Pareto 26.9 leads on quality: 37.9 points higher; GPT 6 Luna low leads on cost and agent time: 233.8× cheaper and 5.7× faster.
Stet score
GPT 6 Luna lowRank 14 of 14
21.295% range 12.5–31.2
Pareto 26.9Rank 5 of 14
59.195% range 48.8–69.237.9 points higher
GPT 6 Luna low solved 0 tasks that Pareto 26.9 didn’t, and Pareto 26.9 solved 8 that GPT 6 Luna low didn’t. Both solved 5; neither solved 10.
stet-5276aa3fPassed testsstet-commit-bbbbae09Passed testsstet-66762b4cPassed testsstet-commit-f0caded9Equivalent to the merged fixstet-43493c52Passed testsstet-6f84e978Passed testsstet-commit-f8ae1177Passed testsstet-2450ca2dPassed testsA 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. 1 of the 24 tasks is left out because one of the two has no scored result on it.
| Task | GPT 6 Luna low | Pareto 26.9 | 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 | Failed | Passed tests | Pareto 26.9 only |
stet-commit-bbbbae09 | No change made | Passed tests | Pareto 26.9 only |
stet-15439c21 | Passed tests | Passed tests | Both |
stet-66762b4c | Failed | Passed tests | Pareto 26.9 only |
stet-commit-f0caded9 | Failed | Equivalent to the merged fix | Pareto 26.9 only |
stet-commit-5d766dde | No change made | Failed | Neither |
stet-43493c52 | Failed | Passed tests | Pareto 26.9 only |
stet-6f84e978 | Failed | Passed tests | Pareto 26.9 only |
stet-commit-f8ae1177 | No change made | Passed tests | Pareto 26.9 only |
stet-2450ca2d | Failed | Passed tests | Pareto 26.9 only |
stet-commit-342d0ac0 | 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 Luna low | Pareto 26.9 |
|---|---|---|
| Rank | 14 of 14 | 5 of 14 |
| Stet score | 21.295% range 12.5–31.2 | 59.195% range 48.8–69.2 |
| Solved | 5/245 passed, 0 judged equivalent | 13/2412 passed, 1 judged equivalent |
| Passed review | 5/204 not recorded | 8/24 |
| Matched merged change | 5/204 not recorded | 9/24 |
| Cost / task | $0.05 | $12.47 |
| How cost was recorded | reported by its harness | reported by its harness on 23, estimated from tokens on 1 |
| Agent time / task | 6.9 min | 39.2 min |
| Ran in | Daytona sandbox | Daytona sandbox |
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.
Pareto 26.9 matched the merged change more often: 7 of 11 to GPT 6 Luna low’s 5.
| GPT 6 Luna low | Pareto 26.9 | |
|---|---|---|
| Matched merged change | 5/11 | 7/11 |
| Passed review | 5/11 | 7/11 |
| Cost / task | $0.02 | $5.74 |
| Agent time / task | 2.1 min | 29.4 min |
7 tasks
7 tasks whose instructions start with “Fix”. Their merged changes were 4–29 lines in 1–2 files.
GPT 6 Luna low matched the merged change more often: 5 of 7 to Pareto 26.9’s 4.
| GPT 6 Luna low | Pareto 26.9 | |
|---|---|---|
| Matched merged change | 5/7 | 4/7 |
| Passed review | 5/7 | 5/7 |
| Cost / task | $0.01 | $5.42 |
| Agent time / task | 2.1 min | 30.6 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 Luna low | Pareto 26.9 | |
|---|---|---|
| Matched merged change | 0/94 not recorded | 2/13 |
| Passed review | 0/94 not recorded | 1/13 |
| Cost / task | $0.08 | $18.18 |
| Agent time / task | 11.0 min | 47.4 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.