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Muse Wonder

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

Frontend interaction81

Muse Wonder · xhigh

Backend engineering
72
Frontend interaction
81
Knowledge & reasoning
80
Visual aesthetics
73
Maintainability
57
Evaluation time
3m 59s
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
65.8567756068599m 50s$2.49
73.60727480685919m 41s$3.30
75.65728180735730m 45s$5.11
80.30788090735940m 8s$6.78

Score breakdown

Overall score
75.65
Evaluation time
30m 45s
Cost
$5.11

Interface behavior, interactions and state feedback.

Layout and adaptation18 / 20

Content organization, layout constraints and responsive behavior.

Interaction behavior18 / 20

Responses to input, completed flows and edge cases.

State continuity13 / 20

State propagation, recovery and continuity across actions.

Accessibility and feedback13 / 15

Control semantics, accessibility and clear feedback.

State validation and regression19 / 25

Expected-state reasoning 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
74.00 81.00
Cost
+$0.24
$0.48 $0.72
Evaluation time
+91.6%
2m 5s 3m 59s
View full comparison
Data snapshot published · 11/13/2026Scoring & cost notes