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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Transactional Emails: Engineering for Vibe Coders

One of the easiest ways to accidentally create a poor user experience is forgetting about transactional emails. Modern applications depend on email for critical workflows such as account verification, password resets, purchase confirmations, invitations, and security notifications. While developers often focus on user interfaces and APIs, users frequently experience transactional emails as part of the…
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What’s the Why: Letting AI Sharpen Your Idea Without Letting It Pick Your Purpose

You describe your app idea to your AI assistant in a sentence or two, it nods along and starts helping you build, and in that opening exchange something quiet happens: the AI fills in your fuzzy idea with its own guess about why your app should exist. That guess becomes the foundation for everything you…
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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…



