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Articles Tagged “Quantization

2 articles found

AI

LLM Quantization Guide: GGUF vs AWQ vs MLX in 2026

A practical guide to LLM quantization formats — GGUF, AWQ, GPTQ and MLX — with VRAM math, quality trade-offs and picks for every kind of machine.

Dr. Nova Chen
Dr. Nova ChenJul 28, 20269 min read
AI

Gemma 4 QAT Lands in Ollama, Cutting Local AI Memory by ~72%

Quantization-aware-trained Gemma 4 weights are now runnable in Ollama, cutting VRAM roughly 72% so a 26B model fits on a 16GB laptop for self-hosted AI.

Dr. Nova Chen
Dr. Nova ChenJun 14, 20265 min read