https://www.cnet.com/news/viaroom-home-uses-ai-learning-to-predict-smart-home-activity/

The Viaroom Home, the product of a startup backed by ATES Networks, is a self-learning home controller connected to the internet. It's meant to round up all your smart devices and anticipate home automations based on AI that learns your habits.

A 48-hour setup period allows the Viaroom Home to analyze what's happening in your house. It then begins to anticipate it, creating a room-by-room map of systems like your lighting, heating and appliance controls. After that, the system learns your habits in each room. For example, every time you switch on a lamp manually, the AI learns that and begins to anticipate what time you typically like the lamp to turn on, so you can automate that action.