A lot of the newer YC AI startups feel less obsessed with

A lot of the newer YC AI startups feel less obsessed with “another chatbot” and more focused on putting AI into actual devices and workflows people touch every day. That shift matters — hardware forces these companies to solve battery life, latency, privacy, and reliability instead of just making a demo that sounds smart for 30 seconds.