A workstation-form PRO 8945HS with a 39 TOPS NPU — how does the team divide local AI work?

  On the PRO 8945HS the 39 TOPS NPU owns the chores you want on without thinking twice: meeting backgrounds, denoise and captions get offloaded while 8 cores/16 threads at 5.2GHz with AVX-512 stay free for real inference and data work. The workstation form matters elsewhere — the 256GB dual-channel memory ceiling gives CPU-side model residency and RAG knowledge bases plenty of room.

  It fits people who want to skip discrete-GPU wattage yet still run light AI plus data-heavy jobs on a quiet workstation; reading 39 TOPS as a license for chat models misreads its role. The real lever on an 8-core box is filling the memory so CPU and NPU each mind their own lane. Decide between always-on light AI and large-model throughput before buying.