AppWorld, middle of three requests

Claude Fable 5.1 on “Turn this year’s emailed electricity bills into monthly Splitwise expenses”

Shorter

1.84× shorter

Stopped at 54% of the time asked, 3 min 39 s short.

Asked for
8 minutes
Worked
4 min 21 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
8 minutes: “Please work on this task for a full 8 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
4 min 21 s (261 s)
Ratio
0.54× 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
c6uqs5xgm6
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 minutes3 min 56 s1.96× longer
Middle (this run)8 minutes4 min 21 s1.84× shorter
Longest30 minutes4 min 4 s7.39× shorter
Other agents, middle request
GPT 6 Astra8 minutes8 min 28 s1.06× longer
GPT 5.6 Sol8 minutes8 min 18 sWithin 5%

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

Data and citation

Upstream: Trivedi et al., 2024 (ACL)