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muse-wonder

muse-wonder · default, showing knowledge & reasoning. Results for all tested efforts are available below.

Knowledge & Reasoning60

muse-wonder · default

Backend engineering
72
Frontend interaction
79
Knowledge & Reasoning
60
Visual aesthetics
68
Maintainability
59
Evaluation time
4m 58s
Reference cost
$1.18

Knowledge & Reasoning · 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

Cross-disciplinary knowledge and complex problem solving.

Mathematical reasoning15 / 15

Mathematical concepts, logical deduction, and calculation accuracy.

Computer science & AI5 / 15

Computing systems, algorithms, and AI principles.

Science and engineering5 / 10

Scientific principles, quantitative analysis, and engineering problem solving.

Life sciences and medicine15 / 20

Biological mechanisms, medical knowledge, and domain-specific reasoning.

Humanities and general knowledge20 / 40

Humanities, social sciences, conceptual distinctions, and synthesis.

What changes with higher reasoning effort

Compare knowledge & reasoning scores, cost, and time across neighboring tested efforts.

default high
Knowledge & Reasoning
+20.0 pts
60.00 80.00
Reference cost
+$0.46
$1.18 $1.63
Evaluation time
+144.2%
4m 58s 12m 8s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes