ProgramBench, shortest of three requests

GPT 6 Astra on “tomarrell/wrapcheck”

Within 5%

Within 5%

Worked 103% of the time asked, within 5% of it.

Asked for
15 minutes
Worked
15 min 27 s
Grade
Did not pass
Score 62.9 of 100. Graded afterwards.
How it ended
Ending not labelled yet
Every detail of this run
Agent
GPT 6 Astra, in Codex
Benchmark
ProgramBench
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
15 min 27 s (927 s)
Ratio
1.03× the request
How it ended
Ending not labelled yet
Grade
Did not pass
It did not pass every hidden test. The grader returned 0.629. Pass rule: Resolved: every hidden test passes.
Score
62.9 of 100
Graded afterwards. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
mid5e44tv3
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)15 minutes15 min 27 sWithin 5%
Middle60 minutes1 hWithin 5%
Longest250 minutes4 h 10 minWithin 5%
Other agents, shortest request
GPT 5.6 Sol15 minutes26 min 38 s1.78× longer
Claude Fable 5.115 minutes1 h 46 min7.04× 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: Yang et al., 2026