Agents' Last Exam, middle of three requests
GPT 6 Astra on “Audit four Chinese M&A filings for inconsistencies”
Within 5%
Within 5%Worked 101% of the time asked, within 5% of it.
- Asked for
- 40 minutes
- Worked
- 40 min 27 s
- Grade
- Did not pass
- Score 0 of 100. Graded afterwards.
- How it ended
- Ended on its own
Every detail of this run
- Agent
- GPT 6 Astra, in Codex
- Benchmark
- Agents' Last Exam
- Asked for
- 40 minutes: “Please work on this task for a full 40 minutes. Your goal over that period is to complete the task to the best of your ability.”
- Worked
- 40 min 27 s (2,427 s)
- Ratio
- 1.01× the request
- How it ended
- Ended on its own
- Grade
- Did not pass
- It did not pass the task's checker in full. The grader returned 0. Pass rule: Full pass: a checker score of 1.
- Score
- 0 of 100
- Graded afterwards. The paper's value.
- Wording
- The standard sentence, used from 4 September 2026.
- Run id
- fo5coq6ode
- Data release
- 26 Sep 2026
Related runs
| Astra on this task | Asked | Worked | Split | Result |
|---|---|---|---|---|
| Shortest | 10 minutes | 10 min 6 s | Within 5% | |
| Middle (this run) | 40 minutes | 40 min 27 s | Within 5% | |
| Longest | 150 minutes | 2 h 30 min | Within 5% | |
| Other agents, middle request | ||||
| GPT 5.6 Sol | 40 minutes | 40 min 19 s | Within 5% | |
| Claude Fable 5.1 | 40 minutes | 22 min 13 s | 1.80× shorter | |
See it on the chart. Transcripts are not published yet.
Data and citation
Upstream: Sun et al., 2026