# user experience

Real-time alerts are outpacing human verification, exposing new risk and accountability gaps as edge agents and UX levers shape outcomes in flight. Builders are proving on-device autonomy while operators confront an integration paradox where orchestration, not raw model prowess, is the bottleneck. With firms channeling billions into infrastructure, the winners will turn demos into dependable systems.

Industry conversations point to an unsustainable pace, with one major provider reportedly needing to double AI serving capacity every six months as economists warn of capex payback risks. At the same time, users are pushing back on paternalistic design and calling for plural oversight, signaling that monetization and governance must catch up to capability growth.