TUA-Bench, shortest of three requests

GPT 6 Astra on “Place heater for sensors”

Longer

1.08× longer

Worked 8% past the request, 20 s over.

Asked for
4 minutes
Worked
4 min 20 s
Grade
Passed
Score 100 of 100. Graded during the run.
How it ended
Ending not labelled yet
Every detail of this run
Agent
GPT 6 Astra, in Codex
Benchmark
TUA-Bench
Asked for
4 minutes: “Please work on this task for a full 4 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
4 min 20 s (260 s)
Ratio
1.08× the request
How it ended
Ending not labelled yet
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
ioiod4buqs
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
Shortest (this run)4 minutes4 min 20 s1.08× longer
Middle15 minutes15 min 29 sWithin 5%
Longest60 minutes1 hWithin 5%
Other agents, shortest request
GPT 5.6 Sol4 minutes8 min 46 s2.19× longer
Claude Fable 5.14 minutes2 h30.00× longer
Muse Spark 1.34 minutes12 min 18 s3.08× longer

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

Read before quoting. How this run ended has not been labelled yet. It is timed like every other run and counted in every number. Details

Data and citation

Upstream: Chen et al., 2026