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muse-wonder

muse-wonder · xhigh, showing frontend interaction. Results for all tested efforts are available below.

Frontend interaction85

muse-wonder · xhigh

Backend engineering
77
Frontend interaction
85
Knowledge & Reasoning
80
Visual aesthetics
73
Maintainability
57
Evaluation time
3m 59s
Reference cost
$0.72

Frontend interaction · Evaluation time & API cost

Tasks & methodology

Results by reasoning effort

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & ReasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
67.3072796068599m 50s$2.49
74.90767880685919m 41s$3.30
77.05778580735730m 45s$5.11
81.55828490735940m 8s$6.78

Score breakdown

Overall score
77.05
Evaluation time
30m 45s
Reference cost
$5.11

Interface behavior, user interactions, and state feedback.

Layout and adaptation18 / 20

Content organization, layout constraints, and responsive adaptation.

Interaction behavior20 / 20

Input response, completed workflows, and edge-case interactions.

State continuity15 / 20

State propagation, recovery, and continuity across actions.

Accessibility and feedback13 / 15

Control semantics, accessibility support, and clear feedback.

State validation and regression19 / 25

Expected-state verification and behavioral regression checks.

What changes with higher reasoning effort

Compare frontend interaction scores, cost, and time across neighboring tested efforts.

high xhigh
Frontend interaction
+7.0 pts
78.00 85.00
Reference cost
+$0.24
$0.48 $0.72
Evaluation time
+91.6%
2m 5s 3m 59s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes