Sep 4, 2025
How to Build an Advanced AI Agent with Summarized Short-Term and Vector-Based Long-Term Memory
In this tutorial, we walk you through building an advanced AI Agent that not only chats but also remembers. We start from scratch and demonstrate how to combine a lightweight LLM, FAISS vector search, and a summarization mechanism to create both short-term and long-term memory. By working together with embeddings and auto-distilled facts, we can craft an agent that adapts to our instructions, recalls important details in future conversations, and intelligently compresses context, ensuring the interaction remains smooth and efficient.


