Benchmarks such as ARC, Raven-inspired tests, and the Blackbird Task are widely used to evaluate the intelligence of large language models (LLMs). Yet, the concept of intelligence remains elusive- lacking a stable definition and failing to predict performance on practical tasks such as question answering, summarization, or coding. Optimizing for such benchmarks risks misaligning evaluation with real-world utility. Our perspective is that evaluation should be grounded in generality rather than abstract notions of intelligence. We identify three assumptions that often underpin intelligence-focused evaluation: generality, stability, and realism. Through conceptual and formal analysis, we show that only generality withstands conceptual and empirical scrutiny. Intelligence is not what enables generality; generality is best understood as a multitask learning problem that directly links evaluation to measurable performance breadth and reliability. This perspective reframes how progress in AI should be assessed and proposes generality as a more stable foundation for evaluating capability across diverse and evolving tasks.

Epstein's ultimate betrayal of Trump as emails reveal billionaire's twisted plot against president: 'I am the one able to take him down' Father of cheerleader who mysteriously died on Carnival cruise speaks out on investigation... and reveals the horrific theories he's heard I tried the'magic' pill that claims to cure migraines, back pain, anxiety and insomnia. The relief was instant... and it costs just $25 a month The REAL reason why Prince Harry and Meghan Markle photos were removed from Kris Jenner's birthday posts Kim Kardashian's daughter North West, 12, shocks fans with'high-risk piercing' not suitable for kids Alex Murdaugh's housekeeper says she KNEW the lawyer killed his wife and son in bombshell new book Civil rights leader Rev. Jesse Jackson hospitalized in Chicago Donald Trump leaves Ozzy Osbourne's widow Sharon in tears after paying tribute to the late rocker Kelly Clarkson's staff'feel like s***': TV insiders reveal star's huge backstage transformation after death of ex-husband He killed his daughter, 2, in a hot car then committed suicide on day he was due to be jailed. Then she tried to have her rich husband assassinated. Epstein's mysterious falling out with Clinton is revealed in emails to Obama lawyer inviting her to his infamous NYC townhouse John Travolta's son Benjamin, 14, has grown into his spitting image as Grease star proudly shares new clip Sober Dolphins coach Mike McDaniel'indebted' to Commanders' Dan Quinn for helping him beat drinking problem Diddy has prison release date pushed BACK amid allegations of'drinking moonshine' Three winters into Putin's savage war, his battered army is devouring itself. Trump makes sordid joke about Muslim president's WIFE at the White House The Navy commander who stared down Al Qaeda on the USS Cole has a new enemy... and a chilling warning for America Scientists have cracked the code behind a mysterious language discovered among a non-human species living in Earth's oceans that mirrors human speech.

Improvisation--the art of spontaneous creation that unfolds moment-to-moment without a scripted outcome--requires practitioners to continuously sense, adapt, and create anew. It is a fundamental mode of human creativity spanning music, dance, and everyday life. The open-ended nature of improvisation produces a stream of novel, unrepeatable moments--an aspect highly valued in artistic creativity. In parallel, open-endedness (OE)--a system's capacity for unbounded novelty and endless "interestingness"--is exemplified in natural or cultural evolution and has been considered "the last grand challenge" in artificial life (ALife). The rise of generative AI now raises the question in computational creativity (CC) research: What makes a "good" improvisation for AI? Can AI learn to improvise in a genuinely open-ended way? In this work-in-progress paper, we report insights from in-depth interviews with 6 experts in improvisation across dance, music, and contact improvisation. We draw systemic connections between human improvisa-tional arts and the design of future experiential AI agents that could improvise alone or alongside humans--or even with other AI agents--embodying qualities of improvisation drawn from practice: active listening (umwelt and awareness), being in the time (mindfulness and ephemerality), embracing the unknown (source of randomness and serendipity), non-judgmental flow (acceptance and dynamical stability, balancing structure and surprise (unpredictable criticality at edge of chaos), imaginative metaphor (synaesthesia and planning), empathy, trust, boundary, and care (mutual theory of mind), and playfulness and intrinsic motivation (maintaining interestingness).

