Obsessing over model version matters less than workflow.

Learn the right VRAM for coding models, why an RTX 5090 is optional, and how to cut context cost with K-cache quantization.

With a self-hosted LLM, that loop happens locally. The model is downloaded to your machine, loaded into memory, and runs directly on your CPU or GPU. So you’re not dependent on an internet connection ...