Articles tagged "GGUF"

Start with Q4_K_M; step up to Q5_K_M or Q6_K if you have VRAM headroom. This guide explains GGUF naming, the quality/speed/VRAM tradeoffs per level, IQ (imatrix) quants, and how to choose by task. Updated July 2026.

This article provides a detailed explanation of how to create business-specific custom AI models using Ollama's Modelfile feature and deploy them with OpenClaw. We cover practical techniques including prompt engineering, parameter tuning, importing GGUF format models, and A/B testing through multi-agent routing.