Signature bake

GLM-5.3 Flash

Maker
Z.ai
Harness
pi 1.4.0
Effort
high
Runs
2 a task, 60 in all
Run dates
1 to 6 Nov 2026
Prices
as charged
Solved
41 of 60
68% · 9th of 10
Cost per fix
$0.078
3rd lowest of 10
Time per run
1m49s
median · 5th lowest of 10
Lines to review
138
median · 6th lowest of 10

All 30 tasks

Tasks most agents solvedOne column a task, run 1 on top. Hover over a run for detailed stats.Tasks few agents solved

Where it failed

Solved on every run: 18 tasks. Failed at least one run: 12 tasks.

TaskRunsRun 1Run 2All agents
An expired session makes a button hangJavaScript · Bug fix$0.007 · 30s · 36 lines150K tokens in · 3.8K out$0.024 · 1m37s · 29 lines506K tokens in · 16K out17 / 19
Server takes traffic after a failed startupPython · Bug fix$0.059 · 3m06s · 94 lines1.4M tokens in · 29K out$0.021 · 2m01s · 74 lines341K tokens in · 21K out17 / 19
Build a practice draft with computer opponentsTypeScript · Feature$0.088 · 7m36s · 769 lines1.8M tokens in · 70K out$0.23 · 31m50s · 673 lines5.9M tokens in · 101K out16 / 19
Flag ledger entries that clash with earlier onesPython · Feature$0.086 · 3m30s · 960 lines2.2M tokens in · 35K out$0.095 · 3m34s · 1132 lines2.5M tokens in · 38K out15 / 19
Import fails when the week has no data yetPython · Bug fix$0.011 · 53s · 69 lines222K tokens in · 6.0K out$0.012 · 1m01s · 80 lines229K tokens in · 7.0K out14 / 19
Every player from one provider shows zero pointsTypeScript · Bug fix$0.011 · 55s · 28 lines228K tokens in · 4.9K out$0.016 · 1m13s · 72 lines325K tokens in · 9.8K out13 / 19
Watch a list of events instead of onePython · Feature$0.049 · 2m28s · 387 lines1.1M tokens in · 27K out$0.074 · 3m13s · 673 lines1.9M tokens in · 32K out12 / 19
One failed check silences the other alertsPython · Feature$0.16 · 5m36s · 1229 lines4.3M tokens in · 59K out$0.16 · 4m54s · 1659 lines4.1M tokens in · 55K out11 / 19
When offers are equal, the sale is credited to the losing buyerPython · Bug fix$0.037 · 1m56s · 297 lines881K tokens in · 17K out$0.027 · 1m37s · 290 lines549K tokens in · 17K out10 / 19
One provider's teams appear with nobody on themTypeScript · Bug fix$0.067 · 4m57s · 433 lines1.7M tokens in · 26K out$0.084 · 5m13s · 191 lines2.0M tokens in · 43K out4 / 19
Pages load with their numbers blank once the season startsTypeScript · Bug fix$0.032 · 2m49s · 36 lines765K tokens in · 14K out$0.026 · 1m27s · 92 lines600K tokens in · 11K out1 / 19
Hundreds of players missing from an importPython · Bug fix$0.12 · 4m30s · 310 lines3.2M tokens in · 34K out$0.12 · 4m40s · 317 lines3.2M tokens in · 40K out0 / 19