NVIDIA Moves Trillion-Parameter AI from Cloud Data Centers to Desktop Computers

NVIDIA announced RTX Spark and DGX Station for Windows, embedding AI processing power directly into consumer laptops and workstations. The shift echoes a 20-year pattern: specialized hardware — from render farms to genomic sequencers — eventually becomes compact and affordable. By late 2026, AI inference work is expected to migrate from centralized cloud servers toward distributed machines closer to users.