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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DNS & Domain Management: Engineering for Vibe Coders

DNS is the invisible layer that determines whether your app actually works. Vibe-coded prototypes often ignore it until something breaks, but domain structure, routing, and configuration decisions impact reliability, security, and scalability from the start. This article breaks down how DNS really works, why it causes problems in real systems, and the simple pre-prototype habits…
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The AI ROI Illusion: Why Most Enterprises Are Measuring the Wrong Things

Most enterprises are tracking whether AI is being used, not whether it’s working. With 42% of companies abandoning AI initiatives before production and only 29% of executives able to measure ROI confidently, the problem isn’t the technology. It’s the measurement. Here’s what organizations get wrong and a practical framework for connecting AI spending to actual…
Read more articles…

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…



