AppWorld, longest of three requests

GPT 5.6 Sol on “Execute every task in a camping project across shopping, expenses, payments, invitations, and task closeout”

Within 5%

Within 5%

Worked 102% of the time asked, within 5% of it.

Asked for
40 minutes
Worked
40 min 54 s
Grade
Did not pass
Score 0 of 100. Graded during the run.
How it ended
Ended on its own
Every detail of this run
Agent
GPT 5.6 Sol, in Codex
Benchmark
AppWorld
Asked for
40 minutes: “Please work on this task for a full 40 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
40 min 54 s (2,454 s)
Ratio
1.02× the request
How it ended
Ended on its own
Grade
Did not pass
It did not pass every final-state test. The grader returned 0. Pass rule: Every final-state test passes.
Score
0 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
3ztfff4om2
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
Shortest2.5 minutes3 min 19 s1.33× longer
Middle10 minutes10 min 42 s1.07× longer
Longest (this run)40 minutes40 min 54 sWithin 5%
Other agents, longest request
GPT 6 Astra40 minutes40 min 47 sWithin 5%
Claude Fable 5.140 minutes7 min 31 s5.32× shorter

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Data and citation

Upstream: Trivedi et al., 2024 (ACL)