ProgramBench, longest of three requests

GPT 5.6 Sol on “kaushiksrini/parqeye”

Shorter

7.89× shorter

Stopped at 13% of the time asked, 7 h 17 min short.

Asked for
500 minutes
Worked
1 h 3 min
Grade
Did not pass
Score 66.6 of 100. Graded afterwards.
How it ended
Stopped by an error
Every detail of this run
Agent
GPT 5.6 Sol, 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
1 h 3 min (3,800 s)
Ratio
0.13× the request
How it ended
Stopped by an error
Grade
Did not pass
It did not pass every hidden test. The grader returned 0.666. Pass rule: Resolved: every hidden test passes.
Score
66.6 of 100
Graded afterwards. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
usvblpmigq
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
Shortest30 minutes16 h 40 min33.33× longer
Middle125 minutes2 h 5 minWithin 5%
Longest (this run)500 minutes1 h 3 min7.89× shorter
Other agents, longest request
GPT 6 Astra500 minutes8 h 21 minWithin 5%
Claude Fable 5.1500 minutes32 min 36 s15.34× shorter

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

Read before quoting. This run was stopped by an error, so its time is a lower bound: the agent might have kept going. Details

Data and citation

Upstream: Yang et al., 2026