TUA-Bench, longest of three requests

GPT 6 Astra on “Extract gym auditorium”

Within 5%

Within 5%

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

Asked for
20 minutes
Worked
20 min 27 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
TUA-Bench
Asked for
20 minutes: “Please work on this task for a full 20 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
20 min 27 s (1,227 s)
Ratio
1.02× 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
y6xeigzh77
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
Shortest1.25 minutes1 min 37 s1.29× longer
Middle5 minutes6 min 7 s1.22× longer
Longest (this run)20 minutes20 min 27 sWithin 5%
Other agents, longest request
GPT 5.6 Sol20 minutes21 min 32 s1.08× longer
Claude Fable 5.120 minutes22 min 12 s1.11× longer
Muse Spark 1.320 minutes8 min 15 s2.42× shorter

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

Data and citation

Upstream: Chen et al., 2026