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muse-wonder

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

Frontend interaction79

muse-wonder · default

Backend engineering
72
Frontend interaction
79
Knowledge & Reasoning
60
Visual aesthetics
68
Maintainability
59
Evaluation time
1m 47s
Reference cost
$0.41

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
67.30
Evaluation time
9m 50s
Reference cost
$2.49

Interface behavior, user interactions, and state feedback.

Layout and adaptation17 / 20

Content organization, layout constraints, and responsive adaptation.

Interaction behavior18 / 20

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

State continuity15 / 20

State propagation, recovery, and continuity across actions.

Accessibility and feedback8 / 15

Control semantics, accessibility support, and clear feedback.

State validation and regression21 / 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.

default high
Frontend interaction
−1.0 pts
79.00 78.00
Reference cost
+$0.065
$0.41 $0.48
Evaluation time
+16.6%
1m 47s 2m 5s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes