Learning Resources
You don't need to become a professional software engineer to build great apps with AI. But learning a few key concepts will dramatically improve your results.
This page collects the best resources for each skill area — most of them free, beginner-friendly, and practical.
Security Basics
Understanding security doesn't require a computer science degree. These resources explain the essentials in plain language.
| Resource | What It Covers | Why It's Useful |
|---|---|---|
| OWASP Top 10 | The 10 most critical web security risks | Industry standard security checklist |
| Have I Been Pwned | Check if your accounts have been in data breaches | Understand real-world breach impact |
| Snyk Learn | Interactive security lessons | Hands-on practice with vulnerabilities |
| Security Basics (this guide) | Security for non-coders | Start here if you're new |
Start with: The Security Basics page on this site, then explore OWASP Top 10.
Database & Data Modeling
You don't need to be a database administrator, but understanding how data works helps you write better specs and get better AI results.
| Resource | What It Covers | Why It's Useful |
|---|---|---|
| SQL Tutorial (W3Schools) | SQL basics | Understand how databases work |
| Database Design (FreeCodeCamp) | Data modeling fundamentals | Design better data structures |
| Prisma Docs | Modern database access | See how apps connect to databases |
Start with: The W3Schools SQL tutorial — even 30 minutes will give you a mental model of how databases work.
Prompt Engineering
Getting good results from AI tools is a skill you can learn and improve.
| Resource | What It Covers | Why It's Useful |
|---|---|---|
| Prompt Engineering Guide | Comprehensive prompt techniques | Systematic approach to prompting |
| Anthropic's Prompt Engineering Guide | Claude-specific best practices | Learn from the AI provider themselves |
| OpenAI's Prompt Engineering Guide | GPT-specific strategies | Six proven prompt strategies |
| How to Talk to AI Tools (this guide) | Prompting for non-coders | Start here for practical prompts |
Start with: The Prompt Engineering page on this site, then explore the provider-specific guides.
Architecture & System Design
You don't need to design Twitter-scale systems. But understanding basic architecture helps you plan better and avoid common pitfalls.
| Resource | What It Covers | Why It's Useful |
|---|---|---|
| System Design Primer | System design fundamentals | Learn how large systems are structured |
| ByteByteGo | Visual system design explanations | Easy-to-understand animations |
| Spec-Driven Development with Amazon Q | Spec-driven development workflow | See how specs improve AI-generated code |
| SDD Tools & Practices (Martin Fowler) | Spec-driven development tools | Industry expert perspective on SDD tooling |
| Thinking in Systems (this guide) | Systems thinking for AI dev | Start here for architecture mindset |
Start with: The Thinking in Systems page on this site.
Version Control
Version control (Git) is one of the most important tools you can learn. It's your safety net.
| Resource | What It Covers | Why It's Useful |
|---|---|---|
| GitHub Skills | Interactive Git tutorials | Learn by doing, in your browser |
| Oh Shit, Git! | Git fixes for common mistakes | When things go wrong, this helps |
| Git - The Simple Guide | Git in plain English | The simplest Git explanation |
| Version Control Basics (this guide) | Git for non-developers | Start here if you've never used Git |
Start with: The Version Control Basics page on this site, then try GitHub Skills.
Testing
Testing ensures your app works correctly — and catches problems before users do.
| Resource | What It Covers | Why It's Useful |
|---|---|---|
| Testing Without Coding (this guide) | Testing for non-developers | Start here |
| Playwright | Browser automation testing | Test your app automatically |
| Cypress | End-to-end testing | Another great testing tool |
Start with: The Testing Without Deep Coding Knowledge page on this site.
Deployment & Hosting
Getting your app from your computer to the internet requires some basic knowledge.
| Resource | What It Covers | Why It's Useful |
|---|---|---|
| Hosting Basics (this guide) | Hosting explained simply | Start here |
| Vercel Docs | Deploy frontend apps | Easy deployment for web apps |
| Railway Docs | Full-stack deployment | Simple backend deployment |
| Cloudflare Pages Docs | Deploy static sites | Fast, global deployment |
Start with: The Hosting Basics page on this site.
Communities
Learning is easier with others. These communities are beginner-friendly and AI-positive.
| Community | Focus | Why Join |
|---|---|---|
| r/coding | General coding discussion | Ask questions, learn from others |
| r/webdev | Web development | See what others are building |
| AI-assisted Dev Discord | AI coding tools | Connect with other AI developers |
| Indie Hackers | Building businesses with code | Learn from solo founders |
Start with: The Communities page on this site for more recommendations.
Free Courses
If you want a structured learning path, these free courses are excellent:
| Course | Provider | Time | What You'll Learn |
|---|---|---|---|
| CS50's Introduction to Computer Science | Harvard (edX) | ~12 weeks | Fundamentals of programming and CS |
| The Odin Project | Open source | Self-paced | Full-stack web development |
| FreeCodeCamp | FreeCodeCamp | Self-paced | Web development certifications |
| Web Security Basics | YouTube | ~2 hours | Security fundamentals |
Tools to Bookmark
| Tool | What It Does | Free Tier? |
|---|---|---|
| Sentry | Error tracking | Yes |
| Uptime Robot | Uptime monitoring | Yes (50 monitors) |
| Snyk | Security scanning | Yes |
| GitGuardian | Secret detection | Yes |
| Excalidraw | Architecture diagrams | Yes |
| DB Diagram | Database design | Yes |
The Bottom Line
You don't need to learn everything. You just need to learn enough to ask the right questions.
The resources above are curated to give you the minimum viable knowledge for each area. Start with the topics most relevant to your current project, and explore deeper as you encounter specific problems.
The best learning path: identify what you need to know for your next feature, learn just enough to understand it, then use AI to implement it. Repeat.