AWS Claude Chatbot with Embeddings -- 2

I have a ten-page source text that I need converted into 384-dimension embeddings and stored in a vector database so I can run fast semantic queries against it. After that, I want Claude Sonnet 3.5 deployed... (Budget: $2000 - $6000 HKD, Jobs: AI Chatbot, AI Development, AI Model Integration, Amazon Web Services, Java, Natural Language Processing, Node.js, Python, Vector Databases)