piekara.me
THE COURSE FOR AI BUILDERS

Software Architecture
for Vibe Coders.

Build it with AI.
Ship it like a professional.

Turn your prototype into a product people can pay for. Learn to build web, mobile, and desktop apps with protected data, paid access, and a clear release plan.

Explore all 28 lessons ↓
3h 55m estimated video28 practical lessons3 platforms
The outcomes

Build with a clearer head.

Move from asking AI for more code to making decisions you can explain.

01

Understand your app

Map the code, data, and services behind every user action.

02

Guide AI with intent

Give it boundaries, business rules, and checks it can follow.

03

Protect your customers

Enforce access and preserve data when things go wrong.

04

Charge for real value

Connect purchases to paid access across your product’s lifecycle.

05

Ship across platforms

Understand web, mobile, and desktop release responsibilities.

06

Keep improving safely

Review changes, detect failures, and plan recovery before release.

Made for this moment

Your prototype works.
Now the decisions matter.

You’ve built something with AI. Now you want to add customers, charge for access, and keep improving it without guessing what might break.

This course gives you the architectural foundations to take that next step across web, mobile, and desktop.

Scenarios you’ll learn to handle
01

A multi-user web app

Keep each customer’s data private, control who can do what, and deliver background work reliably.

Web + mobile
02

A paid mobile app

Support offline use, unlock paid features, and handle renewals and restored purchases.

Mobile
03

A desktop productivity app

Work with local files, connect external services, and preserve saved work through updates.

Desktop
The curriculum

From the first boundary
to the release review.

Eight modules. Every lesson connects a principle to a decision in a real product.

Module / lesson breakdown235 minutes total · estimated
01Choose your app’s shape3 lessons · Architecture20 min

Map what runs on a device, what runs on a server, and which data each part owns.

  1. 1.1 · Follow one user action7 min

    Trace a user action from screen to database and notification.

  2. 1.2 · Web, mobile, or desktop?7 min

    Compare web, mobile, and desktop architectures. Identify local, shared, and platform responsibilities.

  3. 1.3 · Choose from constraints6 min

    Turn offline access, data protection, response time, and cost into a short decision record.

02Give your code clear boundaries4 lessons · Structure30 min

Know where a feature belongs and how to change it without pulling apart the whole app.

  1. 2.1 · Trace a feature through its layers8 min

    Follow a create-record action through input, access checks, business behavior, and saving.

  2. 2.2 · Move business rules out of screens8 min

    Change a business rule independently of the screen that displays its result.

  3. 2.3 · Organize around capabilities8 min

    Map module dependencies and identify a call that crosses the wrong boundary.

  4. 2.4 · Reuse without overengineering6 min

    Compare shared packages and app configuration. Remove wrappers with no clear purpose.

03Protect data and access4 lessons · Security30 min

Define ownership, enforce permissions, and preserve business rules when requests overlap.

  1. 3.1 · Entities and ownership8 min

    Map accounts, workspaces, members, and records; scope data to the right owner.

  2. 3.2 · Valid states and transitions7 min

    Model draft, scheduled, published, and cancelled announcements; reject contradictory states.

  3. 3.3 · Transactions and concurrent writes8 min

    Interrupt related writes and replay concurrent requests to expose consistency problems.

  4. 3.4 · Trusted access boundaries7 min

    Review server authorization, secrets, and the difference between identifying a user and permitting an action.

04Connect services and manage state3 lessons · Integrations25 min

Keep vendors replaceable and distinguish screen state, cached data, and authoritative records.

  1. 4.1 · Define an integration contract8 min

    Compare external service providers behind one contract, including capability differences.

  2. 4.2 · Choose the source of truth9 min

    Trace local data, API responses, cached reads, and server-controlled writes.

  3. 4.3 · Handle stale and failed responses8 min

    Use fakes and account-switch scenarios to check errors, refresh behavior, and stale data.

05Make failure recoverable3 lessons · Reliability30 min

Plan what happens when an action is retried, duplicated, or only partially completed.

