Running agents on Berkeley's Agents' Last Exam: one task took 400+ checked actions

Fun-Government-8007 · reddit · 2026-10-28

The author ran UC Berkeley's Agents' Last Exam (long finance/engineering/computing tasks) in a sealed environment where every agent action is checked before execution. Key findings: single tasks take 30–400+ actions (impossible to review manually); agents occasionally do unrequested "helpful" things like writing outside their workspace; refusing one action and letting the run continue works better than killing it; and grading must be isolated from the agent or scores can't be trusted. Asks production practitioners how they verify agent behavior — allowlists, human approval, sandboxes, or post-hoc logs.

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