Alex Vindman Survived Trump's Retaliation Machine. In 2019, Alex Vindman testified during President Trump's first impeachment trial--a decision that ended his military career. Now he wants to challenge the president from the halls of Congress. Alex Vindman knows a thing or two about pissing off President Donald Trump . In 2019, Vindman rose to national prominence when he served as a witness during Trump's first impeachment trial. If you've lost track of that particular scandal, it's the one involving Trump, Ukrainian president Volodymyr Zelensky, the Biden family and Vindman listening in on a troubling phone call in his capacity as the director for European affairs on the National Security Council. Vindman's congressional testimony describing that pivotal call was widely lauded, even as it ended his storied military career: After being ousted from the NSC, Vindman retired from the Army in 2020. Six years later, he's got his eye on another governmental gig. In January, Vindman announced plans to challenge Republican incumbent Ashley Moody for the Florida seat in the US Senate previously held by Marco Rubio. Vindman, who tells me he moved to Florida in 2023 because his wife wanted to politics, is the latest candidate I'm chatting with ahead of the November midterms. He's particularly interesting to me, and WIRED, for a few reasons: Vindman has lived through--and emerged from--the Trump retaliation machine, and I wanted to hear more about that journey; he's been vocal about his opposition to both the war in Iran and ICE, two topics we cover frequently; and I wanted his view, as a longtime service member, on AI through the lens of national security. Then there's the fact that Vindman, running in what's ostensibly a Republican stronghold, has a decent shot at winning the damn thing: Though Senator Moody still leads in most polls, Vindman is often within spitting distance--no small feat for a first-time candidate whose campaign started around five months ago. KATIE DRUMMOND: Welcome to the Big Interview, Alex. Good to be here with you, Katie. So glad to have you here. You are maybe best known on a national level as a whistleblower, but you were also an Army veteran of more than 20 years. You were honored with a Purple Heart after being wounded in Iraq, and you were on the National Security Council.

Trump's secret NATO ultimatum sparks panic as US'pulls jets, bombers and EVERY submarine from Europe' Iraq war widow left speechless at Trump cabinet's actions after she made humble plea for someone to visit husband's grave on Memorial Day Condo bloodbath hits US hotspots as values plunge to lowest in decades and terrified investors issue doom-laden warning: 'Not just a price correction' Scandals plague the'horse girls' of America's'spoiled brat capital': Insiders lift lid on VIP world hit by vile claims and furious backlash Lisa Rinna gets political as she SLAMS Spencer Pratt's run for LA mayor while taking a jab at Donald Trump Kyle Busch's bitter NASCAR rival reveals heartbreaking sign he'wasn't well' in final meeting before he died I'm a doctor, and treat men with premature ejaculation. Furious followers demand REAL story from heiress Belle Burden as she's accused of lying about her finances in divorce memoir Spencer Pratt fires back at The Price Is Right host Drew Carey with Epstein jab after he called LA mayor hopeful a'serial scammer' Ever wish your dog could speak to you? AI collar can translate your pet's barks with 95% accuracy, experts claim The half-price Hamptons: Insiders reveal America's new sanctuary, where the beaches are untouched and a'quiet luxury' charm endures So many of my female friends are resorting to a risky new sex taboo to spice up their marriages. You'll know women secretly doing it too... but we simply can't let this become normal: JANA HOCKING Donald Trump fires back at Joe Rogan's criticism of UFC White House event... amid podcaster's slating of president he endorsed Danielle Fishel, 45, was everyone's favorite girlfriend in Boy Meets World, see her now in rare appearance I got addicted to the stimulant that Trump insiders are secretly using... it can obliterate your sexual performance and ruined my life When Alex suffered a mortifying accident in bed with her new partner, she put it down to an embarrassing one-off. Little did she know she had a condition which is silently affecting thousands of women in their 50s and 60s... Ever wish your dog could speak to you? AI collar can translate your pet's barks with 95% accuracy, experts claim If you've ever wondered what your dog's barks really mean, a new ' AI collar' claims to translate their noises with remarkable accuracy. Chinese startup Meng Xiaoyi has launched a device that it alleges can translate animal sounds into human language.

