Shifting from app-centered workflows to systems where AI agents act as operators, not accessories.
Designing Activity Feeds Without Overload
How to build feeds that keep users informed and empowered, not exhausted—and what the future state of activity streams might look like.
Human-in-the-Loop UX
Balancing automation with user approval—when agents should act, when they should pause, and how confidence thresholds shape trust.
Minimizing Redundancy: Why Automation and AI Should Precede Insight
Exploring the design principle that executional intelligence delivers more value than repetitive insight, and how to structure systems so AI becomes an active operator rather than a passive commentator.