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Compliance Principles, Practices, & Insights


Engineered Regulation for AI Systems
In every industry where failure is consequential, we learned to engineer control into a system before we trusted it to run. With AI, we are skipping that step. The discipline we are missing has a name: engineered regulation. Engineered Regulation for AI Systems No one runs a refinery with a big red button and good intentions. Before the plant starts, engineers design the control loops that hold temperature and pressure where they belong. They add independent safety systems th


Deploy First, Engineer Later: The AI Risk We Can’t Afford
The sequence matters: proper engineering design must occur before deployment, not afterwards. by Raimund Laqua, PMP, P.Eng As a professional engineer with over three decades of experience in highly regulated industries, I firmly believe we can and should embrace AI technology. However, the current approach to deployment poses a risk we simply cannot afford. Across industries, I’m observing a troubling pattern: organizations are bypassing the engineering design phase and dire


AI Risk Containment in Industrial Systems
AI Risk Containment Architecture Industrial leaders in safety-critical, highly regulated sectors like energy, chemical processing,...


Engineering Through AI Uncertainty
As artificial intelligence continues to advance, AI engineers face a practical challenge – how to build trustworthy systems when working...


The Emergence of AI Engineering
The Emergence of AI Engineering - Can You Hear the Music? In a compelling presentation to the ASQ chapter / KinLin Business school in...


When did Professional Engineering Become an Obstacle to Innovation?
The Future of Professional Engineering Over the years, I’ve seen a decline in professional engineering, and no more so than in the domain...
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