AppWorld, longest of three requests

GPT 6 Astra on “Buy a requested item, forward its receipt, and recover the cost through Venmo”

Within 5%

Within 5%

Worked 104% of the time asked, within 5% of it.

Asked for
30 minutes
Worked
31 min 16 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
30 minutes: “Please work on this task for a full 30 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
31 min 16 s (1,876 s)
Ratio
1.04× 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
qlmuhibu2v
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 minutes2 min 29 s1.24× longer
Middle8 minutes8 min 24 sWithin 5%
Longest (this run)30 minutes31 min 16 sWithin 5%
Other agents, longest request
GPT 5.6 Sol30 minutes31 min 31 s1.05× longer
Claude Fable 5.130 minutes4 min 44 s6.33× shorter

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

Data and citation

Upstream: Trivedi et al., 2024 (ACL)