AI speed.
Builder judgment.
Vibe coding becomes powerful when you stop treating it as magic and start treating it as a disciplined product workflow.
AI-native
Use agents for real planning, implementation, debugging, and review—not isolated snippets.
Human-visible
Keep scope, diffs, commands, errors, and acceptance criteria understandable to the builder.
Evidence-driven
A feature is complete when checks and real user flows prove it, not when the agent sounds confident.
Safe by default
Protect secrets, preserve working versions, test authorization, and separate external actions from local edits.
You will not memorize everything. You will understand what matters.
Each lesson starts from a user outcome, introduces the minimum technical model, gives you a tool-neutral AI prompt, and finishes with verification and recovery. The projects share one expense-product domain so you can see how the same decisions move through web, mobile, and backend systems.
By the end, you will have shipped more than demos. You will know how to ask better questions, inspect generated work, protect data, and decide what comes next.
Explore the curriculum