Travel chaos as unpaid air traffic controllers abandon towers... while Thanksgiving threat looms Beloved TikTok star's cause of death revealed after she moved to LA to seek fame aged 19 Inside Andrew's family summit: How Fergie wailed and'melted down' at title loss, Beatrice and Eugenie were'blindsided' and now daughters' assets face'ethics check' to avoid more scandal: BARBARA DAVIES I have no sympathy for Britney Spears. What if her latest stunt had killed a kid? It's time to admit the truth about this public menace: KENNEDY Cardiologist reveals the five'healthy' foods he would never eat Professional gambler made staggering claims about Chauncey Billups' poker games two YEARS before his arrest Amy Schumer, 44, has'lost at least 40lbs' thanks to Mounjaro as she flashes tiny waistline in selfie Statins taken by 40 million Americans recalled after it's discovered they aren't releasing medication effectively I got the body of my dreams at 51 by following 9 simple rules, says beauty guru ROSIE GREEN. They're easy, non-negotiable... and not what you expect. Outrage as New York mayoral shoo-in Zohan Mamdani plans to bring back Bill de Blasio's boondoggle program to sub social workers for cops Experts reveal if a break up can really cause a brain aneurysm...after Kim Kardashian's startling diagnosis NBA star Terry Rozier's secret past explodes into public after gambling bust - and it's far more sordid than anyone imagined I think I've discovered Meghan's secret plan for if - or when - William strips away the Sussexes' royal titles: SHARON HUNT Thousands of objects sent by a non-human intelligence may have been spying on the world's nuclear tests all the way back in the 1940s.

A.I. tools are getting better at producing convincing images, text, and videos. Does that mean they can make art? Generative A.I., once an uncanny novelty, is now being used to create not only images and videos but entire "artists." Its boosters claim that the technology is merely a tool to facilitate human creativity; the major use cases we've seen thus far--and the money being poured into these projects--tell a different story. On this episode of Critics at Large, Vinson Cunningham, Naomi Fry, and Alexandra Schwartz discuss the output of Timbaland's A.I. rapper TaTa Taktumi and the synthetic actress Tilly Norwood.

Scientists have identified more than fifty ways that houses can ignite. It's possible to defend against all of them--but it's arduous, and homeowners can't do it alone. In June, 2012, hundreds of homes in Mountain Shadows, Colorado, a subdivision in the foothills of the Rockies, were reduced to ash during the wind-whipped Waldo Canyon Fire. On a cul-de-sac called Hot Springs Court, however, four dwellings somehow remained standing. The mystery of their survival nagged at Alex Maranghides, a fire-protection engineer at the National Institute of Standards and Technology (), who worked with several colleagues on a meticulous reconstruction of the fire. How did the homes make it through? Was there something special about them--a fireproof roof, say, or a fancy sprinkler system? The team collected weather reports, topographic data, G.P.S. records from fire engines, photos, videos, and property-damage reports.

Abstract--Chemistry, a long-standing discipline, has historically relied on manual and often time-consuming processes. While some automation exists, the field is now on the cusp of a significant evolution driven by the integration of robotics and artificial intelligence (AI), giving rise to the concept of the robochemist: a new paradigm where autonomous systems assist in designing, executing, and analyzing experiments. Robo-chemists integrate mobile manipulators, advanced perception, teleoperation, and data-driven protocols to execute experiments with greater adaptability, reproducibility, and safety. Rather than a fully automated replacement for human chemists, we envisioned the robochemist as a complementary partner that works collaboratively to enhance discovery, enabling a more efficient exploration of chemical space and accelerating innovation in pharmaceuticals, materials science, and sustainable manufacturing. This article traces the technologies, applications, and challenges that define this transformation, highlighting both the opportunities and the responsibilities that accompany the emergence of the robochemist. Ultimately, the future of chemistry is argued to lie in a symbiotic partnership where human intuition and expertise is amplified by robotic precision and AI-driven insight. The field of chemistry, a cornerstone of modern science and industry, has long been characterized by a blend of theoretical insight and practical, hands-on experimentation.

