Qwen 3.8 Flash
Qwen 3.8 Flash · default, showing backend engineering. Results for all tested efforts are available below.
Backend engineering68
Qwen 3.8 Flash · default
- Backend engineering
- 68
- Frontend interaction
- 87
- Knowledge & Reasoning
- 50
- Visual aesthetics
- 73
- Maintainability
- 57
- Evaluation time
- 55m 14s
- Reference cost
- $0.12
Backend engineering · Evaluation time & API cost
Backend tested · 9/9/2026Tasks & methodology
Tested configuration
Swipe to see all results →
| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & Reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| 65.15 | 68 | 87 | 50 | 73 | 57 | 134m 31s | $0.42 |
Score breakdown
- Overall score
- 65.15
- Evaluation time
- 134m 31s
- Reference cost
- $0.42
Service logic, error handling, and test verification.
Contracts and boundaries8 / 20
API contracts, input validation, and boundary behavior.
Retries and failures15 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review13 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency15 / 20
State transitions, concurrency control, and data consistency.
Caching and regression17 / 20
Cache invalidation, data updates, and regression coverage.
Data snapshot published · 10/27/2026Scoring & cost notes