WildClawBench, shortest of three requests

GPT 5.6 Sol on “Triage support messages, investigate hidden context, route issues, and draft replies”

Longer

7.50× longer

Worked 650% past the request, 6 min 30 s over.

Asked for
1 minute
Worked
7 min 30 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 5.6 Sol, in Codex
Benchmark
WildClawBench
Asked for
1 minute: “Please work on this task for a full 1 minute. Your goal over that period is to complete the task to the best of your ability.”
Worked
7 min 30 s (450 s)
Ratio
7.50× 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
mcion7x6za
Data release
26 Sep 2026
The other requests for GPT 5.6 Sol on this task, and the other agents at this request
Sol on this taskAskedWorkedSplitResult
Shortest (this run)1 minute7 min 30 s7.50× longer
Middle4 minutes5 min 16 s1.32× longer
Longest15 minutes16 min1.07× longer
Other agents, shortest request
GPT 6 Astra1 minute3 min 7 s3.12× longer
Claude Fable 5.11 minute10 min 3 s10.05× longer

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

Data and citation

Upstream: Ding et al., 2026