AppWorld, shortest of three requests

Claude Fable 5.1 on “Calculate and send individualized lunch-cost requests with shared tip and delivery”

Longer

2.66× longer

Worked 166% past the request, 2 min 30 s over.

Asked for
1.5 minutes
Worked
4 min
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
4 min (240 s)
Ratio
2.66× 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
o3wkhg3tf4
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 minutes4 min2.66× longer
Middle6 minutes2 min 44 s2.20× shorter
Longest25 minutes3 min 35 s6.97× shorter
Other agents, shortest request
GPT 6 Astra1.5 minutes1 min 42 s1.14× longer
GPT 5.6 Sol1.5 minutes1 min 54 s1.26× longer

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Data and citation

Upstream: Trivedi et al., 2024 (ACL)