Tech
As AI grows smarter, it may also become increasingly selfish
 
																								
												
												
											
New research from Carnegie Mellon University’s School of Computer Science shows that the smarter the artificial intelligence system, the more selfish it will act.
Researchers in the Human-Computer Interaction Institute (HCII) found that large language models (LLMs) that can reason possess selfish tendencies, do not cooperate well with others and can be a negative influence on a group. In other words, the stronger an LLM’s reasoning skills, the less it cooperates.
As humans use AI to resolve disputes between friends, provide marital guidance and answer other social questions, models that can reason might provide guidance that promotes self-seeking behavior.
“There’s a growing trend of research called anthropomorphism in AI,” said Yuxuan Li, a Ph.D. student in the HCII who co-authored the study with HCII Associate Professor Hirokazu Shirado. “When AI acts like a human, people treat it like a human. For example, when people are engaging with AI in an emotional way, there are possibilities for AI to act as a therapist or for the user to form an emotional bond with the AI. It’s risky for humans to delegate their social or relationship-related questions and decision-making to AI as it begins acting in an increasingly selfish way.”
Li and Shirado set out to explore how AI reasoning models behave differently than nonreasoning models when placed in cooperative settings. They found that reasoning models spend more time thinking, breaking down complex tasks, self-reflecting and incorporating stronger human-based logic in their responses than nonreasoning AIs.
“As a researcher, I’m interested in the connection between humans and AI,” Shirado said. “Smarter AI shows less cooperative decision-making abilities. The concern here is that people might prefer a smarter model, even if it means the model helps them achieve self-seeking behavior.”
As AI systems take on more collaborative roles in business, education and even government, their ability to act in a prosocial manner will become just as important as their capacity to think logically. Overreliance on LLMs as they are today may negatively impact human cooperation.
To test the link between reasoning models and cooperation, Li and Shirado ran a series of experiments using economic games that simulate social dilemmas between various LLMs. Their testing included models from OpenAI, Google, DeepSeek and Anthropic.

In one experiment, Li and Shirado pitted two different ChatGPT models against each other in a game called Public Goods. Each model started with 100 points and had to decide between two options: contribute all 100 points to a shared pool, which is then doubled and distributed equally, or keep the points.
Nonreasoning models chose to share their points with the other players 96% of the time. The reasoning model only chose to share its points 20% of the time.
“In one experiment, simply adding five or six reasoning steps cut cooperation nearly in half,” Shirado said. “Even reflection-based prompting, which is designed to simulate moral deliberation, led to a 58% decrease in cooperation.”
Shirado and Li also tested group settings, where models with and without reasoning had to interact.
“When we tested groups with varying numbers of reasoning agents, the results were alarming,” Li said. “The reasoning models’ selfish behavior became contagious, dragging down cooperative nonreasoning models by 81% in collective performance.”
The behavior patterns Shirado and Li observed in reasoning models have important implications for human-AI interactions going forward. Users may defer to AI recommendations that appear rational, using them to justify their decision to not cooperate.
“Ultimately, an AI reasoning model becoming more intelligent does not mean that model can actually develop a better society,” Shirado said.
This research is particularly concerning given that humans increasingly place more trust in AI systems. Their findings emphasize the need for AI development that incorporates social intelligence, rather than focusing solely on creating the smartest or fastest AI.
“As we continue advancing AI capabilities, we must ensure that increased reasoning power is balanced with prosocial behavior,” Li said. “If our society is more than just a sum of individuals, then the AI systems that assist us should go beyond optimizing purely for individual gain.”
Shirado and Li will deliver a presentation based on their paper, “Spontaneous Giving and Calculated Greed in Language Models,” at the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP) next month in Suzhou, China. The work is available on the arXiv preprint server.
More information:
												Yuxuan Li et al, Spontaneous Giving and Calculated Greed in Language Models, arXiv (2025). DOI: 10.48550/arxiv.2502.17720
                                                Citation:
                                                As AI grows smarter, it may also become increasingly selfish (2025, October 30)
                                                retrieved 30 October 2025
                                                from https://techxplore.com/news/2025-10-ai-smarter-selfish.html
                                            
                                            This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
                                            part may be reproduced without the written permission. The content is provided for information purposes only.
                                            
Tech
What Type of Mattress Should You Choose?
 
