local intelligence

can it run

Can the Topton AI Mini PC (128GB, dual 10GbE) run kokoro 82M?

YES

Comfortably. 128GB of memory against a 4GB working set leaves headroom for context, the OS, and anything else you're running.

~510–730 tok/s

weights 0.3GB + KV cache 2GB at 4k context vs ~126GB usable → full. 2.3 GB needed of 126 GB usable — headroom for context

computed roofline: 256 GB/s × 0.60–0.85 efficiency window / 0.3GB (Q4_K_M) — bands, never points.

explore the full catalog84 machines indexed · live prices · what each one can run

Specs

model file0.3GB (GGUF Q4_K_M)
minimum memory4GB working set
this machine128GB LPDDR5X-8000
params82M
licenseapache-2.0
price$2886.02

Run it

model files: hugging face ↗

easy run: no stock runtime yet

Alternatives

no alternatives — every machine in the catalog can run this one.

Buy

AliExpress (grey market, no US warranty) ↗

2026-09-17 · ← full hardware catalog · prices verified at source, may drift