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The article describes a UX pattern for tooltips that adds a delay on first hover but allows instant tooltips within a warm window to enhance user experience when moving between multiple interactive elements.
This paper argues that agents should help users construct preferences rather than assuming well-formed ones, proposing the CoPref model and CoShop benchmark. Evaluations show even frontier models achieve only 56% accuracy due to poor preference expansion.
A reflection on how early AI chat interfaces resemble command-line interaction patterns, and a speculation about when a GUI-like paradigm shift will emerge for AI interactions, where the AI can directly observe and act on the user's context.