A personal reflection on using AI: it can make facts, feelings, and reasoning I already have much clearer, but it cannot replace the accumulation of knowledge or the formation of judgment. It can also leave me feeling pushed along by content and an intensified work state.
Based on ChatLab design work, this paper records how presence, response, waiting, and delivery patterns from human collaboration can make Agent runtime states easier to understand; it is an HCI design observation about feedback, evidence, intervention, and result confirmation.
A research-design and protocol paper: it proposes a material-organization and risk-annotation protocol aimed at safety actions, covering intimate and general interpersonal relationships, and defines AI's role as a structured co-pilot.
A research-design and protocol paper proposing a safety-action-oriented framework for organizing material and annotating risk in workplace settings, covering top-middle-bottom three-tier safety, power structures, horizontal competition, authority-responsibility misalignment, career safety, career development, and occupational mental health.
A system design paper: modeling long-form fiction collaboration as recoverable, auditable, author-approved state transitions, and proposing an evaluation scheme that does not mistake mechanical scores for literary value.