Heer - 2019 - Agency plus automation

referenceArchiveUUID: "db9b0492-7f51-4f9a-bdbc-719ab0d6e266"
fullTitle: "Agency plus automation: Designing artificial intelligence into interactive systems"
authors: ["Jeffrey Heer"]

Lovely paper suggesting a key design principle for designing for IA (IA vs AI): shared representations which can be created by either human or machine. This allows the machine to suggest possible domain actions which can be fluidly adapted/adopted by the user, and for the user’s actions to be understood in the same terms by the ML system.

Contains discussion of a particularly thoughtful mixed-initiative translation interface:


Q. What key principle does Heer (2019) identify for designing ML-supported IA-style interfaces?
A. Shared representations for domain actions which can be created by either human or machine, fluidly adapted by the former, understood by the latter. ☉