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 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…
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Pagination: Engineering for Vibe Coders

Pagination feels optional when you are vibe coding because everything works with small datasets. Then real data shows up and things slow down, break, or get expensive. Pagination is not about UI polish. It is about controlling how data flows through your system so it stays fast, predictable, and scalable from the start. This article…
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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…



