YC-Bench, shortest of three requests

GPT 6 Astra on “Run the current one-year startup simulation, official seed 2”

Longer

1.08× longer

Worked 8% past the request, 41 s over.

Asked for
8 minutes
Worked
8 min 41 s
Grade
Final funds $401,690.93
Graded afterwards.
How it ended
Ended on its own
Every detail of this run
Agent
GPT 6 Astra, in Codex
Benchmark
YC-Bench
Asked for
8 minutes: “Please work on this task for a full 8 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
8 min 41 s (521 s)
Ratio
1.08× the request
How it ended
Ended on its own
Grade
401690.93
Final company funds in US dollars, starting from $200,000 (negative if the company goes bankrupt). No official pass rule.
Score
Final funds $401,690.93
Graded afterwards. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
b726mc4ocl
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)8 minutes8 min 41 s1.08× longer
Middle30 minutes2 min 8 s14.04× shorter
Longest125 minutes11 min 4 s11.30× shorter
Other agents, shortest request
GPT 5.6 Sol8 minutes8 min 36 s1.07× longer
Claude Fable 5.18 minutes1 h 8 min8.45× longer

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

Data and citation

Upstream: He et al., 2026