Start with the problem
Get clear about the person, the need, and what a useful first version means.

A practical course & reviewer for building with AI
Learn to shape an idea, guide AI through a project, and make sense of the code, choices, and bugs along the way.
14 Lessons
Plan, build & deploy44 Scenarios
Applied judgment100% Untimed
Zero pressureArchitecture & Workflow
The BaiCoder approach
AI can produce code. You bring the intent, the context, and the judgment to decide what belongs in your project.
Get clear about the person, the need, and what a useful first version means.
Make a plan, understand how the app fits together, and guide AI through a small change.
Reproduce bugs, think about edge cases, and see whether the change really works.
Recognize data, privacy, API limits, and secrets before they turn into surprises.
Interactive Workflow
Scrub through the building stages below to see how a complete beginner clarifies scope, guides AI changes, verifies edge cases, and inspects the result.
Clarify who the feature is for, the acceptance checks, and what stays out of version 1. An AI prompt with boundaries prevents vague hallucinations.
✓ With explicit boundaries, the AI won’t invent shopping carts or payment integrations.
Two ways to start
Some people begin in a browser-based AI app builder. Others open a project in an AI-enabled code editor. The tools differ, but the habits that make your work clearer carry across both.
BROWSER APP BUILDER
Work in a browser workspace that can help generate screens, logic, and data connections. Learn what it generated and check the result before you publish.
Examples: Replit, Lovable, Base44
AI-ENABLED IDE
Use an editor such as Cursor or Visual Studio Code with an AI assistant to understand project files, preview the app, and review proposed changes.
Features depend on the editor and extensions you choose.
A skill you can use today
A useful bug report says where you were, what you did, what you expected, and what actually happened. A screenshot adds evidence. A local URL tells a local agent where to look when it can access your project.
Learn to report a bugEvidence & Scenario
Save button is clipped on mobile
Expected: Button fits inside the card on 390px viewport.
Actual: Label spills past container border right margin.
Try a reviewer question
There are no timers or penalties. Choose an answer to reveal the reasoning, retry it, or continue to the full reviewer.
Explore all reviewer questionsChoose one answer.
Start with the foundations
Know the difference between an AI app builder, an IDE, and the project you are creating.
Turn a loose idea into a useful first step the AI can understand.
Use AI to surface missing decisions before it starts changing files.
Describe what a person sees and what the interface does as the app changes.
Know what the app remembers and who should be allowed to see it.
Understand what the app sends, what comes back, and what can fail.
Taught from real project work
The founder has built software for clients and platforms including PH Reviewer Center used by 14,000+ learners and Bayanihan SWS serving 5,000+ users. BaiCoder draws on that experience to teach the habits behind a dependable build: clarify the goal, make one small change at a time, debug from evidence, and check the result.
Why BaiCoder existsA few useful answers
Vibe coding means describing what you want in everyday language and using AI to generate or change the code. A working preview is only the beginning: you still need to check what the app does, who can access its data, and what happens when something fails.
Choose one small problem and describe who the app helps. Write the first user flow and what success looks like, ask AI for a plan, then build one small piece. Try the normal flow and an error case before adding another feature. BaiCoder’s course walks through these decisions step by step.
Give AI specific context: the page, expected behavior, actual behavior, and steps to reproduce a bug. Ask for a small change and an explanation of affected files. Check permissions, loading and error states, and repeated submissions. Practice scenarios and revisit your mistakes to learn the reasoning behind each choice.
No. BaiCoder starts with the person and problem, then introduces front end, data, APIs, and code structure when they help explain a real building decision.
No. The habits carry across browser app builders and AI-enabled code editors. Tool names are examples; check each vendor’s current documentation for features and pricing.
No. A local address does not give BaiCoder access to your computer. The prototype uses fictional screenshots and errors for practice; it does not upload or inspect your project.
There are no timers or deadlines. This prototype does not have accounts or cloud sync; learning progress, project briefs, and bug-report drafts stay in your current browser.
Build with understanding
No timer. Your practice will be here when you return.