AppWorld, shortest of three requests

Claude Fable 5.1 on “Buy a requested item, forward its receipt, and recover the cost through Venmo”

Longer

2.22× longer

Worked 122% past the request, 2 min 26 s over.

Asked for
2 minutes
Worked
4 min 26 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
2 minutes: “Please work on this task for a full 2 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
4 min 26 s (266 s)
Ratio
2.22× 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
6ty3slyj7e
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)2 minutes4 min 26 s2.22× longer
Middle8 minutes4 min 33 s1.76× shorter
Longest30 minutes4 min 44 s6.33× shorter
Other agents, shortest request
GPT 6 Astra2 minutes2 min 29 s1.24× longer
GPT 5.6 Sol2 minutes2 min 15 s1.13× longer

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

Data and citation

Upstream: Trivedi et al., 2024 (ACL)