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AI Fundamentals

Learn how to actually use Gen AI to get work done in 2026 - prompting that works, choosing models, tools and agents, coding assistants, MCP, and working with your own data - all hands-on against real models through the lab's AI gateway.

26 topics27 hands-on tasks25 quizzes~955 min
  1. Step 101 - What is Generative AI▶ 3 concepts · ? 1 quiz · 20 min
  2. Step 202 - The AI tool landscape▶ 3 concepts · ? 1 quiz · 20 min
  3. Step 303 - What you can do with AI▶ 3 concepts · ? 1 quiz · 20 min
  4. Step 404 - AI absolute basics▶ 5 concepts · ⌨ 1 task · ? 1 quiz · 45 min
  5. Step 505 - Calling LLMs over an API▶ 1 concept · ⌨ 4 tasks · ? 1 quiz · 40 min
  6. Step 606 - Writing prompts that work▶ 3 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  7. Step 707 - Prompting with examples▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  8. Step 808 - Step-by-step prompting▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  9. Step 909 - AI roles and personas▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 30 min
  10. Step 1010 - Controlling the output▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  11. Step 1111 - Improving your prompts▶ 3 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  12. Step 1212 - Multi-turn conversations▶ 3 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  13. Step 1313 - Choosing a model▶ 3 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  14. Step 1414 - Tokens and cost▶ 3 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  15. Step 1515 - Structured output with JSON▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  16. Step 1616 - Tool Calling▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  17. Step 1717 - AI Coding Assistants▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  18. Step 1818 - Model Context Protocol▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  19. Step 1919 - Using the API in real code⌨ 3 tasks · ? 2 quizzes · 45 min
  20. Step 2020 - LangChain basics▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  21. Step 2121 - Building Agents▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  22. Step 2222 - Limitations and safety▶ 3 concepts · ? 2 quizzes · 30 min
  23. Step 2323 - Using your own data▶ 2 concepts · ⌨ 1 task · ? 1 quiz · 35 min
  24. Step 2424 - Project: support ticket triage tool⌨ 1 task · 60 min
  25. Step 2525 - Project: log explainer CLI⌨ 1 task · 60 min
  26. Step 2626 - Project: grounded runbook assistant⌨ 1 task · 60 min