In 2019, “Edge AI” was a feat of magic: fitting a simple keyword spotter onto a microcontroller. Today, in 2026, we are running 11-billion-parameter Vision-Language Models (VLMs) on pocket-sized silicon. But how did we get here, and where is the “intelligence of everything” actually going?
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