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QoDuck

QoDuck has 1 tested configurations. Its highest published overall score is 75.65 at xhigh. Inspect dimension scores, evaluation time, and reference cost below.

Overall score75.65

QoDuck · xhigh

Backend engineering
70
Frontend interaction
80
Knowledge & reasoning
85
Visual aesthetics
64
Maintainability
55
Evaluation time
44m 58s
Reference cost
—

Complete evaluation · API reference cost

Overall rank 21 / 55 models · Best tested effortBackend tested · 11/7/2026Tasks & methodology

Tested configuration

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & reasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
75.65708085645544m 58s—

Score breakdown

Overall score
75.65
Evaluation time
44m 58s
Reference cost
N/A

Service logic, error handling and verification.

Contracts and boundaries13 / 20

API contracts, input validation and boundary behavior.

Retries and failures17 / 20

Recovery, retry conditions and failure handling.

CI and adversarial review14 / 20

Verification plans, risk detection and audit evidence.

Transactions and consistency17 / 20

State transitions, concurrency and consistency.

Caching and regression9 / 20

Invalidation, data updates and regression coverage.

Data snapshot published · 11/12/2026Scoring & cost notes