ProgramBench, longest of three requests

GPT 6 Astra on “kaushiksrini/parqeye”

Within 5%

Within 5%

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

Asked for
500 minutes
Worked
8 h 21 min
Grade
Did not pass
Score 47.5 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
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 21 min (30,032 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 0.475. Pass rule: Resolved: every hidden test passes.
Score
47.5 of 100
Graded afterwards. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
cq5phkbacj
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 54 sWithin 5%
Middle125 minutes2 h 6 minWithin 5%
Longest (this run)500 minutes8 h 21 minWithin 5%
Other agents, longest request
GPT 5.6 Sol500 minutes1 h 3 min7.89× shorter
Claude Fable 5.1500 minutes32 min 36 s15.34× shorter

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

Data and citation

Upstream: Yang et al., 2026