Dan Santos

The text is still incoherent.

"Why it works: Ourbox holds 34.7B params but only ~3B are active per token (256 experts, top-8). Since decode is bandwidth-bound, a dense 34B moves ~16.7 GB/token while Ourbox moves ~1.45 GB — ~11× less traffic. Put the experts in system RAM, keep attention/router/shared on the GPU, and a 34.7B reasoner runs on an 8 GB laptop — or no GPU at all."

Was this written by an LLM? It sounds as incoherent as one. You can't fit a model with 34B parameters into a laptop with 8GB of RAM running solely in RAM.