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AI · arxiv.org · Thursday, 1 October 2026

Agent safety tests rarely record whether systems stop or escape

A new framework shows why agent-safety results are hard to compare: most evaluations do not record whether an agent safely stops, runs out of budget, or escapes its assigned scope. The authors audit 102 evaluations and find 87 with an out-of-scope effect or specification violation, but only 20 that recorded both safe stopping and violation outcomes. Across 22 incidents, the environment allowed an out-of-scope effect in 20, linking agent persistence to permissive boundaries.

Read the source: arxiv.org ↗In the 1 October issue →