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AI and machine learning principles ... for humans

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Latest Issues

The #1 AI Habit for Individuals, Teams, and Organizations

Most teams that I work with are adopting and integrating AI. Most individuals I interact with are producing more in less time instead of producing the same amount and exploring or slacking off. You see the progress, but I see one consistent...

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Don't Build "Trustworthy" AI

In 2023, not long after the advent of ChatGPT, I sat in a roundtable discussion on AI with people from academia, business, government, and the media. In other words, a room full of people professionally trained to use the same words differe...

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The AI Invoice Has Entered the Chat

In 2023, Red Lobster made Endless Shrimp a permanent menu item. This was fantastic news for customers who interpreted the phrase “endless shrimp” as a theological claim in need of empirical testing. It was less good news for the servers who...

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Star Wars AI Cybersecurity Theory: Why the Future May Have Terrible Wi-Fi

Architected Intelligence: Principles for Building AI-First Organizations and Technologies by Jacob Miller and Jeremy Mumford is available now. Published by Wiley, 2026.

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The original Star Wars trilogy provides us with a plaus...

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AI Engineers Must Specialize in 2026

“How do you keep up with all of it?” I stared at the LinkedIn message with the loaded question. It was a common query I got probably once a week. “What’s your secret?” “How do you stay on top of all the updates?” I usually gave a canned ans...

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Authors

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  • Jacob Miller

    I focus on the principles underpinning real-world applications of machine learning and AI. I am the co-author of Architected Intelligence: Principles for Building AI-First Technologies and Organizations

  • Jeremy Mumford

    Lead AI Engineer at Pattern, Member of AI Utah and AI Tinkerers Utah Chapter

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