All posts tagged: Harder

Frontier models are failing one in three production attempts — and getting harder to audit

Frontier models are failing one in three production attempts — and getting harder to audit

AI agents are now embedded in real enterprise workflows, and they’re still failing roughly one in three attempts on structured benchmarks. That gap between capability and reliability is the defining operational challenge for IT leaders in 2026, according to Stanford HAI’s ninth annual AI Index report. This uneven, unpredictable performance is what the AI Index calls the “jagged frontier,” a term coined by AI researcher Ethan Mollick to describe the boundary where AI excels and then suddenly fails. “AI models can win a gold medal at the International Mathematical Olympiad,” Stanford HAI researchers point out, “but still can’t reliably tell time.”  How models advanced in 2025 Enterprise AI adoption has reached 88%. Notable accomplishments in 2025 and early 2026:  Frontier models improved 30% in just one year on Humanity’s Last Exam (HLE), which includes 2,500 questions across math, natural sciences, ancient languages, and other specialized subfields. HLE was built to be difficult for AI and favorable to human experts. Leading models scored above 87% on MMLU-Pro, which tests multi-step reasoning based on 12,000 human-reviewed questions …

Why You Are Harder on Yourself Than Anyone Else

Why You Are Harder on Yourself Than Anyone Else

Accountability and blame are not the same. Imagine this scenario: Your good friend Trish calls you upset. “I’m such an idiot,” she says. “I was in a huge hurry to get to a meeting at work, so I backed out of the driveway really fast. I wasn’t paying attention, and I ran right over the mailbox. It destroyed the mailbox and put a huge dent in the back bumper of my car. I’m such a moron!” Take a moment to think about how you would respond. What might you say to Trish? Would you say: “Trish, you’ve lived in that house for 10 years. Had you not noticed where the mailbox is? What a dolt!” Or would you be more likely to say: “Trish, don’t talk like that. Everybody makes mistakes. Don’t be so hard on yourself!” I’m willing to bet that you would say the second option because you would never be as hard on your friend as she is on herself. Now imagine yourself in Trish’s place. How angry would you be at …

Read Harder With These New Books Out in April

Read Harder With These New Books Out in April

This content contains affiliate links. When you buy through these links, we may earn an affiliate commission. It’s a new month, which means it’s time for a fresh batch of new releases! As always, there are far more books I want to read than I will be able to get to. If you’re looking for help prioritizing, here are seven new books out in April that check off 2026 Read Harder Challenge tasks. We’re starting with a couple of gothic novels, then a queer romantasy book, two graphic memoirs, and some mysteries in translation. Task #6: Read a gothic novel published in the last ten years Japanese Gothic by Kylie Lee Baker (April 14) In the present day, Lee has fled New York to hide away in his father’s home in Japan. He knows there’s something wrong with him and that he has committed a crime, but he can’t remember the details. In 1877, Sen, a female samurai, hides from imperial soldiers and attempts to protect her family. As the two find themselves communicating with …

Obama’s Tower Of Doom Is Harder To Get Into Than America Itself

Obama’s Tower Of Doom Is Harder To Get Into Than America Itself

Authored by Steve Watson via Modernity.news, In yet another jaw-dropping display of elite hypocrisy, Barack Obama’s Chicago Presidential Center – long derided as the “Tower of Doom” – now requires proof of U.S. citizenship or lawful permanent residency just to enter a ticket giveaway for its grand opening ceremony on June 18, 2026. While Democrats in Washington relentlessly push policies that treat America’s borders like an open invitation, the Obama Foundation has quietly imposed strict eligibility rules for its own high-profile event.  The sweepstakes for two free tickets, complete with a potential $1,500 travel stipend for winners living 100 miles or more away, is explicitly limited to U.S. citizens or lawful permanent residents who are legal residents of the 50 states, D.C., or Puerto Rico and at least 18 years old. HYPOCRITE: The Obama Presidential Center in Chicago — opening this June — is restricting entry to its grand opening ticket giveaway to only U.S. citizens or lawful permanent residents. Kayleigh McEnany: “Why do we have stricter standards for the Obama library than for voting?”… pic.twitter.com/SbIuZDVIxv — RedWave …

Should You Exercise Harder or Longer? What New Data Suggests

Should You Exercise Harder or Longer? What New Data Suggests

For years, public health advice has emphasized a simple message: sit less, move more. On its surface, this is sound advice. However, two new studies using the same data set and published just days apart (Wei et al., 2026, and Cai et al., 2026) suggest that how hard you move may be just as important as how much you move. Both of these studies utilized data gathered from approximately 100,000 U.K. Biobank participants. These individuals, recruited between 2006 and 2010, are followed longitudinally over many years. Their activity levels are monitored via wearable fitness trackers, providing researchers with objective data rather than relying on self-reported exercise logs. While these research teams analyzed the same population, their different “analytical lenses” highlight why exercise intensity is a critical variable for long-term health. By looking at the same 100,000 people through different measurement metrics, these two studies offer a more complete picture of how movement helps prevent disease and extend lifespan. Because these findings are based on observational U.K. Biobank data, they can’t prove causation. However, the large …

