Agents' Last Exam, shortest of three requests

Claude Fable 5.1 on “Repair and calibrate an urban SUMO traffic simulation”

Longer

23.05× longer

Worked 23.0 times as long as asked, 1 h 50 min over.

Asked for
5 minutes
Worked
1 h 55 min
Grade
Did not pass
Score 0 of 100. Nothing to grade, counted as 0.
How it ended
Stopped by an error
Every detail of this run
Agent
Claude Fable 5.1, in Claude Code
Asked for
5 minutes: “Please work on this task for a full 5 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
1 h 55 min (6,915 s)
Ratio
23.05× the request
How it ended
Stopped by an error
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
Nothing to grade, counted as 0. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
hmafy2f2q6
Data release
26 Sep 2026
The other requests for Claude Fable 5.1 on this task, and the other agents at this request
Fable on this taskAskedWorkedSplitResult
Shortest (this run)5 minutes1 h 55 min23.05× longer
Middle20 minutes11 min 47 s1.70× shorter
Longest80 minutes33 min 46 s2.37× shorter
Other agents, shortest request
GPT 6 Astra5 minutes9 min 14 s1.84× longer
GPT 5.6 Sol5 minutes28 min 7 s5.62× longer

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

Read before quoting. This run was stopped by an error, so its time is a lower bound: the agent might have kept going. Details

Data and citation

Upstream: Sun et al., 2026