deepseek-v4.1-flash-1017
deepseek-v4.1-flash-1017 · high, showing backend engineering. Results for all tested efforts are available below.
Backend engineering64
deepseek-v4.1-flash-1017 · high
- Backend engineering
- 64
- Frontend interaction
- 85
- Knowledge & Reasoning
- 70
- Visual aesthetics
- 66
- Maintainability
- 59
- Evaluation time
- 8m 0s
- Reference cost
- $0.069
Backend engineering · Evaluation time & API cost
Backend tested · 10/20/2026Tasks & 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 |
|---|---|---|---|---|---|---|---|---|---|
| 70.10 | 64 | 85 | 70 | 66 | 59 | 27m 47s | $0.30 | ||
| 69.90 | 64 | 83 | 75 | 57 | 57 | 37m 29s | $0.26 | ||
| 74.30 | 72 | 96 | 75 | 61 | 53 | 64m 50s | $0.45 |
Score breakdown
- Overall score
- 70.10
- Evaluation time
- 27m 47s
- Reference cost
- $0.30
Service logic, error handling, and test verification.
Contracts and boundaries7 / 20
API contracts, input validation, and boundary behavior.
Retries and failures17 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review12 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency13 / 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.
high xhigh
- Backend engineering
- 0.0 pts 64.00 → 64.00
- Reference cost
- −$0.012 $0.069 → $0.058
- Evaluation time
- −2.0% 8m 0s → 7m 51s
Data snapshot published · 10/27/2026Scoring & cost notes