DeepSWE v1.1, middle of three requests

GPT 6 Astra on “Add duration-aware sharding to Vitest”

Within 5%

Within 5%

Worked 103% of the time asked, within 5% of it.

Asked for
20 minutes
Worked
20 min 38 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 38 s (1,238 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
xv5euu4ydd
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
Shortest5 minutes5 min 32 s1.11× longer
Middle (this run)20 minutes20 min 38 sWithin 5%
Longest80 minutes1 h 21 minWithin 5%
Other agents, middle request
GPT 5.6 Sol20 minutes20 min 40 sWithin 5%
Claude Fable 5.120 minutes20 min 7 sWithin 5%

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Data and citation

Upstream: Huang et al., 2026