gpt-6-luna
gpt-6-luna · high, showing backend engineering. Results for all tested efforts are available below.
Backend engineering44
gpt-6-luna · high
- Backend engineering
- 44
- Frontend interaction
- 50
- Knowledge & Reasoning
- 50
- Visual aesthetics
- 68
- Maintainability
- 47
- Evaluation time
- 11m 46s
- Reference cost
- $0.013
Backend engineering · Evaluation time & API cost
Backend tested · 9/23/2026Tasks & 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 |
|---|---|---|---|---|---|---|---|---|---|
| 37.85 | 23 | 49 | 25 | 64 | 51 | 39m 27s | — | ||
| 39.85 | 24 | 56 | 25 | 64 | 55 | 39m 46s | $0.032 | ||
| 34.00 | 29 | 34 | 25 | 53 | 47 | 6m 28s | $0.050 | ||
| 51.20 | 44 | 50 | 50 | 68 | 47 | 48m 0s | $0.042 | ||
| 62.00 | 62 | 80 | 50 | 68 | 59 | 63m 52s | $0.061 | ||
| 53.80 | 61 | 77 | 30 | 68 | 55 | 72m 51s | — |
Score breakdown
- Overall score
- 51.20
- Evaluation time
- 48m 0s
- Reference cost
- $0.042
Service logic, error handling, and test verification.
Contracts and boundaries8 / 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 regression6 / 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.
medium high
- Backend engineering
- +15.0 pts 29.00 → 44.00
- Reference cost
- −$0.001 $0.014 → $0.013
- Evaluation time
- +571.6% 1m 45s → 11m 46s
Data snapshot published · 10/27/2026Scoring & cost notes