Markus Langer

This paper argues that reactive oversight must be complemented by an anticipatory mode: oversight exercised before the agent acts, by specifying the normative agenda that structures the space of permissible action and refining it iteratively through specification, runtime, and inspection.

Personalizing algorithmic recourse through individual actionability constraints can backfire, substantially degrading the plausibility and validity of recommendations while exacerbating existing disparities.