Model comparison
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Differences vs. Muse Wonder · xhigh
Score, cost & time differences
Current baseline · Muse Wonder · xhigh
80Knowledge & reasoning
Compared with Muse Wonder · xhigh
- Kimi K3.1 Pro · max
Knowledge & reasoning: tiedCost $2.38 ($0.13 more)Evaluation time 45m 47s (29m 28s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Muse Wonder · xhigh | Kimi K3.1 Pro · max |
|---|---|---|
| Knowledge & reasoning | Muse Wonderxhigh 80 | Kimi K3.1 Promax 80Tied |
| Overall | Muse Wonderxhigh 75.65 | Kimi K3.1 Promax 80.15+4.5 pts |
| Backend engineering | Muse Wonderxhigh 72 | Kimi K3.1 Promax 81+9 pts |
| Frontend interaction | Muse Wonderxhigh 81 | Kimi K3.1 Promax 91+10 pts |
| Visual aesthetics | Muse Wonderxhigh 73 | Kimi K3.1 Promax 68−5 pts |
| Maintainability | Muse Wonderxhigh 57 | Kimi K3.1 Promax 64+7 pts |
Knowledge & reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & reasoning evaluation| Metric | Muse Wonder · xhigh | Kimi K3.1 Pro · max |
|---|---|---|
| Cost | Muse Wonderxhigh $2.24 | Kimi K3.1 Promax $2.38+$0.13 |
| Evaluation time | Muse Wonderxhigh 16m 18s | Kimi K3.1 Promax 45m 47s+180.7% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | Muse Wonderxhigh | Kimi K3.1 Promax |
|---|---|---|
| Contracts and boundaries | 15 / 20 | 16 / 20 |
| Retries and failures | 18 / 20 | 18 / 20 |
| CI and adversarial review | 13 / 20 | 13 / 20 |
| Transactions and consistency | 17 / 20 | 19 / 20 |
| Caching and regression | 9 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | Muse Wonderxhigh | Kimi K3.1 Promax |
|---|---|---|
| Layout and adaptation | 18 / 20 | 20 / 20 |
| Interaction behavior | 18 / 20 | 20 / 20 |
| State continuity | 13 / 20 | 15 / 20 |
| Accessibility and feedback | 13 / 15 | 15 / 15 |
| State validation and regression | 19 / 25 | 21 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | Muse Wonderxhigh | Kimi K3.1 Promax |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 5 / 15 | 5 / 15 |
| Science and engineering | 10 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 35 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Muse Wonderxhigh | Kimi K3.1 Promax |
|---|---|---|
| Composition | 20 / 20 | 20 / 20 |
| Spacing and alignment | 17 / 20 | 15 / 20 |
| Typography and expression | 18 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 20 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Muse Wonderxhigh | Kimi K3.1 Promax |
|---|---|---|
| Semantic clarity | 15 / 20 | 16 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.