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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.