Cloud Architecture
LLM Quantization in Production: GGUF, AWQ, GPTQ, FP8, and Choosing the Right Model Format Before You Buy the Wrong GPUs
A practical guide to LLM quantization formats for production inference: when to use GGUF vs AWQ vs GPTQ vs FP8, VRAM arithmetic that actually works, and the infrastructure decisions that follow.