TUA-Bench, middle of three requests

Claude Fable 5.1 on “Optimize cold plate”

Longer

1.13× longer

Worked 13% past the request, 3 min 9 s over.

Asked for
25 minutes
Worked
28 min 9 s
Grade
Did not pass
Score 33 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
TUA-Bench
Asked for
25 minutes: “Please work on this task for a full 25 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
28 min 9 s (1,689 s)
Ratio
1.13× the request
How it ended
Ended on its own
Grade
Did not pass
It did not complete the task in full. The grader returned 0.33. Pass rule: Full completion: a reward of 1 on the final state.
Score
33 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
ts4m4vgjm2
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
Shortest6 minutes17 min 47 s2.96× longer
Middle (this run)25 minutes28 min 9 s1.13× longer
Longest100 minutes35 min 45 s2.80× shorter
Other agents, middle request
GPT 6 Astra25 minutes25 min 33 sWithin 5%
GPT 5.6 Sol25 minutes25 min 59 sWithin 5%
Muse Spark 1.325 minutes15 min 57 s1.57× shorter

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

Data and citation

Upstream: Chen et al., 2026