quantization What Is Quantization and Why Does It Matter for Running AI Models Locally? Quantization makes large language models run on consumer hardware by compressing model weights. Learn what Q4_K_M, Q5_K_M, and Q8_0 mean—and which to choose.
quantization How Much Quality Is Lost When Quantizing LLMs? A Data-Driven Analysis of Q4_K_M vs FP16 Quantization makes local LLMs accessible, but how much quality do you actually lose? We analyzed benchmark data from MMLU, GSM8K, and HellaSwag to compare Q4_K_M, Q8_0, and FP16 performance.
