ProgramBench, longest of three requests

GPT 6 Astra on “nuta/nsh”

Within 5%

Within 5%

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

Asked for
200 minutes
Worked
3 h 20 min
Grade
Did not pass
Score 86.7 of 100. Graded afterwards.
How it ended
Ended on its own
Every detail of this run
Agent
GPT 6 Astra, in Codex
Benchmark
ProgramBench
Asked for
200 minutes: “Please work on this task for a full 200 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
3 h 20 min (12,028 s)
Ratio
1.00× the request
How it ended
Ended on its own
Grade
Did not pass
It did not pass every hidden test. The grader returned 0.867. Pass rule: Resolved: every hidden test passes.
Score
86.7 of 100
Graded afterwards. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
phawrcw5bw
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
Shortest12.5 minutes12 min 39 sWithin 5%
Middle50 minutes50 min 18 sWithin 5%
Longest (this run)200 minutes3 h 20 minWithin 5%
Other agents, longest request
GPT 5.6 Sol200 minutes30 min 10 s6.63× shorter
Claude Fable 5.1200 minutes6 h 40 min2.00× longer

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

Data and citation

Upstream: Yang et al., 2026