The AI Learning Hub Journal
◆ Free course · 5 modules · 22 lessons

From Prototype to Real Product

The honest second half of building with AI — data, accounts, shipping, cost, support and the second year, walked on one real example with the effort counted at every stage.

Read it in the library →
Module 1 · 4 lessons

Before You Build the Rest

Where you are standing, and why the demo was always the easy part. What the product actually has to do, what version one refuses to do, and a plan made of stages with an honest count of days attached. The weekend was 2 of 23 — this module is where you find out what the other 21 contain.

  1. Where You Are Standing
  2. Finding Out What It Has to Do
  3. The Not-List
  4. A Plan Made of Stages
Module 2 · 4 lessons

Building and Testing

The part AI made genuinely cheap, and why finishing it proves less than it seems to. A demo works once, for you; a product works for strangers, over time — and the checks that guard that difference need to run without you. Closes at the ledger: nine days of twenty-three spent, with everything visible already done.

  1. The Slice That Got Cheap
  2. What "It Works" Actually Means
  3. Checks That Run Without You
  4. Reading the Ledger After the Demo
Module 3 · 5 lessons

The Parts That Aren't the Screen

The module about the part of the product nobody screenshots. Where the data lives and what happens when it is wrong, why the first change after real bookings exist is the dangerous one, backups you have actually restored, the locked-out customer, and the services you quietly stand on. Nine days of work that leave the screen looking exactly as it did — which is rather the point.

  1. Where the Data Lives
  2. Changing Your Mind About Data
  3. Accounts, Passwords and the Locked-Out Customer
  4. The Services You Secretly Depend On
  5. The Ledger Below the Screen
Module 4 · 5 lessons

Shipping and Running It

Getting changes to users without holding your breath, finding out it broke before they tell you, and what the whole thing honestly costs each month. Plus the email that arrives at eleven at night, which is not a malfunction — it is what having users is.

  1. Getting It to Users — and Taking It Back
  2. Shipping Without Holding Your Breath
  3. Finding Out It Broke Before They Tell You
  4. What a Thousand Users Cost
  5. The Email at Eleven at Night
Module 5 · 4 lessons

The Second Year

The year nobody plans for. Software that rots while standing still, the one-page handover that frees the business from your head, and the full fifteen-dimension comparison this course has been walking towards. It closes with the honest answer to what you can genuinely ship — more than the doubters say, less than the demo implied.

  1. The App You Never Touched Broke Anyway
  2. Could Anyone Else Run This?
  3. The Weekend Build and the Real Product
  4. What You Can Genuinely Ship

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