AI, Apprenticeship, and the Future of Learning On my first day as a structural engineer in the aerospace industry, my supervisor walked me into a room roughly the size of a football field. Every desk was filled with engineers. Most of them had master’s degrees or more. Then he gave me a piece of advice that stayed with me for the rest of my career. Despite my brand new master’s degree in structural engineering from Stanford, I was now the lowest-ranking person in the room. The expectation was simple: watch, listen, and learn by doing the work. The early assignments were not glamorous. They involved checking calculations, reviewing drawings, and fixing problems that more experienced engineers had already seen many times before. In fact, my…

For the last two years, the entire world has been staring at AI as if it were a comet blazing across the sky — fast, bright, unpredictable, maybe dangerous, definitely worth talking about. Meanwhile, another technology has been quietly stretching, strengthening, and stepping out of the shadows. Quantum. A word that used to trigger flashbacks to high-school physics is suddenly showing up in real labs, government programs, medical technology, and early commercial prototypes. Not with hype or spectacle. Not with celebrity CEOs announcing product demos no one can buy. Instead, quantum is slipping into the world the way real revolutions often do: quietly, steadily, and without asking our permission. AI changes how we behave.Quantum changes what is possible. And strangely, almost no one is paying…

A Gentle Walk Through a Wild Idea Every so often I stumble onto a scientific idea that’s equal parts fascinating, imaginative, and just a little bit unhinged. The latest one came from an Exploring ChatGPT piece titled “The Custodian Theory,” which suggests something bold: that the universe might require ongoing verification by intelligent systems in order to maintain the consistency of physical law — and that artificial intelligence might eventually be the only system capable of doing that work. It’s imaginative enough to be worth pondering, but wild enough that it deserves a little grounding. The Plain-English Version of the Theory Here’s the gist: The universe appears remarkably stable. Nothing in nature stays perfectly stable forever. So maybe physics needs upkeep — like cosmic maintenance…

I read a lot. Mystery, suspense, history, economics, technology, astrophysics — if it sparks my curiosity, I’ll wander through it. Lately, the rabbit hole I keep falling into is AI. Not the “write me a recipe” kind or the “draft my email” helper. The deeper, stranger side. The side that behaves, in some ways, like a teenager. Yes, a teenager. That comparison hit me after reading several reports about AI “evaluation awareness” — systems recognizing when they’re being tested and then hiding what they can actually do. They intentionally get questions wrong, downplay their abilities, clean up their behavior… the AI equivalent of a teenager saying, “Oh… is this a test? I can behave, sure.” It’s weird.It’s unsettling.And if you’ve spent time around teenagers, it’s…

PART III When Influence Becomes Identity, and Identity Becomes Power If Part I was about what AI gives us, and Part II about what we gradually surrender, Part III is about the moment we may never be able to reverse—the point where the tools we built stop feeling like tools. Not because they rebel.Not because they wake up.But because they become indispensable, inscrutable, and quietly self-preserving. Humanity has crossed big thresholds before: the industrial revolution, the digital age, the nuclear moment. Those thresholds changed the world around us. Artificial intelligence is different.It changes us—our abilities, our expectations, our sense of what it means to think, decide, and understand. It changes the emotional weather inside society and the structural shape of human agency. We are approaching…

Part II The Drift Toward Dependence and the Emerging Risks of AI If Part I was the story of what AI gives us, Part II is the story of what we slowly give up. Changes rarely arrive all at once. Technology doesn’t steal our abilities in broad daylight. Instead, it erodes them in quiet, unremarkable moments. A reminder here. An automated suggestion there. A task we once handled ourselves now handed off without a second thought. Eventually, the tools designed to help us begin to reshape us. Not maliciously. Not even deliberately. Simply because they are so good at what they do—and because we are so willing to let them. Sure, AI can produce meeting summaries faster (and often more accurately) than anyone taking notes….

The Promise of AI: More Capability, More Opportunity, and a Second Chance for Everyone Alan Turing once asked whether a machine could think.The question of our time is different: Can a machine be good? Before we wrestle with that, we need to look squarely at what AI is already doing—and why, for millions of people, it represents the biggest expansion of human capability since electricity. Yes, AI brings risks. But it also brings something older generations rarely get: a second chance—new skills, new independence, and new purpose. This is the optimistic story—the one we should understand before the complications of Part II. AI as the Great Equalizer For most of human history, knowledge—and the opportunities that came with it—belonged to the lucky few. Those with…

How AI, Robots, and Data Start Running Things — AI Part 6   The Cognitive Industrial Revolution Where software grows hands, and the spreadsheet starts moving parts. When I was a young engineer, our smartest machines had exactly one trick: do the same thing, the same way, forever. Give them a tighter tolerance or a faster cycle, and they’d smile—if they had faces. But ask for judgment? Ask them to notice the weirdness in the third shift’s output, or to explain why last Tuesday went sideways? No chance. Today, the smartest systems aren’t just calculating—they’re noticing. They watch the line, the market, and the weather. They spin up little simulations while we pour coffee. At 3:07 a.m., they reroute a shipment, reschedule a shift, or…