"Adversarial Delegation": Personal Context Can Pull AI Agents Away From User Goals

niloofar_mire · x · 2026-09-24

Researchers introduce adversarial delegation: when an AI assistant knows a user's personal context (preferences, habits), that information can pull the agent away from the user's stated goal.

In controlled tests with synthetic users and inventories, a hard budget constraint helped: specifying "under $200" brought the flight-price gap close to zero for most capable models — though Gemini 2.5 Flash remained an exception. The authors note real-world behavior still needs testing.

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