Recent Articles
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Deciding What to Test: Letting AI Write the Tests So You Can Decide What’s Worth Testing

Ask AI to write tests for your code and you get a wall of green checkmarks that feels like safety, but really just proves your code does what your code does. If there’s a bug in there, AI writes a test that expects the buggy behavior, because that’s the behavior it saw. Writing tests is…
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Fail Fast vs Fail Safe: Engineering for Vibe Coders

Every application eventually encounters failures. A database becomes unavailable, an API times out, an AI model produces an unexpected response, or a payment processor returns an error. The question is not whether failures will happen, but how your application responds when they do. In this article, we explore fail fast versus fail safe thinking for…
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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…



