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Week 05 — Agentic AI

"LLMs generate text. Agents get things done."

Welcome to Week 5. This week we transition from single-turn request/response pipelines to autonomous systems. You will learn how to give language models tools, memory, and the ability to reason over long horizons.

Topics Covered​

  1. Agent Fundamentals
  2. Tool Calling
  3. Async & Parallelism
  4. LangGraph
  5. MCP (Model Context Protocol)
  6. Custom MCP Servers
  7. Specialized Agents
  8. Multi-Agent Systems
  9. Agent Memory Systems
  10. LXD Sandboxing
  11. Agent Evaluation

Hands-On Labs & Capstones​

  • Autonomous Research Agent (Capstone)
  • VivaAgent — Oral Examiner (Capstone)
  • Context-Based Extraction Tool (Lab)

Agents are the frontier of modern AI engineering. Let's build.