
7/25/2025 · Lumina Wang
What this post added
This post introduces a practical application of Milvus within a chatbot architecture, integrating Kimi K2 for reasoning and OpenAI for embeddings. It provides concrete Python code for a `VectorDatabase` class handling Milvus connection, collection creation (with IVF_FLAT index and COSINE metric), document addition, and similarity search. It also outlines a `SmartAssistant` class that orchestrates these Milvus operations using specialized tool functions, showcasing a full RAG pipeline for chatbots.