Everyone uses cosine similarity. Tutorials use it. Frameworks default to it. If you ask "which distance metric should I use?", the answer is always "cosine, probably."

But here is the thing: your vector database supports other metrics. And those metrics unlock use cases that cosine literally cannot handle.

This is not a math lecture. This is a...