GPT 6.1 Sol medium leads on quality, cost and agent time: 7.7 points higher, 2.7× cheaper and 1.3× faster.
Stet score
GPT 6.1 Sol mediumRank 2 of 14
65.395% range 55.6–74.67.7 points higher
GPT 6 Sol mediumRank 7 of 14
57.695% range 49.5–65.7
GPT 6.1 Sol medium solved 0 tasks that GPT 6 Sol medium didn’t, and GPT 6 Sol medium solved 1 that GPT 6.1 Sol medium didn’t. Both solved 13; neither solved 10.
stet-commit-f0caded9Equivalent 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 6.1 Sol medium | GPT 6 Sol medium | 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 | Passed tests | Both |
stet-66762b4c | Passed tests | Passed tests | Both |
stet-commit-f0caded9 | Failed | Equivalent to the merged fix | 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 | Equivalent to the merged fix | Passed tests | Both |
stet-commit-f8ae1177 | Passed tests | Passed tests | Both |
stet-2450ca2d | Failed | Failed | Neither |
stet-commit-342d0ac0 | Equivalent to the merged fix | Equivalent to the merged fix | Both |
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 6.1 Sol medium | GPT 6 Sol medium |
|---|---|---|
| Rank | 2 of 14 | 7 of 14 |
| Stet score | 65.395% range 55.6–74.6 | 57.695% range 49.5–65.7 |
| Solved | 13/2410 passed, 3 judged equivalent | 14/2411 passed, 3 judged equivalent |
| Passed review | 10/24 | 8/24 |
| Matched merged change | 10/24 | 10/24 |
| Cost / task | $1.10 | $3.01 |
| How cost was recorded | estimated from tokens | estimated from tokens |
| Agent time / task | 11.8 min | 15.4 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.
GPT 6.1 Sol medium matched the merged change more often: 7 of 11 to GPT 6 Sol medium’s 6.
| GPT 6.1 Sol medium | GPT 6 Sol medium | |
|---|---|---|
| Matched merged change | 7/11 | 6/11 |
| Passed review | 8/11 | 6/11 |
| Cost / task | $0.47 | $0.75 |
| Agent time / task | 5.8 min | 6.6 min |
7 tasks
7 tasks whose instructions start with “Fix”. Their merged changes were 4–29 lines in 1–2 files.
GPT 6.1 Sol medium matched the merged change more often: 6 of 7 to GPT 6 Sol medium’s 5.
| GPT 6.1 Sol medium | GPT 6 Sol medium | |
|---|---|---|
| Matched merged change | 6/7 | 5/7 |
| Passed review | 5/7 | 5/7 |
| Cost / task | $0.42 | $0.60 |
| Agent time / task | 5.3 min | 5.4 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 GPT 6.1 Sol medium’s 3.
| GPT 6.1 Sol medium | GPT 6 Sol medium | |
|---|---|---|
| Matched merged change | 3/13 | 4/13 |
| Passed review | 2/13 | 2/13 |
| Cost / task | $1.63 | $4.92 |
| Agent time / task | 16.9 min | 22.9 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.