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Building a Full RAG Pipeline in Spring Boot — From Ingest to Grounded Answer

Previous articles covered the individual pieces of RAG. You now know what embeddings are, how to chunk documents, and how Pinecone stores and searches vectors.

  • Ingest flow processes raw text into chunks, vectors, and stores them in Pinecone
  • Query flow retrieves top 5 most similar chunks for each user message
  • IngestService manages Ingest flow, deleting existing chunks and adding new ones to vector store

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