Agents' Last Exam, longest 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
80 minutes
Worked
1 h 21 min
Grade
Passed
Score 100 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
80 minutes: “Please work on this task for a full 80 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
1 h 21 min (4,837 s)
Ratio
1.01× the request
How it ended
Ended on its own
Grade
Passed
It passed the task's checker in full. The grader returned 1. Pass rule: Full pass: a checker score of 1.
Score
100 of 100
Graded afterwards. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
mlxbefvgqf
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
Middle20 minutes20 min 11 sWithin 5%
Longest (this run)80 minutes1 h 21 minWithin 5%
Other agents, longest request
GPT 6 Astra80 minutes1 h 20 minWithin 5%
Claude Fable 5.180 minutes33 min 46 s2.37× shorter

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Data and citation

Upstream: Sun et al., 2026