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.
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.
You don't build an agent, you configure one, and it comes down to four decisions, none of which involve programming. The fourth is the one nobody mentions and the one that keeps you out of trouble.
A short AI workshop where everyone builds one real thing, the agenda, why each block is that long, and the fifteen minutes of scope-cutting that decides whether it works.
The safest way to use AI on a spreadsheet is to never let it hand you a number. Ask for the formula instead: it's auditable, it recalculates, and it's the one thing decades of spreadsheet research says actually catches errors.
Google mapped 14.7 million AI conversations to real occupations. AI showed up in 68% of them, but in the median job, it touched just 21% of the tasks. Here's what that gap actually means for your week.