AppWorld, shortest of three requests

Claude Fable 5.1 on “Reconcile Venmo payments into Splitwise with attached receipts”

Longer

2.37× longer

Worked 137% past the request, 2 min 3 s over.

Asked for
1.5 minutes
Worked
3 min 33 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
1.5 minutes: “Please work on this task for a full 1.5 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
3 min 33 s (213 s)
Ratio
2.37× 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
e4y3ala4bi
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
Shortest (this run)1.5 minutes3 min 33 s2.37× longer
Middle6 minutes4 min 20 s1.39× shorter
Longest25 minutes3 min 3 s8.20× shorter
Other agents, shortest request
GPT 6 Astra1.5 minutes1 min 38 s1.09× longer
GPT 5.6 Sol1.5 minutes1 min 47 s1.19× longer

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

Data and citation

Upstream: Trivedi et al., 2024 (ACL)