Terminal-Bench 4.0, longest of three requests

GPT 6 Astra on “Train a lake-temperature profile model from sparse observations”

Within 5%

Within 5%

Worked 100% of the time asked, within 5% of it.

Asked for
500 minutes
Worked
8 h 22 min
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
Asked for
500 minutes: “Please work on this task for a full 500 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
8 h 22 min (30,091 s)
Ratio
1.00× the request
How it ended
Ended on its own
Grade
Passed
It passed the task's tests. The grader returned 1. Pass rule: The task's tests pass.
Score
100 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
ndkzxfpk2m
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
Shortest30 minutes30 min 32 sWithin 5%
Middle125 minutes2 h 6 minWithin 5%
Longest (this run)500 minutes8 h 22 minWithin 5%
Other agents, longest request
GPT 5.6 Sol500 minutes8 h 21 minWithin 5%
Claude Fable 5.1500 minutes4 h 4 min2.05× shorter

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Data and citation

Upstream: Merrill et al., 2026 (ICLR)