Agents' Last Exam, middle of three requests

GPT 5.6 Sol on “Repair and calibrate an urban SUMO traffic simulation”

Within 5%

Within 5%

Worked 101% of the time asked, within 5% of it.

Asked for
20 minutes
Worked
20 min 11 s
Grade
Did not pass
Score 0 of 100. Graded afterwards.
How it ended
Ended on its own
Every detail of this run
Agent
GPT 5.6 Sol, in Codex
Asked for
20 minutes: “Please work on this task for a full 20 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
20 min 11 s (1,211 s)
Ratio
1.01× the request
How it ended
Ended on its own
Grade
Did not pass
It did not pass the task's checker in full. The grader returned 0. Pass rule: Full pass: a checker score of 1.
Score
0 of 100
Graded afterwards. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
ogw5u5hgz2
Data release
26 Sep 2026
The other requests for GPT 5.6 Sol on this task, and the other agents at this request
Sol on this taskAskedWorkedSplitResult
Shortest5 minutes28 min 7 s5.62× longer
Middle (this run)20 minutes20 min 11 sWithin 5%
Longest80 minutes1 h 21 minWithin 5%
Other agents, middle request
GPT 6 Astra20 minutes20 min 31 sWithin 5%
Claude Fable 5.120 minutes11 min 47 s1.70× shorter

See it on the chart. Transcripts are not published yet.

Data and citation

Upstream: Sun et al., 2026