Shifting from app-centered workflows to systems where AI agents act as operators, not accessories.
How to build feeds that keep users informed and empowered, not exhausted—and what the future state of activity streams might look like.
Balancing automation with user approval—when agents should act, when they should pause, and how confidence thresholds shape trust.