Leading vibe coders, non-technical founders, and other builders through the decisions that AI makes for you, unless you take control.
Every day, people build software with AI. Most of those projects fail, not because the AI wrote bad code, but because nobody made the decisions the code depended on.
Recent Articles
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Minimum Viable Product (MVP): Engineering for Vibe Coders

A Minimum Viable Product is not just a smaller version of your idea. It is a focused way to prove something real. Vibe coding makes it easy to build quickly, but without clear intent, you can end up with a feature-heavy prototype that does not validate anything. This article explains how to define an MVP,…
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Does Your Vibe Coded App Suck?

You built it. It works. You shipped it, or you are about to. And there is this nagging feeling you cannot quite shake: you cannot actually tell if what you built is good. Most vibe coders are walking around with a working app and no real way to evaluate it. The reason has nothing to…
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About Alan…
Alan Knox brings over four decades of hands-on experience in technology development and implementation to the challenge of making artificial intelligence accessible…
Resources…
Production-Ready AI:
More than 80% of AI projects fail in production. The Production-Ready AI Solution Framework is designed for Executives, Architects, Engineers… anyone who want to increase the chance of success for an AI project when it is deployed into production.
Also:
- Making AI Work: A Strategic Guide for Businesses
- Free AI Assessment
More resources to come…



