Pinecone as a Knowledge Base for Amazon Bedrock
Sep 13, 2023Roie Schwaber-Cohen
Summary
This post details the integration of Pinecone as a knowledge base for Amazon Bedrock, enabling Retrieval Augmented Generation (RAG) for GenAI applications. It outlines the process of setting up a Pinecone index, configuring AWS Secrets Manager for API keys, uploading data to S3, creating a Bedrock Knowledge Base, and connecting it to Pinecone. The post also covers setting up an agent within Bedrock that utilizes the knowledge base for retrieving relevant information to augment LLM responses. This integration allows developers to leverage Pinecone's vector database capabilities within the AWS Bedrock ecosystem for building performant, cost-effective, and enterprise-ready AI solutions.