AI Builders

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.

Business AI Strategy

Your competitive advantage begins with asking the right questions.

AI Fundamentals

Stop being intimidated by AI. Start understanding it.


  • Data Contracts: Engineering for Vibe Coders

    Data Contracts: Engineering for Vibe Coders

    Data contracts are what keep systems from slowly breaking as they evolve. Vibe-coded prototypes often pass data loosely between components, which works early on but leads to inconsistencies, hidden bugs, and fragile integrations over time. This article explains how data contracts create clarity between systems, how to manage changes safely, and the simple pre-prototype habits…

    Read more…

  • Rethinking “Human in the Loop” for AI

    Rethinking “Human in the Loop” for AI

    Every AI deployment claims to have a human in the loop. Most of those deployments still fail. The phrase has become a compliance incantation: say the magic words, check the box, proceed. It covers so many different arrangements that it tells you almost nothing about whether oversight is actually happening. The replacement is a concept…

    Read more…


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…

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…