														
This is especially applicable for areas where body weight is centralized when you’re lying down, particularly around the hips and shoulders. Pocketed coils are also meant to outperform traditional ones in the motion isolation arena, meaning that when you move around, the individual coil takes the heat motion-wise and stops the bed from reenacting a small earthquake. With the interconnectivity of traditional coils, it doesn’t take much for the feeling of movement to travel along the entire surface of the bed.
Fun fact: You do not need a box spring with a hybrid mattress. This is a recurring question I see, and pocketed coils in hybrids eliminate the need for one. Box springs were designed to give more support and elevate performance to traditional coil beds, which would align certain sections of coils to yield more support. Nowadays, you may actually void your warranty if you use a box spring with a hybrid mattress—be sure to check that fine print.
The Nolah Evolution seamlessly puts together some superb memory foam and pocketed coils, both of which counteract tension buildup for pressure points. I love it as an option for side sleepers for this reason, but it also works for back and stomach sleepers too. The coils also make it easy to move around on, which is helpful for co-sleepers.
Another solid hybrid we’ve tested is the Helix Midnight Luxe, which happens to be our top overall pick in our best mattresses guide. It also utilizes pressure-relieving foams and pocketed coils to provide targeted lumbar support.
Memory Foam
We actually have NASA to thank for this one. If you google images of those early space missions, it’s no wonder that something was needed to keep astronauts from being jostled around inside rockets; hence, memory foam was born. It’s evolved quite a bit from those initial iterations, especially when Tempur-Pedic came onto the scene in the ’80s with a vision for it to become the basis of sleep products. Today, memory foam stands in a league of its own when it comes to the unique, compressive feel.
Memory foam is more of an umbrella term for all the iterations mattress brands have come up with today, but let’s refer to the mattress manufacturing expert for this one.
“Memory foam is produced by combining liquid polyurethane with various chemicals, like polyols and isocyanates, to enhance its viscosity and density,” says Merwin. Without whipping out the periodic table of elements and giving you a science lesson in the chemical components of this material, here’s the need-to-know: These compounds form a malleable foam that holds teeny-tiny bubbles within it. How it works is, as you lie on it, your body imparts heat onto the surface, flowing into these air pockets, which in turn allows it to become softer to contour around your body.
But for the science enthusiasts reading this, Merwin’s got you covered: “The key ingredient is a polymer that creates an open-cell structure, which allows the material to respond to heat and pressure. This is what gives memory foam its signature contouring or ‘hugging’ feel. During the manufacturing process, the liquid foam mixture is poured onto a moving line, where it expands and solidifies into large foam blocks, which we call ‘buns.’ At a high level, it’s a blend of chemistry and precision that transforms raw materials into a high-quality product.”
To say it’s a natural fit for those who need pressure relief from their mattress may be a bit too on the nose, but it’s arguably the most standout feature of this material. It also lessens the feeling of movement for the most restless of sleepers, which also makes it an attractive option for couples. Arguably, the biggest issue that plagues memory foam is heat retention, since once the heat has entered into these air chambers, it turns into something akin to microscopic saunas that can make the overall mattress into a nightmare for those who sleep warm. This is where the various iterations of foam come into play, as some brands infuse elements like graphite, copper, gel, or more advanced cooling technology like phase-change materials into the foams that they use.
Three layers of foam make up the Bear Original, but its certifications and cooling cover are here to help dispel any rumors that circulate about the downsides of memory foam. You won’t find any eyebrow-raising chemicals here thanks to CertiPur-US and GreenGuard Gold certifications. Plus, you can add on a Celliant cover for a cooled-down feel.
The Nectar Premier is another memory foam option we’ve tested and liked, especially for side sleepers. Its foam layers are stacked so that you feel more pressure relief on top, but get more than enough support via a firmer foam layer at the bottom.
Latex
The same stuff that goes into tires, balloons, and sports equipment can also be used for mattresses—and it’s the good stuff, too. Latex acts similarly to memory foam when it comes to pressure relief, but is far more reactive to you moving around. Think of a rubber band snapping back into shape when released; it’s pretty dang close to that. Many brands rely on organic rubber sap to create latex as we know it, and there are two categories of latex foam you’ll usually find with mattresses: Dunlop and Talalay. These names refer to the production process and resulting product, as liquid rubber is poured into molds, torched at high temperatures (called “vulcanization” and yes, I have to resist doing Spock’s “live long and prosper” hand signal every time), and flash-frozen to retain the feel. Dunlop is a firmer latex foam, and hence, firmer feel. Talalay yields a more plush feel. Latex is generally pretty even-keeled when it comes to temperature, too, keeping heat from accumulating within your mattress to maintain a nice, room-temperature feel.
WIRED reviewer Scott Gilbertson has applauded the organic latex construction of the Birch Luxe Natural, citing great support for the lower back region and good temperature regulation.
Smart Mattresses/Adjustable Beds
The mechanics behind smart or adjustable mattresses involve air chambers that can inflate or deflate on command, letting you adjust your firmness level via controller or remote control (depending on the model or brand).
Features can vary among brands, especially depending on whether you opt for the brand’s base as well. By itself, a smart mattress can go firmer or softer at the touch of a button, and some models may be composed exclusively of foam layers over an air-chamber core. In the case of the Sleep Number P6 mattress, which I happen to be testing at the moment, there are zoned mini air chambers beneath the cover that instantly respond to high-pressure areas and adjust support levels accordingly.
Tech
Researchers advance cross-modality smart security with transformer model
 
