If the 235's 27 TOPS is read as one solid block of local AI compute, is that overcounting?

  Very likely yes. A claimed TOPS rating usually adds several engines together; it is not one block that can host a real LLM. On this 14-core desktop part at a 5GHz boost, the honest reading is an NPU for always-on light work plus CPU-side VNNI for short INT8 runs, with dual-channel DDR5 up to 256GB as headroom for memory-hungry apps rather than a promise of fast generation.

  It earns a place in a desktop that wants round-the-clock light AI and generous memory. Pointing that 27 at mid-size local models is aiming wrong from the start. Treat the rated number as a description of which workloads fit and it adds up; read it like a power spec and it never will.