klotz: user interface* + agents*

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  1. Chao Zhang and colleagues study the design space of proactive AI agents that provide higher-level cognitive support during writing, moving beyond simple textual assistance like autocomplete. Through a technology probe deployed with 16 participants, researchers found that users prefer to configure custom partners by setting specific roles and proactivity levels in advance. The findings indicate that such tools can be used for both idea generation and self-monitoring when interventions are presented through lightweight visual representations and non-directive framing to minimize intrusiveness.

    - Participants planned their AI support prospectively rather than reacting to real-time interruptions.
    - Suggestions served a dual purpose of sparking new ideas and assisting in the self-monitoring process.
    - The study emphasizes that rhetorical framing is as critical to user experience as the timing of an intervention.

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