They call tools, reason through workflows, and actually complete tasks. Then the first real API bill arrives. For many teams, that’s the moment the question appears: “Should we just run this ourselves?” The good news is that self-hosting an LLM is no longer a research project or a massive ML infrastructure effort. With the right model, the right GPU, and a few battle-tested tools, you can run a pr...