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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Webhooks: Engineering for Vibe Coders

Webhooks power real-time, event-driven systems. Payments complete, users sign up, models finish processing, and external services notify your application instantly. But behind their simplicity are real concerns around idempotency, retries, security verification, and failure handling. This article explains how vibe coders can treat webhooks as reliable event ingestion points rather than simple callbacks, building integrations…
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From Prototype to Production: How to Deploy Your Vibe-Coded App Without Breaking Everything

Your AI-built app works perfectly on your computer. But when you try to deploy it, something breaks. The problem isn’t your code; it’s the dozens of decisions AI made without telling you. Learn how to surface those hidden choices, make them consciously, and finally get your app in front of real users.
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…



