‹ PublicAI Index
The LLM benchmark aggregator.
Muse Wonder Full
Meta
Strongest in Knowledge work (#3 of 198), weakest in Reasoning (#29 of 189). Above par in 14 of 15 scopes. Among the models it meets almost everywhere, it finishes behind Claude Fable 5 and Gemini 4 Argon and ahead of Claude Sonnet 5.5 and Muse Wonder.
§ 1 · Profile
What it is good at
Bars run from 50 — the average of the models each source lists — so right of the line is above par. The middle column is the gap to whoever leads that scope.
Professional59.1−4#6/1871/2
Legal65.2−1.2#3/1621/1
Biology research56.5−14.6#8/271/1
Medical59.5−7#11/1491/1
Cybersecurity57.9−6.1#12/461/1
IT operations48.1−25.7#12/311/1
Finance57.4−5.1#24/1611/1
Core abilities61.8−3.4#6/2251/4
General intelligence67−1.8#5/2141/3
Agents63−2.9#8/2892/6
Knowledge work70.8−1#3/1982/2
Coding60.3−6.1#10/1761/6
Agentic coding61−6#10/1691/5
Reasoning56.5−8.3#29/1891/5
Mathematics59.9−4.1#13/1491/2
§ 2 · Head to head
What it beats, and what beats it
The same models turn up scope after scope. Counted once: where both were placed, who finished higher. Bars run right for Muse Wonder Full, left for the other.
§ 3 · Sources
Where the numbers come from
4 publications, 15 figures. Every one links to the page it was read from.
Artificial Analysis Intelligence Index 56
GDPval-AA 1857
AA-Briefcase 1729
Vals · Legal Research Bench 53.37%Vals · LegalBench 87.42%Vals · Harvey Legal Agent Benchmark 21.67%Vals · Finance Agent 59.06%Vals · MedCode 49.93%Vals · MedScribe 89.33%Vals · BioMysteryBench 73.33%Vals · CyberBench 73.63%Vals · SRE Bench 11.83%Vals · Vibe Code Bench 86% (OpenHands)Vals · Code Migration 61.03%Vals · ProofBench 94%
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