GLM-5.3 Flash NVFP4 vs DeepSeek-V4.1 Flash head to head on Terminal-Bench v2.1 with OMP — a dead heat at 73/89, but two very different ways to get there.

Every round of model shopping, I end up back at GLM-5.2. Why the contenders keep falling short at benchmark time, the EXL3 quant that keeps winning, and the speed tax I keep paying.

A 13-model Terminal-Bench shootout with the PCIe Gen 5 switch topology. DeepSeek V4 Flash 0731, Poolside Laguna S 2.1, Qwen 3.6, and a community EXL3 quant of GLM 5.2 that punches far above its weight class.

Deep dive into the RTX PRO 6K community's vLLM fork — DSpark. Custom CUDA kernels, multi-step speculation, FP8 attention, and what it takes to squeeze 1,200+ tok/s from DeepSeek V4 Flash on 4 consumer GPUs.

From a Reddit-trained seq2seq chatbot to running frontier-scale models on consumer hardware. A deep dive into GLM 5.2, DeepSeek V4 Flash, MiniMax M3, and all the tradeoffs involved in running large models locally.