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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Readiness Testing: Engineering for Vibe Coders

Readiness testing is what separates a prototype that works from a system that holds up under real usage. Vibe-coded apps often skip this step, focusing on happy paths and local success, but real users bring load, edge cases, and failure scenarios that quickly expose gaps. This article explains what readiness actually means, the types of…
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The AI Agent Autonomy Trap

The industry tells a story about AI agents in which progress means more autonomy. Each advance is framed as a step toward agents that operate without human oversight. It’s a compelling story, and it’s a trap. Capability is what an agent can do. Autonomy is what it’s allowed to do unsupervised. These are different things,…
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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…



