GPT 6 Sol medium leads on quality: 24.4 points higher; Muse control leads on cost and agent time: 30.0× cheaper and 1.2× faster.
Stet score
GPT 6 Sol mediumRank 7 of 14
57.695% range 49.5–65.724.4 points higher
Muse controlRank 12 of 14
33.295% range 24.3–42.4
GPT 6 Sol medium solved 5 tasks that Muse control didn’t, and Muse control solved 1 that GPT 6 Sol medium didn’t. Both solved 9; neither solved 9.
stet-15439c21Passed testsstet-commit-f0caded9Equivalent to the merged fixstet-6f84e978Passed testsstet-commit-f8ae1177Passed testsstet-commit-342d0ac0Equivalent to the merged fixstet-2450ca2dEquivalent to the merged fixA 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.
| Task | GPT 6 Sol medium | Muse control | Solved by |
|---|---|---|---|
stet-3169aefa | Passed tests | Passed tests | Both |
stet-89dfbc27 | Passed tests | Passed tests | Both |
stet-b28f4fe7 | Passed tests | Passed tests | Both |
stet-232b50ba | Passed tests | Passed tests | Both |
stet-5276aa3f | Passed tests | Passed tests | Both |
stet-commit-bbbbae09 | Passed tests | Passed tests | Both |
stet-15439c21 | Passed tests | Failed | GPT 6 Sol medium only |
stet-66762b4c | Passed tests | Passed tests | Both |
stet-commit-f0caded9 | Equivalent to the merged fix | Failed | GPT 6 Sol medium only |
stet-commit-5d766dde | Equivalent to the merged fix | Equivalent to the merged fix | Both |
stet-43493c52 | Passed tests | Passed tests | Both |
stet-6f84e978 | Passed tests | Failed | GPT 6 Sol medium only |
stet-commit-f8ae1177 | Passed tests | Failed | GPT 6 Sol medium only |
stet-2450ca2d | Failed | Equivalent to the merged fix | Muse control only |
stet-commit-342d0ac0 | Equivalent to the merged fix | Failed | GPT 6 Sol medium only |
stet-commit-60a0e6c2 | Failed | Failed | Neither |
stet-commit-5e075641 | Failed | Failed | Neither |
stet-commit-2826765e | Failed | Failed | Neither |
stet-commit-a8716b88 | Failed | Failed | Neither |
stet-commit-30506f8e | Failed | Failed | Neither |
stet-commit-87814583 | Failed | Failed | Neither |
stet-commit-d2ab0c25 | Failed | Failed | Neither |
stet-commit-e41c2e2d | Failed | Failed | Neither |
stet-commit-e928166f | Failed | Failed | Neither |
| Metric | GPT 6 Sol medium | Muse control |
|---|---|---|
| Rank | 7 of 14 | 12 of 14 |
| Stet score | 57.695% range 49.5–65.7 | 33.295% range 24.3–42.4 |
| Solved | 14/2411 passed, 3 judged equivalent | 10/248 passed, 2 judged equivalent |
| Passed review | 8/24 | 5/24 |
| Matched merged change | 10/24 | 8/24 |
| Cost / task | $3.01 | $0.10 |
| How cost was recorded | estimated from tokens | estimated from tokens |
| Agent time / task | 15.4 min | 13.2 min |
| Ran in | Daytona sandbox | local Docker |
The leaderboard’s readings on groups of tasks. Each group holds fewer tasks than the overall standings, so treat these as leads to test on your repo.
11 tasks
11 tasks whose merged change was 2–149 lines in 1–2 files. The 7 small fixes below are among them.
Muse control matched the merged change more often: 7 of 11 to GPT 6 Sol medium’s 6.
| GPT 6 Sol medium | Muse control | |
|---|---|---|
| Matched merged change | 6/11 | 7/11 |
| Passed review | 6/11 | 5/11 |
| Cost / task | $0.75 | $0.03 |
| Agent time / task | 6.6 min | 4.3 min |
7 tasks
7 tasks whose instructions start with “Fix”. Their merged changes were 4–29 lines in 1–2 files.
GPT 6 Sol medium matched the merged change more often: 5 of 7 to Muse control’s 4.
| GPT 6 Sol medium | Muse control | |
|---|---|---|
| Matched merged change | 5/7 | 4/7 |
| Passed review | 5/7 | 4/7 |
| Cost / task | $0.60 | $0.03 |
| Agent time / task | 5.4 min | 4.3 min |
13 tasks
13 tasks whose merged change ran over 150 lines or more than 3 files: 113–1,420 lines in 2–19 files.
GPT 6 Sol medium matched the merged change more often: 4 of 13 to Muse control’s 1.
| GPT 6 Sol medium | Muse control | |
|---|---|---|
| Matched merged change | 4/13 | 1/13 |
| Passed review | 2/13 | 0/13 |
| Cost / task | $4.92 | $0.16 |
| Agent time / task | 22.9 min | 20.8 min |
Stet replays your merged PRs, scores quality above pass/fail, and delivers comparison reports through your agent.
Run it on your repocompare-n24-r3b.