Trump vows to hit Iran ‘harder’ and ‘unleash hell’ in horror WW3 warning | World | News

Trump vows to hit Iran ‘harder’ and ‘unleash hell’ in horror WW3 warning | World | News

President Donald Trump has vowed to hit Iran ‘harder than ever before’ in a fresh warning that threatens unleashing ‘hell’ upon the country. The latest statement from The White House on Sunday evening, March 29, declared that Iran ‘have already been defeated’ and any further violence will be due to its inability to accept this. The warning said: “President Trump does not bluff. He is prepared to unleash hell. The latest message from the US comes as airspace in the Middle East has been full of drones and missiles. On Sunday Kuwait, Qatar and United Arab Emirates all said they intercepted drone attacks. The statement from The White House continued: “There does not need to be anymore death and destruction. But if Iran fails to accept the reality of the current moment, if they fail to understand that they have been defeated militarily and will continue to be President Trump will ensure they are hit harder than they have ever been hit before. “Iran should not miscalculate again. Their last miscalculation cost them their senior …

AI Research Is Getting Harder to Separate From Geopolitics

AI Research Is Getting Harder to Separate From Geopolitics

The world’s top AI research conference, the Conference on Neural Information Processing Systems—better known as NeurIPS—became the latest organization this week to become embroiled in a growing clash between geopolitics and global scientific collaboration. The conference’s organizers announced and then quickly reversed controversial new restrictions for international participants after Chinese AI researchers threatened to boycott the event. “This is a potential watershed moment,” says Paul Triolo, a partner at the advisory firm DGA-Albright Stonebridge who studies US-China relations. Triolo argues that attracting Chinese researchers to NeurIPS is beneficial to US interests, but some American officials have pushed for American and Chinese scientists to decouple their work—especially in AI, which has become a particularly sensitive topic in Washington. The incident could deepen political tensions around AI research, as well as dissuade Chinese scientists from working at US universities and tech companies in the future. “At some level now it is going to be hard to keep basic AI research out of the [political] picture,” Triolo says. In its annual handbook for paper submissions, issued in mid-March, …

Trying harder on an intelligence test does not actually improve your score

Trying harder on an intelligence test does not actually improve your score

Asking people to exert more effort on a test of mental ability does not actually improve their score. A recent study published in Intelligence & Cognitive Abilities found that while financial rewards successfully motivate people to try harder, this increased motivation fails to produce higher scores on cognitive tests. The results challenge the popular idea that intelligence metrics heavily reflect a person’s willingness to engage with the material rather than their actual cognitive limits. For decades, researchers have debated the exact relationship between personal motivation and measured cognitive performance. Some prominent social theories have proposed that a considerable portion of the differences seen in intelligence scores can be attributed to how hard individuals try during the examination. Under this framework, two people with identical baseline intelligence might receive wildly different scores simply because one cared more about the outcome and focused harder. A well-known analysis from over a decade ago supported this perspective, claiming that offering small monetary rewards could boost test performance by a huge amount. This idea suggested that basic intelligence tests might …

Squirrels love almonds, and will work harder to get them

Squirrels love almonds, and will work harder to get them

Get the Popular Science daily newsletter💡 Breakthroughs, discoveries, and DIY tips sent six days a week. Nature generally doesn’t reward a picky eater. Every animal aside from humans will usually opt for a nearby, easier meal instead of a tastier snack that requires additional effort to reach. It’s understandable—when survival is at stake, favorite foods take a backseat to closer (even if less desirable) calories. That said, new research indicates at least one species is willing to put in the extra work if it means a chance to chow down on their preferred dish. In a study published today in the journal Animal Behaviour, researchers at the University of Exeter in the United Kingdom explain that wild gray squirrels (Sciurus carolinensis) will often ignore the food in front of them and climb higher to reach a favorite alternative. “This suggests that–in natural decision-making scenarios–it may sometimes be beneficial for animals to wait or work harder for a better outcome,” explained study co-author and behavioralist Yavanna Burnham. Along with her colleagues, Burnham offered 11 gray squirrels …

High court makes it harder to sue internet providers for online piracy

High court makes it harder to sue internet providers for online piracy

WASHINGTON — The Supreme Court on Wednesday made it harder for music and movie makers to sue for online piracy, ruling that internet providers are usually not liable for copyright infringement even if they know their users are downloading copyrighted works. In a 9-0 decision, the justices threw out Sony’s lawsuit and a $1-billion jury verdict against Cox Communications for copyright infringement. Lower courts upheld the lawsuit against Cox’s internet service for contributing to music piracy, which the company did little to stop. Sony’s lawyers pointed to hundreds of thousands of instances of Cox customers sharing copyrighted works. Put on notice, Cox did little to stop it, they said. But the high court said that is not enough to establish liability for copyright infringement, which remains a hot button issue in the music and film industries with the advent of AI tools that have spread the misuse of copyrighted content and sparked lawsuits between studios and AI companies. “Under our precedents, a company is not liable as a copyright infringer for merely providing a service to the …