this is what actually matters about TurboQuant.

Not the benchmarks. Not the paper.
The 16GB Mac Mini sitting on your desk just became a serious AI machine.
6x less memory. 8x faster. Zero accuracy loss.
That's not an incremental improvement. That's the hardware barrier dissolving in real time.
What this actually unlocks:
→ High quality AI running fully local, free, private
→ Larger context windows without the slowdown
→ Proper AI on your phone.. not a watered down version
→ Price per inference keeps falling
And Google just gave it to everyone.
They could've kept this internal. Used it to widen the gap between their infrastructure and everyone else's.
They didn't.
That's the part worth paying attention to.. not just what they built, but what they chose to do with it.
2026 is shaping up to be the year the compute bottleneck stops being the conversation.