Find your level, learn the next useful move, and get better by using AI on real tasks. This is a path, not a course.
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First AI Steps
Stop querying AI. Start briefing it.
Theory is optional.
You do not need to understand backpropagation to use AI well. Do the practical work first. Open Under the Hood only if the background helps.
Browse any level. Complete them in order.
Level 1 · Beyond Google
Stop querying AI. Start briefing it.
Use whatever mainstream chatbot you already have. At this stage, the habit matters more than the model.
Capstone
Use AI instead of Google for one full day of real work.
Level 2 · Stop Starting From Scratch
Turn one-off prompts into reusable workspaces.
Keep useful context in one place so AI can help with the same job again.
Capstone
Build one reusable AI project you can come back to all week.
Level 3 · Make AI Yours
Turn generic AI into a setup that reflects how you work.
At this level, AI should start sounding more like your way of working and less like a blank public chatbot.
Capstone
Create one personal AI setup for a real slice of your life or work.
Level 4 · Stop Copy-Pasting
Connect AI to one real source or workflow.
At this level, AI starts touching your tools and systems instead of waiting for manual copy-paste.
Capstone
Connect AI to one real source so it helps with a recurring task.
Level 5 · Stop Wishing. Start Building.
Use AI to build working things.
You do not need to become a traditional engineer first. You need enough structure to build, test, and refine with AI.
Capstone
Ship one tiny but real app.
Level 6 · From Helper to Doer
Make AI handle parts of recurring work on purpose.
At this level, AI stops waiting for a prompt and starts doing part of the job in a repeatable flow.
Capstone
Launch one workflow that saves you real time every week.
Level 7 · Run the Stack
Choose, compare, and operate AI tools deliberately.
At this level, you stop treating one model as the whole story and start choosing tools more deliberately.
Capstone
Build your own operator stack for one real use case.
Start with the placement test if you want a recommended starting point.
It takes about a minute and can mark earlier levels complete if you have already outgrown them.