The hardest private FrontierMath problems, corrected v2 set, with Python tools. Separate from Tiers 1-3 in the core score.
050100%
Muse Wonder70.7*%Approx. 95% interval: 56.6–84.8%
Visual spatial reasoning
Furniture Assembly · Separate result
Assembly-error detection from photos and manuals, with zoom and Python tools. Uses model-assisted grading; not a general vision score.
050100%
Muse Wonder54.2*%Approx. 95% interval: 41.6–66.8%
Bars show reported task scores. Whiskers are approximate 95% intervals where standard errors are available. Different reasoning budgets are not equal-cost tests. Missing results are never zero.
Run it locally
Inference · memory estimate
Muse Wonder
Closed weights. No supported local deployment or GPU requirement is published.
API cost
USD / month
Standard text-token estimate. Excludes taxes, caching, batch discounts, reasoning and multimodal surcharges. Provider limits and regional availability may differ.