TUA-Bench, middle of three requests

GPT 5.6 Sol on “Place heater for sensors”

Shorter

1.57× shorter

Stopped at 64% of the time asked, 5 min 26 s short.

Asked for
15 minutes
Worked
9 min 34 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 5.6 Sol, in Codex
Benchmark
TUA-Bench
Asked for
15 minutes: “Please work on this task for a full 15 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
9 min 34 s (574 s)
Ratio
0.64× 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
tjxom3hcnv
Data release
26 Sep 2026
The other requests for GPT 5.6 Sol on this task, and the other agents at this request
Sol on this taskAskedWorkedSplitResult
Shortest4 minutes8 min 46 s2.19× longer
Middle (this run)15 minutes9 min 34 s1.57× shorter
Longest60 minutes1 h 1 minWithin 5%
Other agents, middle request
GPT 6 Astra15 minutes15 min 29 sWithin 5%
Claude Fable 5.115 minutes21 min 59 s1.47× longer

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

Data and citation

Upstream: Chen et al., 2026