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Grok 4.7 High vs Muse Wonder Full low

No clear quality winner: Muse Wonder Full low won 10, Grok 4.7 High won 4, 6 tied, 4 undecided; Grok 4.7 High leads on agent time: 1.1× faster; Muse Wonder Full low’s cost wasn’t recorded.

24 tasksData from

Stet score

Grok 4.7 Highcursor · high reasoningRank 5 of 16

62.195% range 51.7–71.7

Muse Wonder Full lowmuse · low reasoningRank 1 of 16

72.495% range 60.4–83.310.3 points higher

A directional read: their 95% score ranges overlap.

Cost / task

Grok 4.7 High$5.76
Muse Wonder Full lownot recorded

Agent time / task

Grok 4.7 High18.9 min1.1× faster
Muse Wonder Full low21.6 min

Quality

Head-to-head matchups

Grok 4.7 High won4

Tied64 undecided

Muse Wonder Full low won10

Muse Wonder Full low’s win share 65%, 95% range 47–81%Ties are within judge noise.

Task by task

Grok 4.7 High solved 1 task that Muse Wonder Full low didn’t, and Muse Wonder Full low solved 2 that Grok 4.7 High didn’t. Both solved 10; neither solved 7.

Grok 4.7 High only 1

  • stet-6f84e978Passed tests

Muse Wonder Full low only 2

  • stet-43493c52Passed tests
  • stet-commit-e928166fEquivalent to the merged fix

A task counts as solved when its tests passed or a judge found the fix equivalent to the merged change, as in the leaderboard’s Solved column. Stet score also weighs code quality, so it can order the two differently. 4 of the 24 tasks are left out because one of the two has no scored result on them.

All 20 compared tasks
Task by task
TaskGrok 4.7 HighMuse Wonder Full lowSolved by
stet-3169aefaPassed testsPassed testsBoth
stet-89dfbc27Passed testsPassed testsBoth
stet-b28f4fe7Passed testsPassed testsBoth
stet-232b50baPassed testsPassed testsBoth
stet-5276aa3fPassed testsPassed testsBoth
stet-commit-bbbbae09Passed testsPassed testsBoth
stet-66762b4cPassed testsEquivalent to the merged fixBoth
stet-15439c21Passed testsPassed testsBoth
stet-commit-5d766ddeEquivalent to the merged fixEquivalent to the merged fixBoth
stet-43493c52FailedPassed testsMuse Wonder Full low only
stet-6f84e978Passed testsFailedGrok 4.7 High only
stet-2450ca2dPassed testsPassed testsBoth
stet-commit-342d0ac0FailedFailedNeither
stet-commit-60a0e6c2FailedFailedNeither
stet-commit-5e075641FailedFailedNeither
stet-commit-a8716b88FailedFailedNeither
stet-commit-e928166fFailedEquivalent to the merged fixMuse Wonder Full low only
stet-commit-30506f8eFailedFailedNeither
stet-commit-d2ab0c25FailedFailedNeither
stet-commit-e41c2e2dFailedFailedNeither

Side by side

Side by side
MetricGrok 4.7 HighMuse Wonder Full low
Harnesscursormuse
Reasoning efforthighlow
Rank5 of 161 of 16
Stet score62.195% range 51.7–71.772.495% range 60.4–83.3
Solved13/2411 passed, 2 judged equivalent12/249 passed, 3 judged equivalent
Cost / task$5.76not recorded
Agent time / task18.9 min21.6 min

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About this data

  • 24 tasks, each a merged change replayed from the repo as it was just before the merge.
  • Data from .
  • Both setups come from the same leaderboard run of 16 setups: bmk_d4ba310fdf50db4ccb2092e3.

See all 16 setups on the leaderboardHow Stet measures