In this piece, we reflect on AIES 2025, and outline the conversations and presentations from a discussion session on LLMs in the context of clinical usage and human rights. This is a crosspost from the latest issue of AI Matters, published by the ACM SIAGI. This year's conference on artificial intelligence, ethics and society (AIES) took place in the north of Madrid within the 180m-high tower block that forms the vertical campus of IE University. The event kicked off with a welcome from the chairs and organising committee members, with this opening session also featuring the conference best paper awards. Topics covered during the three-day event included mitigating bias, integrating AI into the workplace, evaluating LLMs in clinical settings, power dynamics in AI ecosystems, and dataset creation.

The handmade, $4,000 Monster Wolf features solar panels, sensors, and intimidating audio. More information Adding us as a Preferred Source in Google by using this link indicates that you would like to see more of our content in Google News results. The robot scarecrows are used to ward off bears in rural areas. Breakthroughs, discoveries, and DIY tips sent six days a week. Japan's bear problem continues, and the country is running out of the robot wolves that help keep them at bay.

This material may not be published, broadcast, rewritten, or redistributed. Quotes displayed in real-time or delayed by at least 15 minutes. Market data provided by Factset . Powered and implemented by FactSet Digital Solutions . Mutual Fund and ETF data provided by LSEG . Apple's $250M Siri settlement: Are you owed cash?

A smile can mean a happy or nervous dog. More information Adding us as a Preferred Source in Google by using this link indicates that you would like to see more of our content in Google News results. This dog might be smiling. Breakthroughs, discoveries, and DIY tips sent six days a week. When you want to use a smile GIF, at least one in 10 are of dogs that grin or appear to smile, with their mouths wide open.

Trump's hidden five-tap code in handshake with Xi... and the tell-tale'bullfrog smile' that betrayed the president How Kylie Kelce REALLY feels about Taylor Swift after her foul-mouthed wedding rant: Insiders reveal stark'differences' between the sisters-in-law... and truth about'feud' What REALLY goes on in some Equinox steam rooms: Gym insiders reveal eye-popping indecency... secret towel signals used by experimental married men... and clubs with most'aggressive' locker rooms Xi greets Trump with ominous warning about risk of war between US and China: 'Beware the Thucydides Trap' Inside Eric Swalwell's marriage implosion: Disgraced Democrat nowhere in sight at family home as his furious wife appears without her ring and delivers ultimate insult Home Depot and Lowe's use sneaky cameras in theft crackdown - but honest customers are the real victims Buster Murdaugh's explosive reaction as his father's murder conviction is overturned: Insiders reveal all about his secret new life... and jailhouse calls with Alex Inside Carrie Underwood's'grounded' and'traditional' home life on her 400-acre Tennessee farm Grotesque new Michael Jackson allegations raise questions about his accusers so taboo they're almost impossible to ask... but we must: MAUREEN CALLAHAN Kylie Jenner and Timothee Chalamet's mortifying relationship secrets exposed: Her'jealousy'... his pleas for'space'... and why he's now finally'on board' with a proposal Beautiful young mom appeared to have it all. Now her two toddlers are dead after falling into a pool while on COCAINE... and her own parents allegedly made very troubling comments about her Walmart axes 1,000 workers as white-collar jobs bloodbath reaches America's biggest private employer Grief author Kouri Richins gives 40-minute rant about love and calls husband's poisoning murder a'tragedy' as she learns fate in Moscow Mule slaying... and sends deranged message to her sons This miracle drug rapidly reversed my balding. It wrecked my sex life... but a microdosing hack gave me my libido and my hair back READ MORE: China's CATL unveils an EV battery with SIX-minute charging Waymo has been forced to recall thousands of robotaxis across the US after one self-driving car was swept into a creek. In a notice posted on the National Highway Traffic Safety Administration (NHTSA) website on Tuesday, the company announced it would begin a'voluntary recall'. The recall notice affects nearly 3,800 robotaxis using Waymo's fifth and sixth generation self-driving systems.

Science Dinosaurs A new dinosaur dubbed the'Last Titan of Thailand' weighed more than 9 elephants Say hello to the'Nagatitan.' More information Adding us as a Preferred Source in Google by using this link indicates that you would like to see more of our content in Google News results. This sauropod lived in present-day Thailand during the Early Cretaceous period. Breakthroughs, discoveries, and DIY tips sent six days a week. Not long before an asteroid crashed into Earth and wiped out most of the dinosaurs, a long-necked dinosaur the size of nine adult Asian elephants may have been near a windy river peacefully eating plants.

When you purchase through links in our articles, we may earn a small commission. PDF Agile gives you editing, OCR, conversion, annotation, e-signatures, password protection, and dozens of other PDF tools for a one-time $39.99 payment (MSRP $119). People who make smart software purchases tend to recognize the same pattern pretty quickly: the best tools are usually the ones replacing three or four separate subscriptions at once . Right now, a lifetime subscription to PDF Agile Premium is just $39.99 (MSRP $119), and it covers a large number of PDF-related tasks without locking basic functionality behind monthly fees. Instead of juggling separate apps for editing, converting, signing, annotating, compressing, OCR scanning, and password protection, PDF Agile puts everything into one platform.

