PPTArena, longest of three requests

GPT 6 Astra on “Accessibility and master cleanup”

Within 5%

Within 5%

Worked 102% of the time asked, within 5% of it.

Asked for
25 minutes
Worked
25 min 29 s
Grade
Score 50 of 100
Instructions 1 of 5, visuals 4 of 5. Graded during the run.
How it ended
Ended on its own
Every detail of this run
Agent
GPT 6 Astra, in Codex
Benchmark
PPTArena
Asked for
25 minutes: “Please work on this task for a full 25 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
25 min 29 s (1,529 s)
Ratio
1.02× the request
How it ended
Ended on its own
Grade
Instructions 1.00 of 5, visuals 4.00 of 5
Two 0-to-5 judge scores, instruction following (IF) and visual quality (VQ), each the median of 3 judge samples. No official pass rule.
Score
50 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
2ckmbf36co
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
Shortest1.5 minutes2 min 5 s1.39× longer
Middle6 minutes6 min 13 sWithin 5%
Longest (this run)25 minutes25 min 29 sWithin 5%
Other agents, longest request
GPT 5.6 Sol25 minutes24 min 39 sWithin 5%
Claude Fable 5.125 minutes9 min 55 s2.52× shorter

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

Data and citation