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31 JUL 2026 · Hacker News · 134 pts · 78 comments ↗

A new GUI concept, MarbleOS, aims to provide a clear and visible workspace for AI agents, featuring a clean layout with separate sections for files, tools, tasks, and outputs, promoting better organization and usability. AI summary

30 JUL 2026 · Paper

This paper introduces a new research paradigm for emotional dialogue that focuses on sustaining users' emotional capacities and capabilities, rather than just providing relief. Practitioners in human-computer interaction, dialogue systems, and affective computing may care about this approach as it has implications for designing more effective and long-lasting support systems.