AI Agents

CS Master's course, aivancity, 2025

Introduction to AI Agents, specificaly to LLM agents.

Summary

In this course, students learned:

  • Definition and use cases of an agent.
  • How to build LLM Agents from scratch.
  • Fine-tune an LLM to do function calling.
  • Build agents smolagents library.
  • Build an Agentic RAG with smolagents.
  • Build MCP Agents with smolagents.
  • Build an MCP GitHub Agent.

Slides

Slides here.

Assignements

You can find all the asignements on my github.

Additional Resources