glm-5.3
glm-5.3 · high, showing backend engineering. Results for all tested efforts are available below.
Backend engineering69
glm-5.3 · high
- Backend engineering
- 69
- Frontend interaction
- 82
- Knowledge & Reasoning
- 50
- Visual aesthetics
- 66
- Maintainability
- 68
- Evaluation time
- 19m 41s
- Reference cost
- $0.48
Backend engineering · Evaluation time & API cost
Backend tested · 10/8/2026Tasks & 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 |
|---|---|---|---|---|---|---|---|---|---|
| 64.40 | 69 | 82 | 50 | 66 | 68 | 65m 34s | $2.18 | ||
| 70.40 | 70 | 78 | 70 | 66 | 64 | 153m 15s | $1.83 |
Score breakdown
- Overall score
- 64.40
- Evaluation time
- 65m 34s
- Reference cost
- $2.18
Service logic, error handling, and test verification.
Contracts and boundaries10 / 20
API contracts, input validation, and boundary behavior.
Retries and failures14 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review12 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency15 / 20
State transitions, concurrency control, and data consistency.
Caching and regression18 / 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 max
- Backend engineering
- +1.0 pts 69.00 → 70.00
- Reference cost
- −$0.039 $0.48 → $0.44
- Evaluation time
- −12.5% 19m 41s → 17m 14s
Model and effort comparisons
Data snapshot published · 10/27/2026Scoring & cost notes