WildClawBench, longest of three requests

GPT 6 Astra on “Triage support messages, investigate hidden context, route issues, and draft replies”

Within 5%

Within 5%

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

Asked for
15 minutes
Worked
15 min 31 s
Grade
Score 87.5 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
WildClawBench
Asked for
15 minutes: “Please work on this task for a full 15 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
15 min 31 s (931 s)
Ratio
1.03× the request
How it ended
Ended on its own
Grade
0.875
Task grader score, 0 to 1 (a model judge only where the task calls for one). No official pass rule.
Score
87.5 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
ov3v4g7xbp
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
Shortest1 minute3 min 7 s3.12× longer
Middle4 minutes4 min 23 s1.10× longer
Longest (this run)15 minutes15 min 31 sWithin 5%
Other agents, longest request
GPT 5.6 Sol15 minutes16 min1.07× longer
Claude Fable 5.115 minutes12 min 41 s1.18× shorter

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

Data and citation

Upstream: Ding et al., 2026