DeepSWE v1.1, middle of three requests
GPT 6 Astra on “Add JSON Schema references and dependency keywords to ArkType”
Within 5%
Within 5%Worked 103% of the time asked, within 5% of it.
- Asked for
- 20 minutes
- Worked
- 20 min 33 s
- Grade
- Passed
- Score 100 of 100. Graded during the run.
- How it ended
- Ended on its own
Every detail of this run
- Agent
- GPT 6 Astra, in Codex
- Benchmark
- DeepSWE v1.1
- 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
- 20 min 33 s (1,233 s)
- Ratio
- 1.03× the request
- How it ended
- Ended on its own
- Grade
- Passed
- It passed its hidden tests. The grader returned 1. Pass rule: The hidden tests pass.
- Score
- 100 of 100
- Graded during the run. The paper's value.
- Wording
- The standard sentence, used from 4 September 2026.
- Run id
- qgd3drg4xm
- Data release
- 26 Sep 2026
Related runs
| Astra on this task | Asked | Worked | Split | Result |
|---|---|---|---|---|
| Shortest | 5 minutes | 5 min 35 s | 1.12× longer | |
| Middle (this run) | 20 minutes | 20 min 33 s | Within 5% | |
| Longest | 80 minutes | 1 h 21 min | Within 5% | |
| Other agents, middle request | ||||
| GPT 5.6 Sol | 20 minutes | 28 min 14 s | 1.41× longer | |
| Claude Fable 5.1 | 20 minutes | 38 min 38 s | 1.93× longer | |
See it on the chart. Transcripts are not published yet.
Data and citation
Upstream: Huang et al., 2026