Production Quantization - AWQ, GPTQ, GGUF K-quants, FP8, MXFP4/NVFP4
Quantization format is not a universal choice - it is a function of hardware, serving engine, and workload. GGUF Q4KM or Q5KM owns CPU and edge, delivered through llama.cpp and Ollama. GPTQ wins inside vLLM when you need multi-LoRA on the…
Learn this with Professor KatalockOpens in KatalockAi chat: your AI engineering mentor teaches this lesson step by step, checks your understanding and reviews your code.