The first time I watched a serious AI model run locally on relatively modest hardware, I didn’t feel amazed.

I felt strangely unsettled.

Not because the technology was bad. Quite the opposite. The model was surprisingly capable. Fast enough to feel real. Responsive enough to stop feeling experimental.

And somewhere in the middle of testing it, I had a quiet realization I couldn’t shake afterward:

We may be entering a world where AI becomes personal infrastructure instead of rented intelligence.