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Principles, Practices, & Insights


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
Raimund Laqua
3 min read


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


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


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...
Raimund Laqua
9 min read


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...
Raimund Laqua
2 min read
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