GPU hardware

Colorful data charts and graphs on a desk representing comparison of four quantization formats GGUF, AWQ, GPTQ, and FP8 for local LLM inference deployment

Quantization Formats for Local AI Inference

Discover the latest quantization formats for local AI inference in 2026, including hardware support, quality tradeoffs, and practical deployment strategies.

July 22, 2026 10 min read