Building a Simple RAG Agent with Memory

Fri, 20 Mar 2026 00:00:00 +0000

Introduction

Welcome back, aspiring AI architect! In our previous chapters, we’ve explored the fascinating world of AI memory systems, understanding different types like working, short-term, long-term, episodic, and semantic memory, and how vector memory plays a crucial role in enabling AI agents to access vast external knowledge. Now, it’s time to bring these concepts to life by building something truly practical: a simple Retrieval Augmented Generation (RAG) agent with integrated memory.

AI Agent Memory Systems Explained

Fri, 20 Mar 2026 00:00:00 +0000

This guide delves into the intricate world of AI agent memory systems, from fundamental concepts like vector and semantic memory to more complex episodic and long-term storage. You’ll learn how these diverse memory types are stored, retrieved, and effectively utilized within intelligent agent architectures. We also explore the critical trade-offs between an agent’s memory capacity and its immediate contextual understanding.

Vector Memory on AI VOID

Building a Simple RAG Agent with Memory

Introduction

AI Agent Memory Systems Explained