Haiku 5.5 max leads on quality: 27.6 points higher; GLM 5.3 Flash leads on cost and agent time: 9.4× cheaper and 2.2× faster.
Stet score
GLM 5.3 FlashRank 13 of 14
31.095% range 21.5–41.5
Haiku 5.5 maxRank 6 of 14
58.695% range 47.5–69.027.6 points higher
GLM 5.3 Flash solved 2 tasks that Haiku 5.5 max didn’t, and Haiku 5.5 max solved 5 that GLM 5.3 Flash didn’t. Both solved 7; neither solved 9.
stet-232b50baPassed testsstet-66762b4cPassed testsstet-commit-5d766ddeEquivalent to the merged fixstet-6f84e978Equivalent to the merged fixstet-commit-f8ae1177Passed testsstet-2450ca2dPassed testsstet-commit-342d0ac0Equivalent 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. 1 of the 24 tasks is left out because one of the two has no scored result on it.
| Task | GLM 5.3 Flash | Haiku 5.5 max | 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 | Failed | GLM 5.3 Flash only |
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 | Failed | GLM 5.3 Flash only |
stet-commit-f0caded9 | Passed tests | Passed tests | Both |
stet-commit-5d766dde | Failed | Equivalent to the merged fix | Haiku 5.5 max only |
stet-43493c52 | Failed | Failed | Neither |
stet-6f84e978 | Failed | Equivalent to the merged fix | Haiku 5.5 max only |
stet-commit-f8ae1177 | Failed | Passed tests | Haiku 5.5 max only |
stet-2450ca2d | Failed | Passed tests | Haiku 5.5 max only |
stet-commit-342d0ac0 | Failed | Equivalent to the merged fix | Haiku 5.5 max only |
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 | GLM 5.3 Flash | Haiku 5.5 max |
|---|---|---|
| Rank | 13 of 14 | 6 of 14 |
| Stet score | 31.095% range 21.5–41.5 | 58.695% range 47.5–69.0 |
| Solved | 9/249 passed, 0 judged equivalent | 12/249 passed, 3 judged equivalent |
| Passed review | 6/231 not recorded | 9/222 not recorded |
| Matched merged change | 6/24 | 10/222 not recorded |
| Cost / task | $0.41 | $3.85 |
| How cost was recorded | estimated from tokens | reported by its harness on 23, estimated from tokens on 1 |
| Agent time / task | 26.7 min | 58.4 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.
| GLM 5.3 Flash | Haiku 5.5 max | |
|---|---|---|
| Matched merged change | 6/11 | 7/101 not recorded |
| Passed review | 6/101 not recorded | 7/101 not recorded |
| Cost / task | $0.06 | $1.18 |
| Agent time / task | 10.2 min | 36.3 min |
7 tasks
7 tasks whose instructions start with “Fix”. Their merged changes were 4–29 lines in 1–2 files.
Both matched the merged change on 5 of 7.
| GLM 5.3 Flash | Haiku 5.5 max | |
|---|---|---|
| Matched merged change | 5/7 | 5/7 |
| Passed review | 5/7 | 5/7 |
| Cost / task | $0.05 | $1.15 |
| Agent time / task | 9.4 min | 34.6 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.
| GLM 5.3 Flash | Haiku 5.5 max | |
|---|---|---|
| Matched merged change | 0/13 | 3/121 not recorded |
| Passed review | 0/13 | 2/121 not recorded |
| Cost / task | $0.70 | $6.11 |
| Agent time / task | 40.7 min | 77.1 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.