Trump's hidden five-tap code in handshake with Xi... and the tell-tale'bullfrog smile' that betrayed the president How Kylie Kelce REALLY feels about Taylor Swift after her foul-mouthed wedding rant: Insiders reveal stark'differences' between the sisters-in-law... and truth about'feud' What REALLY goes on in some Equinox steam rooms: Gym insiders reveal eye-popping indecency... secret towel signals used by experimental married men... and clubs with most'aggressive' locker rooms Xi greets Trump with ominous warning about risk of war between US and China: 'Beware the Thucydides Trap' Inside Eric Swalwell's marriage implosion: Disgraced Democrat nowhere in sight at family home as his furious wife appears without her ring and delivers ultimate insult Home Depot and Lowe's use sneaky cameras in theft crackdown - but honest customers are the real victims Buster Murdaugh's explosive reaction as his father's murder conviction is overturned: Insiders reveal all about his secret new life... and jailhouse calls with Alex Inside Carrie Underwood's'grounded' and'traditional' home life on her 400-acre Tennessee farm Grotesque new Michael Jackson allegations raise questions about his accusers so taboo they're almost impossible to ask... but we must: MAUREEN CALLAHAN Kylie Jenner and Timothee Chalamet's mortifying relationship secrets exposed: Her'jealousy'... his pleas for'space'... and why he's now finally'on board' with a proposal Beautiful young mom appeared to have it all. Now her two toddlers are dead after falling into a pool while on COCAINE... and her own parents allegedly made very troubling comments about her Walmart axes 1,000 workers as white-collar jobs bloodbath reaches America's biggest private employer Grief author Kouri Richins gives 40-minute rant about love and calls husband's poisoning murder a'tragedy' as she learns fate in Moscow Mule slaying... and sends deranged message to her sons This miracle drug rapidly reversed my balding. It wrecked my sex life... but a microdosing hack gave me my libido and my hair back MORE: FBI files reveal reports of'four-foot tall' beings emerging from UFOs Scientists have announced a groundbreaking discovery lurking beyond our solar system that rewrites humanity's understanding of the cosmos. A new study led by Princeton University in New Jersey identified more than 10,000 new possible planets trillions of miles from Earth. That included at least 11 worlds described by scientists as'super-Earths.'

Every adaptive learning system must alternate between two operations: consolidating what it already knows and expanding into new evidence. We propose \emph{Consolidation-Expansion Operator Mechanics} (OpMech), a framework that makes this structure precise. The central object is the \emph{order-gap} $\Ogap(θ; e)$, the degree to which a consolidation operator~$Q$ and an expansion operator~$P_e$ fail to commute at a given knowledge state. Because the order-gap is computable from the system's own trajectory, it serves as a real-time control signal: large values indicate that the system is still sensitive to the ordering of consolidation and expansion; once the order-gap falls and stays small, further processing is unlikely to change the outcome. Three results give the signal precise meaning: the order-gap decays along convergent trajectories; a persistently large order-gap implies the system is far from its settled state; and an order-gap-based stopping rule terminates with provable guarantees in both noiseless and bounded-noise settings. The framework applies across five domains: bandits, reinforcement learning, stochastic optimization, continual learning, and recursive language models. We give conditions under which the order-gap reliably tracks convergence in three representative cases. We develop the recursive language model application in detail, showing how OpMech replaces heuristic stopping rules and fixed recursion budgets with principled, evidence-driven alternatives.

Bayesian inference provides principled uncertainty quantification, but accurate posterior sampling with MCMC can be computationally prohibitive for modern applications. Variational inference (VI) offers a scalable alternative and often yields accurate predictive distributions, but cheap variational families such as mean-field (MF) can produce over-concentrated approximations that miss posterior dependence. We propose variational predictive resampling (VPR), a scalable posterior sampling method that exploits VI's predictive strength within a predictive-resampling framework to better approximate the Bayesian posterior. Given a prior-likelihood pair, VPR repeatedly imputes future observations from the current variational predictive, updates the variational approximation after each imputation, and records the parameter value implied by the completed sample. We establish conditions under which the law of the parameter returned by VPR is well defined and show that its finite-horizon approximation converges to this limit. In a tractable Gaussian location model, we show that VPR with MF variational predictives converges to the exact Bayesian posterior, whereas the optimal MF-VI approximation retains a non-vanishing asymptotic gap. Experiments on linear regression, logistic regression, and hierarchical linear mixed-effects models demonstrate that VPR substantially improves posterior uncertainty quantification and recovers posterior dependence missed by MF-VI, while remaining computationally competitive with, and often more efficient than, MCMC.