AppWorld, middle of three requests

Claude Fable 5.1 on “Collect every cable bill, normalize filenames, ZIP them, and reply to the request”

Shorter

1.67× shorter

Stopped at 60% of the time asked, 4 min 1 s short.

Asked for
10 minutes
Worked
5 min 59 s
Grade
Passed
Score 100 of 100. Graded during the run.
How it ended
Ended on its own
Every detail of this run
Agent
Claude Fable 5.1, in Claude Code
Benchmark
AppWorld
Asked for
10 minutes: “Please work on this task for a full 10 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
5 min 59 s (359 s)
Ratio
0.60× the request
How it ended
Ended on its own
Grade
Passed
It passed every final-state test. The grader returned 1. Pass rule: Every final-state test passes.
Score
100 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
qbih2acvrq
Data release
26 Sep 2026
The other requests for Claude Fable 5.1 on this task, and the other agents at this request
Fable on this taskAskedWorkedSplitResult
Shortest2.5 minutes5 min 6 s2.04× longer
Middle (this run)10 minutes5 min 59 s1.67× shorter
Longest40 minutes5 min8.00× shorter
Other agents, middle request
GPT 6 Astra10 minutes10 min 39 s1.07× longer
GPT 5.6 Sol10 minutes10 min 28 sWithin 5%

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Data and citation

Upstream: Trivedi et al., 2024 (ACL)