Why AI Governance Is No Longer About Controlling Outputs, But Entire Systems For a while, the problem of artificial intelligence seemed relatively contained. Models generated answers, some brilliant, some flawed, and the risk could be summarized in a single, almost harmless phrase: “saying the wrong thing.” It was a problem of language, of content, of accuracy. Today, that framing feels outdated. With the rise of … Continue reading Orchestrating Intelligence
… It Stops Being Magic and Starts Being Power It reads like a minor corporate update, the kind of post that floats through LinkedIn and disappears by lunch. ElevenLabs announces that its AI voice agents can now be insured. A certification, AIUC-1, validates safety, reliability, and security. Five thousand adversarial simulations. Enterprise readiness. Faster deployment. The language is procedural, almost dull. And yet, this is … Continue reading When AI Becomes Insurable…
… AI Won’t Need Bank Accounts—Because It’s Rewriting the Economy Itself There is a quiet assumption embedded in the architecture of the internet: that somewhere behind every transaction, there is a human deciding. That assumption is starting to break. In your recent piece, “Should we give AI a bank account?”, Reid Hoffman you don’t just suggest a shift—you outline a rupture, not software getting better … Continue reading Reid, You’re Right:…
A student submits a perfect assignment. The structure is clean. The argument is coherent. The language is precise. There are no obvious gaps, no weak transitions, no signs of confusion. It is, by most academic standards, an excellent piece of work. The problem is that no one can tell whether the student actually learned anything. This is not a minor issue. It is a structural … Continue reading When Intelligence Left the Building…
… in the AI era. ChatGPT, as many of you, I’ve been using it for over three years. I built a custom assistant on top of it more than two years ago, something I use almost daily, something I know the way you know a tool you’ve shaped with your own hands. It never nagged. It answered, and it stopped. A couple of days ago, … Continue reading The New Infinite Scroll
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