What If AI Was Right More Often Than Not?

What If AI Was Right More Often Than Not?

Most people using AI don’t know what they’re actually getting. They type a question. They get an answer. It sounds good. It reads well. It comes back fast and clean and confident. So they use it. And somewhere in that stack of ten answers, two or three of them were wrong. Not obviously wrong. Not…

AI Validated Them After Being Wrong.

AI Validated Them After Being Wrong.

Researchers at Stanford and Carnegie Mellon. Just published a study in Science — not a blog post, not an opinion piece, not a think tank white paper — a peer-reviewed study in one of the most respected scientific journals in the world. Here is what they found. When people described doing something wrong — something…

Your AI Is Underperforming …Here Is What Fixes It.

Your AI Is Underperforming …Here Is What Fixes It.

You’re paying for it every month. Maybe it’s ChatGPT. Maybe it’s Claude. Maybe it’s Gemini or Copilot or one of the dozen other tools that showed up in the last two years promising to change the way you work. You signed up because the demo was impressive. Because someone you respect said it changed their…

So You Think You Know Me? Thats an Assumption.

So You Think You Know Me? Thats an Assumption.

You don’t…stick around and bear with me for a minute. Before you decide that’s defensive — before you file that opening under chip on a shoulder or another writer who can’t take criticism — I want you to sit with it for just a moment. You don’t know me. You made a decision about what…

The AI Race Produces the Drift

The AI Race Produces the Drift

There is a headline making the rounds this week. DeepSeek V4 is here. One-point-six trillion parameters. Open source. Available for anyone to download, modify, and deploy under an MIT license. Priced at roughly one-sixth the cost of the leading American models. The coverage frames it as a competition story. East versus West. China versus Silicon…

The Cofounder Anthropic Said It. Now What?

The Cofounder Anthropic Said It. Now What?

Jack Clark cofounded Anthropic. He is not a critic of the AI industry writing from the outside. He is not a researcher publishing findings that the labs will quietly dispute. He is one of the people who built one of the most consequential AI companies in the world, and he went to USA TODAY two…

Why True AI Stewardship Remains Elusive

Why True AI Stewardship Remains Elusive

(And Why One Framework Saw It Coming) A researcher at Stanford said it plainly. When we think about this technology, we need to put human dignity, human well-being — human lives — at the center of consideration. That’s Fei-Fei Li. One of the most respected voices in artificial intelligence. A woman who has spent her…

The True Vail is Evident… Indiana?

The True Vail is Evident… Indiana?

Something is happening in this country that the people who get paid to explain things to you haven’t named yet. Not because they can’t see it. Because naming it requires admitting they missed it while it was building. You didn’t miss it. And neither did a lot of people who’ve been sitting quietly in their…

“Two Kinds of AI Drift. One of Them Will Fool You.”

“Two Kinds of AI Drift. One of Them Will Fool You.”

Most people who’ve heard the word drift in connection with AI think they know what it means. A Stanford and UC Berkeley study made headlines not long ago confirming that ChatGPT was getting measurably worse over time. Math scores dropping. Medical exam answers deteriorating. Code generation slipping. The researchers called it drift and they weren’t…

“The AI Drift Nitty Gritty”

“The AI Drift Nitty Gritty”

We named it… Now we open it up. Drift isn’t a feeling. It isn’t a vague dissatisfaction with AI that you can’t quite put your finger on. It’s a specific, engineered condition with a specific, engineered purpose. And once you see the mechanics of it, you can’t unsee them. This is what’s actually happening every…