  1. 5.1 · Commands, events, and jobs8 min

    Label the different roles in an announcement flow and move slow work off the request path.

  2. 5.2 · Retry without duplicating actions10 min

    Replay a request using the same key, then change input to demonstrate conflicts.

  3. 5.3 · Persist work that still needs doing12 min

    Step through an outbox, interrupted notification delivery, bounded retries, logs, and recovery.

06Build a product people can pay for4 lessons · Monetization35 min

Separate the paywall from access control and understand the full purchase lifecycle.

  1. 6.1 · Checkout, paywall, entitlement8 min

    Draw the boundary between asking for payment and granting a paid capability.

  2. 6.2 · Web payments and store purchases9 min

    Compare web and store purchase flows, verification boundaries, and account identity.

  3. 6.3 · Renewals, cancellations, and restore10 min

    Walk a state table covering pending payment, renewal, expiry, refund, and restored purchases.

  4. 6.4 · Test paid access before launch8 min

    Use fake purchase services and sandbox scenarios to check duplicate events, failed payments, and denied access.

07Prepare a professional release3 lessons · Shipping30 min

Plan a release that protects existing data and gives you a way to detect and recover from problems.

  1. 7.1 · Preserve data through updates10 min

    Examine a failed update that risks deleting saved data; design a migration and recovery path using test data.

  2. 7.2 · Release on web, mobile, and desktop10 min

    Compare deployments, signed builds, store review, updates, and coexistence of old and new versions.

  3. 7.3 · Check, observe, and recover10 min

    Select checks for access, payment, backups, failure reporting, and recovery. Build a release checklist.

08Review your product with AI4 lessons · Capstone35 min

Leave with a system map, a constrained change plan, and a launch-readiness review.

  1. 8.1 · Map the actual implementation8 min

    Ask for real files, call paths, owners, and tests; reconcile documentation with code.

  2. 8.2 · Challenge a flawed product plan10 min

    Review a deliberately flawed paid-feature plan for authorization, delivery, and lifecycle gaps.

  3. 8.3 · Write constraints AI can act on10 min

    Improve the plan with explicit state, entitlements, dependencies, and acceptance checks.

  4. 8.4 · Run your launch review7 min

    Apply the checklist to web, mobile, or desktop and explain unresolved risks before release.

Includes a dedicated 35-minute payments and paywalls module. Practice is additional to video time.
Rafał Piekara
Your instructor

Built from the work.
Then brought to the lesson.

I’m Rafał Piekara, a software architect and product builder.

I’ll use practical scenarios to explain where code belongs, how paid access works, and what happens when things fail. You’ll learn the reasoning behind each decision and apply it to your own product.

Rafał Piekara Software architect · Independent builder
A few honest answers

Before you
take the next step.

Do I need to be a developer?

You should already have built a small app with AI. We explain architectural concepts in plain language and use short code excerpts. This is about understanding and directing a product, rather than memorizing a programming language.

Will I build a complete app during the course?

You will work through practical app scenarios and review a product plan. The course teaches architectural decisions and release readiness; it is not a complete framework setup or store-submission walkthrough.

Does this cover paywalls and subscriptions?

Yes. A dedicated module covers checkout, verified entitlements, purchase state, renewal, cancellation, expiration, refunds, restoration, and testing paid access.

Does one course cover all three platforms?

The core principles transfer across web, mobile, and desktop. We explicitly compare their storage, trust boundaries, payments, distribution, and update responsibilities.

How long is it?

The proposed curriculum contains 28 lessons across 8 modules, with an estimated 3 hours 55 minutes of video. Independent practice takes additional time.

When does it launch, and what does it cost?

The course is in development. Pricing and the launch date have not been announced. Join the waitlist to receive the presale price when enrollment opens.

Will this guarantee a secure or profitable app?

You will learn to recognize and reduce avoidable risks, implement paid access thoughtfully, and prepare a release. Security and commercial results also depend on your implementation, testing, operations, and product demand.