Demystifying AI APIs: What Happens When You Call a Local Model

A developer documents running a language model locally using Ollama, revealing that an AI API is just an HTTP layer over a process that loads weights and performs matrix math. The post shows how to inspect model blobs, check context length, and verify quantization. It provides a practical, command-by-command guide to understanding the runtime-model split.