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Smart-home AI designers balance rights and rites to manage user expectations

A new research paper introduces "Expectations Management" (EM), a model for how practitioners shape user expectations for smart-home AI. Based on interviews with designers from Amazon Alexa, Microsoft Azure IoT, and Google Nest, EM balances organizational rights with cultural practices. The paper outlines four design tensions and offers a five-phase EM Design Playbook to support responsible smart-home AI development. AI

Summary written by gemini-2.5-flash-lite from 1 source. How we write summaries →

IMPACT Provides a framework for designing more responsible and human-centered smart-home AI experiences.

RANK_REASON Academic paper introducing a new model for smart-home AI design.

Read on arXiv cs.LG →

COVERAGE [1]

  1. arXiv cs.LG TIER_1 · Varad Vishwarupe, Ivan Flechais, Marina Jirotka, Nigel Shadbolt ·

    From Rights to Rites: Expectations Management in Smart-Home AI

    arXiv:2604.23635v1 Announce Type: cross Abstract: Domestic voice assistants and smart-home devices are increasingly embedded in everyday routines, yet their ethics are often treated as an afterthought or delegated to compliance teams. To explore how expectations about smart-home …