
Kolibri-1
Clean shapes and aligned wheels establish a readable schematic scene. Pelican likeness, riding support and bicycle mechanics remain substantially unresolved. Sparse detail and flat surfaces limit expression and volume. Strong edge and fill integrity is a separate success and does not repair the construction.
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
| Category | Kolibri-1 | Muse Wonder |
|---|---|---|
| Task & likeness | 1.5/10 | 8.5/10 |
| Anatomy & construction | 1.5/10 | 6.0/10 |
| Space & placement | 1.5/10 | 7.5/10 |
| Light & reflections | 3.0/10 | 5.5/10 |
| Purposeful detail | 1.5/10 | 8.5/10 |
| Artistry & character | 1.0/10 | 7.5/10 |
| Materials & effects | 1.0/10 | 6.0/10 |
| Visual integrity | 3.5/10 | 8.0/10 |
Benchmark task
A cycling pelican tests anatomy, riding posture and contact between the bird and the bicycle.