Model comparison
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Differences vs. Muse Wonder · max
Score, cost & time differences
Current baseline · Muse Wonder · max
59Maintainability
Compared with Muse Wonder · max
- DeepSeek V4.1 Flash (1017) · high
Maintainability: tiedComparable cost unavailableComparable time unavailable
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Muse Wonder · max | DeepSeek V4.1 Flash (1017) · high |
|---|---|---|
| Maintainability | Muse Wondermax 59 | DeepSeek V4.1 Flash (1017)high 59Tied |
| Overall | Muse Wondermax 80.30 | DeepSeek V4.1 Flash (1017)high 69.25−11.05 pts |
| Backend engineering | Muse Wondermax 78 | DeepSeek V4.1 Flash (1017)high 60−18 pts |
| Frontend interaction | Muse Wondermax 80 | DeepSeek V4.1 Flash (1017)high 81+1 pts |
| Knowledge & reasoning | Muse Wondermax 90 | DeepSeek V4.1 Flash (1017)high 70−20 pts |
| Visual aesthetics | Muse Wondermax 73 | DeepSeek V4.1 Flash (1017)high 66−7 pts |
Maintainability evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Maintainability evaluation| Metric | Muse Wonder · max | DeepSeek V4.1 Flash (1017) · high |
|---|---|---|
| Cost | Muse Wondermax N/A | DeepSeek V4.1 Flash (1017)high N/A |
| Evaluation time | Muse Wondermax — | DeepSeek V4.1 Flash (1017)high — |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | Muse Wondermax | DeepSeek V4.1 Flash (1017)high |
|---|---|---|
| Contracts and boundaries | 18 / 20 | 7 / 20 |
| Retries and failures | 19 / 20 | 17 / 20 |
| CI and adversarial review | 12 / 20 | 12 / 20 |
| Transactions and consistency | 18 / 20 | 13 / 20 |
| Caching and regression | 11 / 20 | 11 / 20 |
Frontend interactionSubscores
| Scoring dimension | Muse Wondermax | DeepSeek V4.1 Flash (1017)high |
|---|---|---|
| Layout and adaptation | 18 / 20 | 18 / 20 |
| Interaction behavior | 18 / 20 | 18 / 20 |
| State continuity | 8 / 20 | 11 / 20 |
| Accessibility and feedback | 13 / 15 | 13 / 15 |
| State validation and regression | 23 / 25 | 21 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | Muse Wondermax | DeepSeek V4.1 Flash (1017)high |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 10 / 15 |
| Science and engineering | 10 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 35 / 40 | 20 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Muse Wondermax | DeepSeek V4.1 Flash (1017)high |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 16 / 20 |
| Typography and expression | 18 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Muse Wondermax | DeepSeek V4.1 Flash (1017)high |
|---|---|---|
| Semantic clarity | 15 / 20 | 16 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 17 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.