Vibe coding empowers non-developers to build software using AI agents. However, without proper foundation and structure, vibe coding can result in unmaintainable code that fails "the bus test" – meaning if you were hit by a bus tomorrow, no one else could understand or maintain your code.
The key to successful vibe coding is starting with the right foundation. This means ensuring your code lives in a proper repository, uses proven architectural patterns, and leverages existing AI guidance.
❌ Starting with code on your local machine or in an unmanaged environment
✅ Create your repository in the SSWConsulting GitHub organization from the start
Starting your project in GitHub, specifically within your organization, ensures:
Don't start from scratch! Use one of these battle-tested SSW templates that already include comprehensive AI guidance:
Use the SSW Clean Architecture template which includes:
agents.md files guiding AI on architectural decisions.github/copilot-instructions.md for GitHub Copilot integrationLearn more about Clean Architecture principles and Rules to Better Clean Architecture
Alternatively, use the SSW Vertical Slice Architecture template which offers:
Learn more about working in vertical slices and Rules to Better Vertical Slice Architecture
Which template should I use?
See the software architecture decision tree for more guidance on choosing the right architecture.
Once your repository is set up with a template, use GitHub Copilot Workspaces to drive your development:
"Add a user registration feature with email and password"
✅ Figure: Good example - Clear requirement that the AI can implement following the template's patterns
By following these practices, your vibe-coded project will be:
✅ Maintainable - Following proven architecture patterns ✅ Understandable - Using standard structures that developers recognize ✅ Documented - Architecture decisions are encoded in the template ✅ Reviewable - All changes go through pull requests ✅ Professional - Indistinguishable from code written by experienced developers
Remember: The goal isn't just to make code work – it's to create code that others can understand, maintain, and extend. Starting with these best practices ensures your vibe coding produces professional-quality software.