AppWorld, longest of three requests

GPT 6 Astra 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 47 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 6 Astra, 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 47 s (2,447 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
6i6zml55bq
Data release
26 Sep 2026
The other requests for GPT 6 Astra on this task, and the other agents at this request
Astra on this taskAskedWorkedSplitResult
Shortest2.5 minutes2 min 41 s1.08× longer
Middle10 minutes10 min 38 s1.06× longer
Longest (this run)40 minutes40 min 47 sWithin 5%
Other agents, longest request
GPT 5.6 Sol40 minutes40 min 54 sWithin 5%
Claude Fable 5.140 minutes7 min 31 s5.32× shorter

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

Data and citation

Upstream: Trivedi et al., 2024 (ACL)