Gadgets used to ship as fixed tools. Now, with embedded models and constant telemetry, devices observe behavior, adapt interfaces and improve accuracy after purchase. Recommendation engines on earbuds, cameras and wearables learn routines, reduce friction and turn occasional features into daily habits.