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GPT 5.6 Luna low vs SWE-2 Max high

SWE-2 Max high leads on quality; GPT 5.6 Luna low on speed.

Quality
+13.4 pts
SWE-2 Max high
7–1 head to head, 14 tied
Not yet conclusive across all 136 comparisons on the board.
Speed
10.2× faster
GPT 5.6 Luna low
6.7 min vs 68.3 min per task

24 tasksData from Cost not recorded for SWE-2 Max high

Stet score

GPT 5.6 Luna lowcodex · low reasoningRank 15 of 17

45.095% range 39.1–50.4

SWE-2 Max highhigh reasoningRank 1 of 17

58.495% range 49.6–67.613.4 points higher

A directional read: their 95% score ranges overlap.

Quality

Head-to-head matchups

GPT 5.6 Luna low won1

Tied14

SWE-2 Max high won7

2 undecided
SWE-2 Max high’s win share 65%, 95% range 54–76%Ties are within judge noise.

Task by task

GPT 5.6 Luna low solved 1 task that SWE-2 Max high didn’t, and SWE-2 Max high solved 7 that GPT 5.6 Luna low didn’t. Both solved 7; neither solved 7.

stet-commit-bbbbae09Solved by 15 of 17 setups

  • GPT 5.6 Luna lowFailed
  • SWE-2 Max highPassed tests

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. 2 of the 24 tasks are left out because one of the two has no scored result on them.

All 22 compared tasks
Task by task
TaskGPT 5.6 Luna lowSWE-2 Max highSolved by
stet-232b50baPassed testsPassed testsBoth
stet-3169aefaPassed testsPassed testsBoth
stet-5276aa3fPassed testsPassed testsBoth
stet-commit-bbbbae09FailedPassed testsSWE-2 Max high only
stet-66762b4cEquivalent to the merged fixPassed testsBoth
stet-commit-5d766ddeEquivalent to the merged fixEquivalent to the merged fixBoth
stet-commit-f0caded9Equivalent to the merged fixPassed testsBoth
stet-43493c52Passed testsFailedGPT 5.6 Luna low only
stet-commit-f8ae1177FailedFailedNeither
stet-15439c21Equivalent to the merged fixEquivalent to the merged fixBoth
stet-2450ca2dFailedPassed testsSWE-2 Max high only
stet-commit-342d0ac0FailedEquivalent to the merged fixSWE-2 Max high only
stet-6f84e978FailedPassed testsSWE-2 Max high only
stet-commit-60a0e6c2FailedPassed testsSWE-2 Max high only
stet-commit-5e075641FailedPassed testsSWE-2 Max high only
stet-commit-2826765eFailedFailedNeither
stet-commit-a8716b88FailedEquivalent to the merged fixSWE-2 Max high only
stet-commit-e928166fFailedFailedNeither
stet-commit-30506f8eFailedFailedNeither
stet-commit-87814583FailedFailedNeither
stet-commit-d2ab0c25FailedFailedNeither
stet-commit-e41c2e2dFailedFailedNeither

Side by side

Side by side
MetricGPT 5.6 Luna lowSWE-2 Max high
Harnesscodex—
Reasoning effortlowhigh
Rank15 of 171 of 17
Stet score45.095% range 39.1–50.458.495% range 49.6–67.6
Solved10/246 passed, 4 judged equivalent14/2410 passed, 4 judged equivalent
Cost / task$0.05not recorded
Agent time / task6.7 min68.3 min

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