oMLX with the MTP head and the n-gram table on SSD holds about 60 tok/s from empty to 245K; llama.cpp with MTP runs 59 fresh and 46 at 245K. Full window, vision on, identical output.

Dell Pro Max with GB10 at about $5,523 versus the $6,950 DGX Spark, Strix Halo, Mac Studio M5, and used 3090s. Plus what a two-box pair really does.