#production readiness
5 posts

I Built This in 20 Minutes With AI (and Spent 6 Hours Making It Actually Work)
The gap between AI demo speed and production-ready code is real. Why the last 20% of AI-assisted development takes 80% of the time, and what product teams should plan for.

The 3-Question Framework for Shipping AI Code Safely
Before you merge AI-generated code, ask these three questions. They take 30 seconds and can save months of production problems.

What Your AI MVP Is Missing Before It's Production-Ready
Your AI-built MVP works on localhost. Here are the things it's missing before real users can safely depend on it — and what to do about each one.

The Real Cost of Skipping Code Review on AI Output
AI-generated code that skips review doesn't save time — it borrows it. Here's what actually happens when teams ship unreviewed AI code, and what it costs.

Why AI-Generated Code Breaks in Production
AI can generate code fast — but speed without oversight creates expensive problems. Here's why AI-generated code fails in production and what to do about it.