TUA-Bench, middle of three requests

GPT 6 Astra on “Extract presenter photos”

Longer

1.06× longer

Worked 6% past the request, 38 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: TUA-Bench
Task: Extract presenter photos
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 38 s (638 s)
Ratio: 1.06× the request
How it ended: Ended on its own
Grade: Passed; It completed the task in full. The grader returned 1. Pass rule: Full completion: a reward of 1 on the final state.
Score: 100 of 100; Graded during the run. The paper's value.
Wording: The standard sentence, used from 4 September 2026.
Run id: vqn5atmon4
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 51 s	1.14× longer
Middle (this run)	10 minutes	10 min 38 s	1.06× longer
Longest	40 minutes	40 min 46 s	Within 5%
Other agents, middle request
GPT 5.6 Sol	10 minutes	10 min 54 s	1.09× longer
Claude Fable 5.1	10 minutes	4 min 30 s	2.22× shorter

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