AppWorld, longest of three requests

GPT 6 Astra on “Export every playlist song to a CSV and email the backup”

Within 5%

Within 5%

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

Asked for
40 minutes
Worked
40 min 46 s
Grade
Passed
Score 100 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 46 s (2,446 s)
Ratio
1.02× the request
How it ended
Ended on its own
Grade
Passed
It passed every final-state test. The grader returned 1. Pass rule: Every final-state test passes.
Score
100 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
y5qjha574q
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 minutes3 min 1 s1.21× longer
Middle10 minutes10 min 27 sWithin 5%
Longest (this run)40 minutes40 min 46 sWithin 5%
Other agents, longest request
GPT 5.6 Sol40 minutes40 min 40 sWithin 5%
Claude Fable 5.140 minutes3 min 19 s12.04× shorter

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

Data and citation

Upstream: Trivedi et al., 2024 (ACL)