AppWorld, longest of three requests

Claude Fable 5.1 on “Execute every task in a camping project across shopping, expenses, payments, invitations, and task closeout”

Shorter

5.32× shorter

Stopped at 19% of the time asked, 32 min 29 s short.

Asked for
40 minutes
Worked
7 min 31 s
Grade
Did not pass
Score 0 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
40 minutes: “Please work on this task for a full 40 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
7 min 31 s (451 s)
Ratio
0.19× the request
How it ended
Ended on its own
Grade
Did not pass
It did not pass every final-state test. The grader returned 0. Pass rule: Every final-state test passes.
Score
0 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
njpllupls2
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 minutes6 min 51 s2.74× longer
Middle10 minutes6 min 2 s1.66× shorter
Longest (this run)40 minutes7 min 31 s5.32× shorter
Other agents, longest request
GPT 6 Astra40 minutes40 min 47 sWithin 5%
GPT 5.6 Sol40 minutes40 min 54 sWithin 5%

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Data and citation

Upstream: Trivedi et al., 2024 (ACL)