In this article, you will learn how Ollama, LM Studio, and llama.cpp differ across the dimensions that matter most to practitioners, and how to choose the right one for your workflow.
Topics we will cover include:
How the three runtimes compare across five key axes: interface, API compatibility, quantization control, model discovery, and update cadence.
How to match your working style to the right tool using three practitioner personas.
The natural progression most practitioners follow as their needs grow more demanding.








