The Test Bench Setup I tested running a massive 1.56TB Mixture-of-Experts (MoE) checkpoint (96 shards, 93 layers, 896 experts/layer, ~4.46 bits/param MXFP4) on a budget gaming laptop. Laptop: HP Victus 15 GPU: NVIDIA RTX 4050 Laptop (6GB GDDR6, 96-bit interface @ 192 GB/s bandwidth, Ada Lovelace AD1