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Keyword: vector-databases

  • Article:digitalocean.com

    RAG Without Embeddings: Alternatives to Vector Databases

    Standard RAG pipelines rely on text embeddings and vector databases, but they incur substantial operational overhead, cost, and semantic limitations. This article explores embedding-free alternatives such as lexical search, LLM-driven iterative exploration, knowledge graphs, and prompt-based navigation.

    AI & LLMs· Tutorial

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