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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The AI Agent Demo Problem: Why They Work in Sales Calls and Fail in Production

Most AI agent demos look impressive. Most AI agent deployments disappoint. The strange part isn’t that the gap exists; it’s that buyers who know demos are sales pitches still get burned by them. The reason isn’t the cherry-picking everyone expects. It’s the invisible human scaffolding that makes the agent look better than it is, and…
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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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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…