NYC mayoral nominee Zohran Mamdani reveals Colbert show pitched shock'game' about war in Gaza Trump starts DOGE 2.0 as mass layoffs take place across federal government amid shutdown Fox Sports implodes over'protected' Mark Sanchez amid sick new stabbing video Famed'Big Short' investor gives terrifying verdict on Trump hammering China with 100 PERCENT tariff... and issues doomsday warning to Wall Street In his own words, KEITH URBAN speaks out on'miserable' life on the road: 'Where do we start?' A 10-year-old girl lied about bullies chopping her hair off. Delusions turned to dust: This week exposed Meghan... the thunderous look Harry gave her tells me he knows it too, writes MAUREEN CALLAHAN Erika Kirk's Turning Point USA scrambling behind the scenes after Candace Owens' leaked texts Taking Mounjaro has had a terrible side-effect I never saw coming. And I can't tell anyone because they'll think I'm a disgusting person Pierce Brosnan's wife Keely, 62, reveals thinner-than-ever frame after incredible weight loss journey Giants rookie Cam Skattebo's girlfriend goes viral in custom team jacket after he erupts in Eagles upset Ryan Reynolds slammed over'disturbing' vasectomy comment about son with Blake Lively Scientists reveal the exact date when technology will surpass human intelligence - and there's not long to wait Since homo sapiens first emerged, humanity has enjoyed an unbeaten 300,000-year run as the most intelligent creatures on the planet. However, thanks to rapid advances in artificial intelligence (AI), that might not be the case for much longer.

Multimodal Large Language Models (MLLMs) have achieved notable gains in various tasks by incorporating Chain-of-Thought (CoT) reasoning in language spaces. Recent work extends this direction by leveraging external tools for visual editing, thereby enhancing the visual signal along the reasoning trajectories. Nevertheless, these approaches remain fundamentally constrained: reasoning is still confined to the language space, with visual information treated as static preconditions. We introduce Latent Visual Reasoning (LVR), a new paradigm that enables autoregressive reasoning directly in the visual embedding space. A visual encoder first projects images into visual tokens within a joint semantic space shared with the language model. The language model is then trained to generate latent states that reconstruct key visual tokens critical for answering the query, constituting the process of latent visual reasoning. By interleaving LVR with standard text generation, our model achieves substantial gains on perception-intensive visual question answering tasks. In addition, we adapt the GRPO algorithm to conduct reinforcement learning on latent reasoning, further balancing LVR and textual generation. We show that LVR substantially improves fine-grained visual understanding and perception, achieving 71.67% on MMVP compared to 66.67% with Qwen2.5-VL. Code base and model weights will be released later.

There are two big reasons why I don't believe the official 9/11 story, Charlie Sheen tells Tucker Carlson Today is Selena Gomez's wedding. But a bridezilla decision and weeks of family feuding have left her mother utterly'shattered'... and now insiders are spilling everything Disturbing twist in case of cheerleader whose dead baby was found in closet: 'There were whimpers' How Prince Harry collapses'like a souffle' as Meghan Markle interrupts him multiple times during an interview, body language expert reveals LIZ JONES: I have history with Colin Firth's ex-wife Livia. Now, her petulant protest over Trump's UK state visit proves something humiliating about her Ryder Cup fans left appalled by'criminal' Uber prices to get home from Bethpage Black: 'Just gonna walk' How people are being hanged from cranes and strangled to death over 45 minutes while crowds of excited families watch as part of Iran's mass execution campaign that's killed more than 1,000. And the death penalty for girls starts at just 9... Midwestern airport with'outstanding food' is'best' for traveler satisfaction Teacher dies from overdose before he's due to be sentenced for murdering his wife I'm the witch who cursed Charlie Kirk. 'Hamptons of the North' loved by celebs in battle over Russian developer's Maldives-style resort plan NFL fan labeled the new'Phillies Karen' after being caught on camera stealing young boy's gift from Patrick Mahomes Princess Eugenie puts on a brave face as she releases her first statement since Sarah Ferguson's leaked email to Jeffrey Epstein Prince Harry'taken by surprise' by how'formal' his 53-minute meeting with King Charles proved - amid claims he will be blocked from'half-in, half-out' return to Royal Family fold despite handing over Meghan and children photo Is YOUR dog a genius?