Tutorials, real-world applications, and plain-English explanations — for people who use AI at work but don't want to read a research paper to understand it.
65% of workers say AI improved their productivity. 89% of executives say it has had no effect on theirs. Both surveys are sound: the gains are real and they're getting absorbed before they reach anything you can measure.
An AI agent isn't a smarter chatbot. It's the same model called over and over in a loop, with tools in between. Once you see the loop, everything agents get wrong makes sense, including why they ace short jobs and fall apart on long ones.
A lab ran one identical prompt 1,000 times on the setting meant to remove all randomness. It produced 80 different answers. The cause isn't what most people assume, and it changes how you should build anything repeatable on top of AI.
One widely-quoted study says 95% of AI pilots fail. Another says 48% reach production. They disagree because they're measuring something you probably shouldn't be attempting, and the pilot that actually works has a different goal.
39% of workers think AI is eroding their skills. The research points at something more precise than usage volume: how much you trust the tool predicts how hard you think. Here's the routine that protects the skills worth keeping.
The same AI agents score above 85% on one benchmark and 20.6% on another released weeks later. Both numbers are real. The difference is task length, and it tells you exactly what to hand an agent and what to keep.
For one spring, some companies treated heavy AI usage as proof of a high performer. By summer the bills arrived and the idea collapsed. The mistake underneath it is older than AI, and you're going to be offered it again.
Most people brace for made-up facts. But half of the AI errors managers actually catch are failures of context, and those look completely correct on the page. Here's what to check instead, and how long it should take.
Most role redesigns fail because they start with the whole job. Google's data says AI touches about a fifth of the tasks in a typical role, so that fifth is what you rewrite. Here's the procedure, and the before-and-after description it produces.
85% of employees say their AI training doesn't help them use AI in their actual role, and it isn't because companies aren't training. Gallup found the thing that moves usage isn't the course at all.