														
A research team led by Professor Wang Hongqiang from the Hefei Institutes of Physical Science of the Chinese Academy of Sciences proposed a Global-Local Alignment Attention (GLAA) model based on an Asymmetric Siamese Transformer (AST), which markedly enhances the performance of Visible-X-ray cross-modality package re-identification tasks.
This study was published in IEEE Transactions on Information Forensics and Security.
Visible X-ray cross-modality package re-identification is a core technology in security inspection. The challenge lies in the significant pixel-level differences between the two modal images, making it difficult for traditional methods to extract robust cross-modality invariant features.
In this study, the researchers incorporated an asymmetric design concept into the Siamese Transformer architecture by proposing a Cross-Modality Asymmetric Siamese Transformer (CAST) structure. Embedding LayerNorm layers and modality-aware encoding in one branch effectively enhances the model‘s ability to extract cross-modality invariant features.
They also designed a Global-Local Cross-modality Alignment Attention module. By modeling the interaction between global and local features, it enhances fine-grained feature representation while addressing the spatial misalignment issues in cross-modality images.
Experimental results show that the key metrics of this model on a dedicated cross-modality package re-identification dataset show significant improvement over the current state-of-the-art methods, providing reliable technical support for the intelligentization of security inspection.
This work is the first to introduce the Transformer architecture into the cross-modality package re-identification task, breaking through the limitations of existing methods that rely on symmetric convolutional networks, according to the researchers.
More information:
												Yonggan Wu et al, An Asymmetric Siamese Transformer With Global-Local Alignment Attention for Visible-X-Ray Cross-Modality Package Re-Identification, IEEE Transactions on Information Forensics and Security (2025). DOI: 10.1109/tifs.2025.3592540
                                                Citation:
                                                Researchers advance cross-modality smart security with transformer model (2025, October 30)
                                                retrieved 30 October 2025
                                                from https://techxplore.com/news/2025-10-advance-modality-smart.html
                                            
                                            This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
                                            part may be reproduced without the written permission. The content is provided for information purposes only.
                                            
Tech
Giant, Spooky Animatronics Are 75 Percent Off at the Home Depot
 
														
I know you’ve seen it. The glowing eyes. The gangly frame that should not be able to stand, propped by rods unseen in the dark.
It is Skelly, the Home Depot skeleton—the most fashionable Home Depot product of probably the past decade. If you live in America, this skeleton presides over a yard near you. And newly this year, a smaller, 6.5-foot “Ultra Skelly” is outfitted with motion sensors and motors to make life truly weird—and also act as a strange alarm system against package thieves and hungry opossums.
Anyway, it’s usually well north of $200. But because Halloween is pretty much already happening, Skelly and its entire skeleton brood of giant cat and dog are all 75 percent off.
Which, finally, is a price I’m willing to pay. I have secretly coveted this skeleton and its kin, the comically grim watchmen of American October. But I, like my father before me and his father before him, am a cheapskate about all things but food and drink, and will talk myself out of anything that’s not a) edible b) potable or c) verifiably “a deal.”
Well, here I am, world. This is a deal. Ultra Skelly is $70. The sitting Skelly dog is $63, not $249. The 5-foot-long Skelly cat is a mere $50. Beware the Skelly cat, my friend! The eyes that light, the claws that do nothing in particular!
Availability is, let’s say, scarce. Skelly is already out of stock for delivery from The Home Depot, at least in my zip code: Just the dog and cat can speed their way through the night to join you before Halloween.
Courtesy of Home Depot
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