The developer community of milvus vector database benefits a lot from the inkeep ask-ai-button in discord and milvus.io website. As a user we are happy with the rich feature set of inkeep, like integration with github/discord, admin tool to study user's questions to identify issues in product or documentation. These features are often overlooked when people talk about RAG solutions but they turned out to be very important from our experience using RAG in a real world scenario. This agentic workflow of Keep feels a great addition to the existing core RAG functionality.