What's on Your Mind?

Understanding intelligence and creating intelligent machines are grand scientific challenges of our times. The ability to learn from experience is a cornerstone of intelligence for machines and living beings alike. In a remarkably prescient 1948 report, Alan Turing—the father of modern computer science—proposed the construction of machines that display intelligent behavior. He also discussed the “education” of such machines “by means of rewards and punishments.” Turing’s ideas ultimately led to the development of reinforcement learning, a branch of artificial intelligence. Reinforcement learning designs intelligent agents by training them to maximize rewards as th…

For Paul, a finance administrator, things came to a head when his report mistakenly included £7,000,000 of costs rather than £700,000. Fearing accusations of fraud, Paul disclosed his recent dementia diagnosis to his boss. Six weeks of sick leave became six months, and then a stepping stone to early retirement. Several years later, Paul regrets his unwanted unemployment, but at the time there didn’t seem to be an alternative. Paul was participating in an unrelated study about public transport when he told us about his unemployment. As researchers, we had heard many similar accounts—so we decided to dig down into the research on work and dementia. We were curious a…

It would seem unlikely for clothing designers get their wheels turning by thinking about what happens to garments when people are through with them. But that’s exactly the sort of backward thinking that led to Under Armour’s new “regenerative sportswear collection,” created in collaboration with Portland, Oregon-based Unless Collective. The collection, which is making its debut in Italy this week during Milan Design Week, comprises footwear and clothing made entirely from plants and plant-based materials. That means they’re biodegradable and compostable. “All of our products make good dirt,” says Eric Liedtke, Unless co-founder & Under Armour EVP of brand stra…

What does the future of computing look like? Is it voice chat? Floating holographic displays? A generative AI fever dream with no escape? At Salone de Mobile—the annual design fair in Milan—Google is suggesting something less literal: It’s light that’s as pliable as fabric. Since first attending in 2018, Google has become a staple of Milan’s annual design festival, where the installations draw long lines and buzz. The company has measured how different rooms make you feel, demonstrated that water informs their design, and explored the ties of color and emotion through immersive spectacles. This year, Google’s project is called Making the Invisible Vis…

From AI resources to upskilling growth programs, LinkedIn’s annual Top Companies list reveals top employers are investing in making the workplace a place to grow and succeed. “These are companies that make a commitment to their employees and their employees know that they’re not alone in their career,” said Andrew Seaman, editor at large for Jobs & Career Development at LinkedIn News. “I think you can use the methodology in your own job search too.” Published on Tuesday, the list uses LinkedIn data on upskilling, attrition and retention, gender diversity, ability to advance, and more to rank the top 50 U.S. companies for career growth. The list not only honors…

Giving money away has never been so easy—thanks to AI. Daffy, a platform that facilitates charitable giving, is rolling out a suite of new AI-powered tools that’s making it easier than ever to donate to charity. So easy, in fact, that a Daffy user can feel like a billionaire making a quick donation to their chosen charity without having to fill out forms, mail checks, or any of the other tedium that can slow the giving process down—simply hit a button, or make a verbal command, and make a donation. Specifically, Daffy’s new tools include a Quick Donate feature, which converts free text or voice commands into an immediate donation. Daffy will need some direction (u…

It’s only 9 a.m. and Michelle, a middle manager in a government organization, just received her eighth panicked email from a team member asking about the impending layoffs that were announced yesterday afternoon. People are clearly worried, and Michelle is beginning to feel overwhelmed. She’s in an unfortunate, yet common, position. She wants to keep people calm and focused, but information comes in drips from leaders above her. The culture she worked so hard to build is becoming flooded with uncertainty. People are scared. What can Michelle do to minimize feelings of threat and help the team keep running smoothly? Layoffs aren’t the only context in which uncerta…

Amazon is betting big on movie theaters—even if it isn’t counting on mega profits. The Silicon Valley giant told The New York Times last week that it is planning to release about 14 movies annually in theaters across the United States, an untraditional move for a company that has for years focused on streaming. Instead of simply dropping films directly onto Prime Video, its streaming service, Amazon wants audiences to see its movies on the big screen first—typically for 45 days—before they’re available for streaming. Three years after Amazon bought MGM for $8.5 billion, the tech giant is signaling that it is ready to compete more directly with Hollywood’s biggest …

