Project scope
At minimum include free vs premium lesson access, account auth, subscription state, learning progress, and knowledge-card capture.
Capstone
Build an AI product with auth, billing, and learning loops
This is not another isolated concept lesson. It turns lessons, auth, billing, knowledge cards, and the trust layer into one real deliverable. The target is not more code. The target is a complete product chain.
Acceptance criteria
You must be able to demonstrate the full loop from guest to account, from unpaid to premium access, and from learning to captured knowledge assets.
Final objective
Ship a small AI product someone else can open, test, and understand instead of a loose set of code fragments.
Recommended build order
Define content structure and lesson access rules first.
Add identity so learning data and access bind to the user.
Add billing so Builder access becomes real product state.
Finish with trust layer, content standards, and acceptance checklists.
What acceptance must inspect
Whether guests and signed-in users actually see different product states.
Whether payment changes premium lesson access immediately.
Whether cards and reflections are really captured and reviewable.
Whether every lesson exposes sources, review status, and a practice task.
Most common failure modes
Building isolated feature pages without a connected learning loop.
Auth, billing, and content working separately without unified app state.
Lots of lesson content but no practical validation or deliverables.
No demo or project explanation that an outsider can review.
Capstone deliverables
1 online or local runnable demo
1 architecture note
1 launch checklist
1 short project recap: what was hardest and how you closed it
Search Cluster
Connect the capstone back to the entry paths
The capstone should not be a buried endpoint. It should absorb high-intent traffic entering through workflow, auth, and billing searches.
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An AI workflow course built for real delivery, not better chatting
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Open pathAI Workflow Automation Course
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Users who search for an AI workflow automation course usually want something they can really run, not a pile of tool demos. DepthPilot connects automation to system design, entitlement, and delivery.
Open pathCreem Billing Tutorial
A Creem billing tutorial focused on webhooks and entitlement, not just checkout
For users searching for a Creem billing tutorial, the hard part is rarely the checkout button. The hard part is getting payment state, portal access, and in-app entitlement to move together.
Open pathSupabase Auth Tutorial
A Supabase Auth tutorial that goes beyond building a login page
This page aligns with the Supabase auth tutorial search term, but it aims at a full account chain rather than a form demo, including callback exchange, session handling, and RLS.
Open path