muse-wonder
muse-wonder · max, showing backend engineering. Results for all tested efforts are available below.
Backend engineering82
muse-wonder · max
- Backend engineering
- 82
- Frontend interaction
- 84
- Knowledge & Reasoning
- 90
- Visual aesthetics
- 73
- Maintainability
- 59
- Evaluation time
- 14m 35s
- Reference cost
- $2.53
Backend engineering · Evaluation time & API cost
Backend tested · 10/13/2026Tasks & methodology
Results by reasoning effort
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| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & Reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| 67.30 | 72 | 79 | 60 | 68 | 59 | 9m 50s | $2.49 | ||
| 74.90 | 76 | 78 | 80 | 68 | 59 | 19m 41s | $3.30 | ||
| 77.05 | 77 | 85 | 80 | 73 | 57 | 30m 45s | $5.11 | ||
| 81.55 | 82 | 84 | 90 | 73 | 59 | 40m 8s | $6.78 |
Score breakdown
- Overall score
- 81.55
- Evaluation time
- 40m 8s
- Reference cost
- $6.78
Service logic, error handling, and test verification.
Contracts and boundaries18 / 20
API contracts, input validation, and boundary behavior.
Retries and failures19 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review12 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency18 / 20
State transitions, concurrency control, and data consistency.
Caching and regression15 / 20
Cache invalidation, data updates, and regression coverage.
What changes with higher reasoning effort
Compare backend engineering scores, cost, and time across neighboring tested efforts.
xhigh max
- Backend engineering
- +5.0 pts 77.00 → 82.00
- Reference cost
- +$0.38 $2.15 → $2.53
- Evaluation time
- +39.4% 10m 28s → 14m 35s
Data snapshot published · 10/27/2026Scoring & cost notes