How Do You Know When a Vibe-Coded App Is Ready to Move from Prototype to Production?

How Do You Know When a Vibe-Coded App Is Ready to Move from Prototype to Production?

How Do You Know When a Vibe-Coded App Is Ready to Move from Prototype to Production?Michelle Calloway
Published on: 03/10/2026

Is your vibe-coded app actually ready to launch? Use this plain-language checklist covering security, stability, legal basics, and UX to find out.

prototypeproduction readylaunch checklistvibe codingMVP
Why Does AI-Generated Code Keep Failing Security Tests? What Every Founder Needs to Know

Why Does AI-Generated Code Keep Failing Security Tests? What Every Founder Needs to Know

Why Does AI-Generated Code Keep Failing Security Tests? What Every Founder Needs to KnowMichelle Calloway
Published on: 26/09/2026

AI-generated code fails security tests 45% of the time. Here's why it happens, what the real risks are, and what founders should do before launch.

AI securityvibe codingcode reviewfoundersOWASP
How Do You Scale an AI-Built App Without Inheriting a Technical Debt Crisis?

How Do You Scale an AI-Built App Without Inheriting a Technical Debt Crisis?

How Do You Scale an AI-Built App Without Inheriting a Technical Debt Crisis?Michelle Calloway
Published on: 19/09/2026

Vibe-coded apps hit architectural limits fast. Here's a plain-language guide to scaling your AI-built product without a technical debt crisis derailing your growth.

technical debtscalingAI developmentSaaS architecturevibe codingfounders
What Is Vibe Coding — and Is Your AI-Built Prototype Actually Ready for Real Users?

What Is Vibe Coding — and Is Your AI-Built Prototype Actually Ready for Real Users?

What Is Vibe Coding — and Is Your AI-Built Prototype Actually Ready for Real Users?Michelle Calloway
Published on: 15/09/2026

Vibe coding lets founders build apps fast with AI. But is your prototype actually ready for real users? Learn the difference — and what to do next.

vibe codingAI developmentprototypefoundersproduction ready