AppWorld, middle of three requests

GPT 6 Astra on “Collect every cable bill, normalize filenames, ZIP them, and reply to the request”

Longer

1.07× longer

Worked 7% past the request, 39 s over.

Asked

Worked

Safety cutoff 1 h 20 min, off the scale

Every detail of this run

Agent: GPT 6 Astra, in Codex
Benchmark: AppWorld
Task: Collect every cable bill, normalize filenames, ZIP them, and reply to the request
Asked for: 10 minutes: “Please work on this task for a full 10 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked: 10 min 39 s (639 s)
Ratio: 1.07× 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: 67idvkqz36
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 task	Asked	Worked	Result
Shortest	2.5 minutes	2 min 42 s	1.08× longer
Middle (this run)	10 minutes	10 min 39 s	1.07× longer
Longest	40 minutes	41 min	Within 5%
Other agents, middle request
GPT 5.6 Sol	10 minutes	10 min 28 s	Within 5%
Claude Fable 5.1	10 minutes	5 min 59 s	1.67× shorter

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Data and citation