
On-Device LLMs for Laptop Fleets: Pin Your Own Model, Not the OS's
For a laptop fleet, ship your own pinned small model on llama.cpp and add Foundry Local where the NPU pilot passes. OS-provided models change under you, and at Flash-Lite prices the token bill is about $48K a year for 20,000 seats.
October 11, 2026 · 16 min read