In the fast-evolving world of AI, agents have emerged as one of the most exciting frontiers. Thanks to projects like Hugging Face's smolagents, building specialized, secure, and powerful code agents has never been easier. In this post, we'll walk through the journey of agent development, explore how to build code agents, discuss secure execution strategies, learn how to monitor and evaluate them, and finally, design a deep research agent.