Remember the frustration of asking a "smart" assistant a simple question, only to watch a glowing ring spin for five seconds because your Wi-Fi flickered? In 2026, that annoying lag is becoming a relic of the past. The intelligence that once lived in massive, distant data centers is now migrating directly onto the silicon inside…