MiniMax-M3.1-Flash-Preview
MiniMax-M3.1-Flash-Preview · max, showing backend engineering. Results for all tested efforts are available below.
Backend engineering75
MiniMax-M3.1-Flash-Preview · max
- Backend engineering
- 75
- Frontend interaction
- 57
- Knowledge & Reasoning
- 75
- Visual aesthetics
- 70
- Maintainability
- 53
- Evaluation time
- 18m 35s
- Reference cost
- —
Backend engineering · Evaluation time & API cost
Backend tested · 9/28/2026Tasks & 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 |
|---|---|---|---|---|---|---|---|---|---|
| — | 30 | — | — | — | — | 3m 21s | — | ||
| — | 34 | — | — | — | — | 4m 28s | — | ||
| — | 65 | — | 75 | — | — | 28m 29s | — | ||
| — | 50 | 15 | — | — | — | 17m 55s | — | ||
| 68.45 | 75 | 57 | 75 | 70 | 53 | 54m 7s | — |
Score breakdown
- Overall score
- 68.45
- Evaluation time
- 54m 7s
- Reference cost
- N/A
Service logic, error handling, and test verification.
Contracts and boundaries16 / 20
API contracts, input validation, and boundary behavior.
Retries and failures19 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review10 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency14 / 20
State transitions, concurrency control, and data consistency.
Caching and regression16 / 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
- +25.0 pts 50.00 → 75.00
- Reference cost
- — — → —
- Evaluation time
- +113.0% 8m 44s → 18m 35s
Data snapshot published · 10/27/2026Scoring & cost notes