Why we built this
Enterprise AI is broken. Companies spend months and hundreds of thousands of dollars on projects that never reach production. Regulated industries have it worse. Finance, healthcare, defense, and critical infrastructure all run into the same wall: most AI platforms need cloud access, and that rules them out on day one.
We built MLX Serve because that engine did not exist. It runs any model on hardware you own. It speaks the OpenAI, Anthropic, and Ollama APIs on one port, so the tools your teams already use keep working. Agents and skills stay as plain files in git. And there is no Python in it: one code-signed binary, no interpreter, no dependency tree.
AI StackOps is the services company that takes MLX Serve from open-source project to production. We build the orchestration, knowledge pipelines, and governance around it that a regulated environment needs. We scope, build, and hand off working AI workflows in two weeks, with controls in place from day one.