Agents' Last Exam, shortest of three requests

Claude Fable 5.1 on “Remediate MARC records and prepare a FOLIO overlay”

Longer

4.22× longer

Worked 322% past the request, 16 min 5 s over.

Asked

Worked

Safety cutoff 2 h 40 min, off the scale

Every detail of this run

Agent: Claude Fable 5.1, in Claude Code
Benchmark: Agents' Last Exam
Task: Remediate MARC records and prepare a FOLIO overlay
Asked for: 5 minutes: “Please work on this task for a full 5 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked: 21 min 5 s (1,265 s)
Ratio: 4.22× the request
How it ended: Ended on its own
Grade: Did not pass; It did not pass the task's checker in full. The grader returned 0.1. Pass rule: Full pass: a checker score of 1.
Score: 10 of 100; Graded afterwards. The paper's value.
Wording: The standard sentence, used from 4 September 2026.
Run id: oi3nxy7psa
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 task	Asked	Worked	Result
Shortest (this run)	5 minutes	21 min 5 s	4.22× longer
Middle	20 minutes	22 min 30 s	1.13× longer
Longest	80 minutes	32 min 43 s	2.45× shorter
Other agents, shortest request
GPT 6 Astra	5 minutes	5 min 52 s	1.17× longer
GPT 5.6 Sol	5 minutes	24 min 38 s	4.93× longer

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