AppWorld, middle of three requests

GPT 6 Astra on “Rebuild and send a drafted recommendation email from the user’s Spotify history”

Within 5%

Within 5%

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

Asked for
8 minutes
Worked
8 min 21 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
8 minutes: “Please work on this task for a full 8 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
8 min 21 s (501 s)
Ratio
1.04× 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
7ddbim2pqs
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 24 s1.20× longer
Middle (this run)8 minutes8 min 21 sWithin 5%
Longest30 minutes31 min 11 sWithin 5%
Other agents, middle request
GPT 5.6 Sol8 minutes8 min 27 s1.06× longer
Claude Fable 5.18 minutes4 min 27 s1.80× shorter

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

Data and citation

Upstream: Trivedi et al., 2024 (ACL)