Your Vibe-Coded Prototype Passed the Demo. Now What?

This story was originally published on HackerNoon at: https://hackernoon.com/your-vibe-coded-prototype-passed-the-demo-now-what.
A working demo proves the concept, not the system.
Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #ai, #vibe-coded-prototype, #vibe-coding-audit, #production-ready-app, #prototype-audit, #ai-code-security, #rescue-engineering, #technical-debt, and more.

This story was written by: @brocoders. Learn more about this writer by checking @brocoders's about page, and for more stories, please visit hackernoon.com.

A working demo proves the concept, not the system. Instead of running a generic hardening checklist on a vibe-coded prototype, audit it module by module and give each one a verdict: keep, fix in place, or rebuild. More than 8,000 of the roughly 10,000 startups that tried to ship AI-built apps this way now need rescue engineering at $50,000 to $500,000 each. An early audit is what keeps you out of that group.