gb10

Describes deployment and benchmarking of the quantized GLM-5.2-Int4-Int8Mix model on an 8-node DGX Spark (GB10) cluster using a custom vLLM fork, achieving ~1,200 t/s prefill and ~35 t/s decode with MTP tool calling.

The author successfully ran GLM-5.2 with MTP speculative decoding on a 4× DGX Spark (GB10) setup, revealing a missing component in the public build recipe.

Dell confirms a new XPS laptop featuring the NVIDIA N1X chip, essentially a consumer version of the DGX Spark GB10, to be announced at Computex.