▲ local intelligence

can it run

Can the Surface Laptop Ultra (24GB) run kokoro 82M?

YES

Comfortably. 24GB of memory against a 4GB working set leaves headroom for context, the OS, and anything else you're running.

~230–590 tok/s

weights 0.3GB + KV cache 2GB at 4k context vs ~22GB usable → full. 2.3 GB needed of 22 GB usable — headroom for context

computed roofline: 273 GB/s × 0.25–0.65 efficiency window / 0.3GB (Q4_K_M) — bands, never points.

→explore the full catalog97 machines indexed · live prices · what each one can run

Specs

model file0.3GB (GGUF Q4_K_M)
minimum memory4GB working set
this machine24GB unified LPDDR5X (18-core CPU / 5,120-core GPU base config)
params82M
licenseapache-2.0
price$2599.99

Run it

model files: hugging face ↗

easy run: no stock runtime yet

Alternatives

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

→ rtx-5090 — the next step up from this machine's GPU

Buy

Microsoft (direct) ↗

2026-10-08 · ← full hardware catalog · prices verified at source, may drift