Draft shell. Real lesson copy + video go here. Structure follows the course spine: Outcome → Concept → Build → Run.
Outcome
By the end you can decide, for any task, whether AI is the right tool — and spot the cases where it will confidently get things wrong.
Concept
A short, honest mental model of large language models: pattern completion, not understanding; capability boundaries; where hallucination comes from.
Build
A quick hands-on: give the same task to a chat assistant three ways and compare the results.
Run
How to keep a healthy skepticism as a habit — the questions to ask before you trust an AI output.