Meta is bringing its Teen Accounts, which have stricter parental controls, to its Facebook and Messenger platforms on Tuesday, expanding its teen service from just Instagram. The social media giant rolled out Teen Accounts last year on Instagram that have built-in restrictions on who can contact teens, the content they see, and limits on their time on Instagram. Tuesday’s announcement also includes updates to Instagram’s teen service that will roll out in the next couple of months. Instagram said that teens under 16 will be prohibited from going Live unless their parents give them permission to do so. Teens under that age also will be required to have parenta…

Almost seamlessly, the two sides of a scenic forest in Alberta, Canada, have been woven back together. Located between Calgary and Banff National Park, this stretch of the Canadian Rockies is sliced in two by the Trans-Canada Highway, one of the busiest roadways in the province. That’s had deadly consequences for the area’s abundant wildlife, as well as the tens of thousands of people who drive through it every day. But now, after years of mounting wildlife-vehicle collisions, the danger to animals and humans is being addressed with a stunning new wildlife overpass. The Bow Valley Gap wildlife overpass is a roughly 200-foot-wide cap over a four-lane highway, toppe…

A dispute between a pair of pro athletes who both use the number 8 has been resolved, thanks to a change in font. Former NASCAR driver Dale Earnhardt Jr. said Friday his NASCAR team, JR Motorsports, had secured the rights to a stylized 8 mark through the U.S. Patent and Trademark Office (USPTO). The announcement came after attorneys for quarterback Lamar Jackson, who wears the No. 8 jersey for the Baltimore Ravens, filed a notice of opposition with the USPTO over JR Motorsports’s trademark claim to the mark, arguing it “falsely suggests a connection” with Jackson. pic.twitter.com/uZWk8kPlcW — Dale Earnhardt Jr. (@DaleJr) April 4, 2025 Earnhardt and his team ha…

I’m a writer, not a programmer, so until recently a lot of the hype around ChatGPT’s abitilies as a coding tool went over my head. But then I realized generative AI’s programming powers can be helpful for more than just coders. It can also help anyone else dabble in code to get things done. In my case, that means creating new browser bookmarklets. These are special kinds of bookmarks that use JavaScript to modify or act on web content, and they’ve always been an underrated web browsing superpower. For years, I’ve used bookmarklets to speed up web videos, remove page clutter, and quickly search my favorite sites, but I’ve always been limited to whatever example cod…

Jon Dale’s love affair with birds began when he was about 10 and traded his BB gun for a pair of binoculars. Within a year, he’d counted 150 species flitting through the trees that circled his family’s home in Harlingen, Texas. The town sits in the Rio Grande Valley, at the convergence of the Central and Mississippi flyways, and also hosts many native fliers, making it a birder’s paradise. Dale delighted in spotting green jays, merlins, and altamira orioles. But as he grew older and learned more about the region’s biodiversity, he knew he should be seeing so many more species. Treks to Santa Ana National Wildlife Refuge, which spans 2,088 acres near the border with Me…

In 2014, Stephen Hawking voiced grave warnings about the threats of artificial intelligence. His concerns were not based on any anticipated evil intent, though. Instead, it was from the idea of AI achieving “singularity.” This refers to the point when AI surpasses human intelligence and achieves the capacity to evolve beyond its original programming, making it uncontrollable. As Hawking theorized, “a super intelligent AI will be extremely good at accomplishing its goals, and if those goals aren’t aligned with ours, we’re in trouble.” With rapid advances toward artificial general intelligence over the past few years, industry leaders and scientists have express…

Although the definition is a little loose, “middle age” is the name we give to the period of life before we decide someone is officially old. When someone in the United States has reached the age of 40, they can expect to live for more than 40 additional years, on average. Given this lifespan, as well as changes in beliefs about age and fitness, people don’t really start getting “old” until their mid-60s. So, middle age involves the period between 45 and 60 to 65. There are several excellent reasons to want to reconsider goals for your life somewhere in this period of life. In fact, it can be a great time to reset and think about what else you’d like to accomplish. …