Do we really need a specialized vector database?

Do we really need a specialized vector database?.
With the popularity of Large Language Model, vector databases have also become a hot topic. With just a few lines of simple Python code, a vector database can act as a cheap but highly effective “external brain” for your LLM. But do we really need a specialized vector database?

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