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Desktop AI workstation · Wider market

Tenstorrent TT-QuietBox

Prices verified July 2026.

Every number, explained

GPU memory
128 GB GDDR6 (4× Blackhole, networked)

GPU memory is the workbench — the whole model must fit here or it doesn't run at all. Regular RAM cannot substitute: it sits on a link far too slow for the GPU, which would spend nearly all its time waiting instead of computing.

Memory bandwidth
2,048 GB/s TODO: verify

How fast the GPU re-reads the model from its own memory. To generate every single word, the GPU re-reads the ENTIRE model — all of it, every word. So faster memory means faster answers: double the bandwidth and the model talks roughly twice as fast.

Power draw
1,400 W — about 1.17 home (a home draws ~1,200 W around the clock); one day (33.6 kWh) drains about 0.37 EV battery (an EV battery holds ~90 kWh).

Electricity burned every second the machine runs — this is a real monthly bill, not a spec-sheet footnote. We translate it below into homes and electric-car batteries so you can feel the size of it.

Form factor
Complete liquid-cooled desktop tower (4 accelerators inside)

The CPU is the traffic director — it does almost none of the AI math. Don't overspend here; the GPU does the work.

Price
~$12,000 TODO: verify

Estimated price — verify.

What it's for: Jim Keller's quiet desktop supercomputer — 128 GB across four open-hardware cards, no server room needed.

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