What imatrix actually does (and why off-the-shelf Q4 leaves accuracy on the table)
Pre-quantized GGUFs from HuggingFace are calibrated against general web text. If your workload is anything else, you're paying an accuracy tax. imatrix lets you re-calibrate against your actual prompts — here's what changes and what to measure.