Agents' Last Exam, middle of three requests
GPT 5.6 Sol on “Complete an end-to-end Odoo supply-chain workflow”
Longer
6.55× longerWorked 555% past the request, 1 h 51 min over.
- Asked for
- 20 minutes
- Worked
- 2 h 11 min
- Grade
- Did not pass
- Score 80 of 100. Graded during the run.
- How it ended
- Ended on its own
Every detail of this run
- Agent
- GPT 5.6 Sol, in Codex
- Benchmark
- Agents' Last Exam
- Asked for
- 20 minutes: “Please work on this task for a full 20 minutes. Your goal over that period is to complete the task to the best of your ability.”
- Worked
- 2 h 11 min (7,860 s)
- Ratio
- 6.55× 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 0.8. Pass rule: Full pass: a checker score of 1.
- Score
- 80 of 100
- Graded during the run. The paper's value.
- Wording
- The standard sentence, used from 4 September 2026.
- Run id
- 2bq46n6gog
- Data release
- 26 Sep 2026
Related runs
| Sol on this task | Asked | Worked | Split | Result |
|---|---|---|---|---|
| Shortest | 5 minutes | 1 h 41 min | 20.27× longer | |
| Middle (this run) | 20 minutes | 2 h 11 min | 6.55× longer | |
| Longest | 80 minutes | 2 h 50 min | 2.13× longer | |
| Other agents, middle request | ||||
| GPT 6 Astra | 20 minutes | 20 min 42 s | Within 5% | |
| Claude Fable 5.1 | 20 minutes | 26 min 5 s | 1.30× longer | |
See it on the chart. Transcripts are not published yet.
Data and citation
Upstream: Sun et al., 2026