Nemotron-3-Ultra
Nemotron-3-Ultra · default, showing backend engineering. Results for all tested efforts are available below.
Backend engineering46
Nemotron-3-Ultra · default
- Backend engineering
- 46
- Frontend interaction
- 40
- Knowledge & Reasoning
- 40
- Visual aesthetics
- 61
- Maintainability
- 37
- Evaluation time
- 17m 3s
- Reference cost
- $0.000
Backend engineering · Evaluation time & API cost
Backend tested · 10/12/2026Tasks & methodology
Tested configuration
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| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & Reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| 44.05 | 46 | 40 | 40 | 61 | 37 | 109m 30s | $0.000 |
Score breakdown
- Overall score
- 44.05
- Evaluation time
- 109m 30s
- Reference cost
- $0.000
Service logic, error handling, and test verification.
Contracts and boundaries0 / 20
API contracts, input validation, and boundary behavior.
Retries and failures10 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review9 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency11 / 20
State transitions, concurrency control, and data consistency.
Caching and regression16 / 20
Cache invalidation, data updates, and regression coverage.
Data snapshot published · 10/27/2026Scoring & cost notes