Integrate Attune with alert-driven workflows

Integrate Attune with alert-driven multi-robot supervision workflows and determine how the calibration process can sustain attention at the alerted feed while avoiding distraction elsewhere.

Background

The study evaluates monitoring and retrospective annotation but does not evaluate shorter alert-triggered monitoring windows. The authors distinguish alert systems, which indicate where attention is needed, from Attune, which characterizes how attention is sustained or lost after a feed is inspected. They explicitly identify integration with alert-driven workflows as an unresolved direction.

References

Future work should also integrate Attune with alert-driven workflows and investigate how our proposed calibration step can sustain attention at the alert source while avoiding distraction elsewhere.

Attune: A Self-Annotation Tool for Understanding Robot Operator Attention Profiles  (2608.12650 - Zhou et al., 12 Aug 2026) in Section 5, Limitations and Future Work