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.
Your competitive advantage begins with asking the right questions.
Stop being intimidated by AI. Start understanding it.
Recent Articles
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Guardrails: Engineering for Vibe Coders
AI systems are powerful but unpredictable. Without guardrails, models can hallucinate, generate unsafe content, or trigger unintended actions in automated workflows. Guardrails provide the constraints that keep AI behavior aligned with your system’s goals. This article explains how vibe coders can design input validation, prompt constraints, output filtering, and action limits to make AI-powered features…
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License Management: Engineering for Vibe Coders
Every library, dataset, and AI model you use comes with a license. In early prototypes, these details are easy to overlook. But licenses determine what you can distribute, monetize, or modify. This article explains how vibe coders can track dependencies, understand license types, and plan attribution to avoid hidden legal and compliance risks while still…
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…