Intelligent Systems Blog

Here's the thing about a technology category going through its messy middle phase: it means the early-adopter tax is mostly paid, the tools are getting good fast, and the business owners who learn the landscape now will have a real edge in twelve months. AI video is...

Where AI is actually headed in the next few years — and why most people are looking in the wrong direction. AGI. Humanoid robots. Mass unemployment. The Singularity. Those are the conversations dominating most predictions about the future of AI right now. They make...

Years ago, the maker community got briefly obsessed with a strange idea: 3D printers that could print parts for other 3D printers. It wasn't full self-replication — you still needed motors, electronics, metal components, wiring, and human assembly. The printer...

Every time a new technology arrives that can automate some portion of knowledge work, the same fear surfaces: fewer people needed, fewer jobs, fewer clients. It's a reasonable instinct. When machines can do part of the job, you'd expect to need less of the human. But...

Most coaches I talk to don't need another tool that competes with them. They need a system that makes their coaching more valuable. The distinction matters, because when most coaches first hear about AI coaching tools, their reaction isn't excitement. It's concern —...

Everyone keeps asking the wrong question about AI. "Is this going to destroy us?" gets clicks, fills conference panels, and makes for dramatic podcast titles. But it doesn't hold up under any serious scrutiny, and after four decades working in and around this...

A growing number of thoughtful people are pushing back on the mythology around artificial intelligence, and honestly, they're not wrong to do it. The core argument is pretty simple once you step back from the hype: AI doesn't actually understand the world. It has no...

Content creators are always looking for leverage. Something that helps you turn one idea into many assets without doubling your workload. That is exactly where NotebookLM starts to get interesting. This is not just another writing tool. It is more like a content...

And the agency that ran your audit may not have changed anything at all. The Free Score Problem A new category of tool has emerged alongside the rise of AI search. Type in your domain, wait ten seconds, and receive a score. Sometimes it comes with a letter grade....

There is an idea from the 1800s that explains a lot of what is happening with artificial intelligence right now. Most people have never heard of it.Once you understand it, the chaos around AI starts to look a lot more predictable. It is called the Jevons Paradox. And...