AI Data Storage Engine
Build a Production-Grade Chatbot with Kimi K2 and Milvus

Build a Production-Grade Chatbot with Kimi K2 and Milvus

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.

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