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QoDuck

QoDuck · xhigh, showing frontend interaction. Results for all tested efforts are available below.

Frontend interaction80

QoDuck · xhigh

Backend engineering
70
Frontend interaction
80
Knowledge & reasoning
85
Visual aesthetics
64
Maintainability
55
Evaluation time
8m 20s
Cost
—

Frontend interaction · Evaluation time & API cost

Tasks & 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
Cost
N/A

Interface behavior, interactions and state feedback.

Layout and adaptation18 / 20

Content organization, layout constraints and responsive behavior.

Interaction behavior20 / 20

Responses to input, completed flows and edge cases.

State continuity8 / 20

State propagation, recovery and continuity across actions.

Accessibility and feedback13 / 15

Control semantics, accessibility and clear feedback.

State validation and regression21 / 25

Expected-state reasoning and behavioral regression checks.

Data snapshot published · 11/13/2026Scoring & cost notes