A Ukrainian flying ace is leveraging his aerobatics skills to protect his countrymen from nightly attacks. The most challenging part of an international aerobatics contest is the Free Unknown. Pilots arrive at a competition after having polished sequences of loops, stall turns, and barrel rolls. But for the Free Unknown section they learn which assortment of tricks they must perform only a day in advance. Contestants plan out how they will string together the stipulated moves in the most pleasing fashion, but they cannot rehearse the routine, except in their minds. It's a test of imagination and airmanship that often decides the competition. In 2019, the World Intermediate Aerobatics Championship, which was held on an airfield in the Czech town of Břeclav, contained three Free Unknowns. The winner of the first was a twenty-five-year-old Ukrainian pilot named Timur Fatkullin. At the controls of his red-and-silver Extra 330LX--a nimble German sports plane--he made the unusual move of starting his sequence upside down. He then executed a complicated routine as if he'd practiced it for months. The Ukrainian team, boosted by Fatkullin's performance, won gold. Trevor Dugan, who served as a navigator with the R.A.F. in Afghanistan and Iraq, was on the British team, which took bronze. Fatkullin, he said, was "absolutely phenomenal." Not long after that championship, Fatkullin stopped entering aerobatics competitions: first came the pandemic, then the war with Russia. He moves through life impatiently. Now thirty-two, he has five children. He is tall, with a tight beard, pale-green eyes, and a square jaw. Even in casual situations, he stands ramrod straight, as though about to give or receive an order. He often wears a shirt with three buttons undone, a beige leather flying jacket with the collar turned up, combat pants, and Nike high-tops. He plays the guitar, a little piano. He often carries a thick fold of high-value bills. He speaks several languages, including English (almost perfectly) and Spanish (conversationally). He once spent thirty days in jail after breaking the ribs of a man who'd threatened his wife. He can dance the tango. When Fatkullin was in his mid-twenties, he started doing stunts with a group of other extreme athletes: parachutists, motorcyclists, a free diver.

What are Russia's gains from the Iran war? 'We are not losers; we are winners' Who is Gerhard Schroeder, Putin's pick for Ukraine peace talks mediation? Russian President Vladimir Putin has suggested that former German Chancellor Gerhard Schroeder could coordinate talks with the European Union to secure a peace deal in Ukraine - a proposal met with scepticism by EU officials. European Council President Antonio Costa said recently he believed there was "potential" for the EU to negotiate with Russia and to discuss the future of Europe's security architecture. A day later, the Russian leader said the four-year-old war may be "coming to an end", adding that he was ready to hold direct talks with his Ukrainian counterpart, Volodymyr Zelenskyy, in Moscow or a neutral country. Speaking after Saturday's celebrations for Victory Day, which marks Russia's victory over Nazi Germany in 1945 at the end of World War II, Putin added he would be willing to meet Zelenskyy only once the terms of a peace agreement had already been settled.

The sequential nature of autoregressive next-token prediction imposes a fundamental speed limit on large language models. While continuous flow models offer a path to parallel generation, they traditionally demand expensive iterative integration. Flow Maps bypass this bottleneck by compressing generative trajectories into single-step mappings, theoretically enabling the generation of full text sequences from noise in a single forward pass. However, standard formulations rely on Euclidean regression losses that are geometrically ill-suited for discrete data. In this work, we resolve this conflict with Discrete Flow Maps, a framework that reconciles trajectory compression with the geometry of the probability simplex. We recast standard flow map training for the discrete domain, aligning the training dynamics with the discrete nature of language. Empirically, this strict geometric alignment allows our method to surpass previous state-of-the-art results in discrete flow modeling.

Online health communities (OHCs) are vital for fostering peer support and improving health outcomes. Support groups within these platforms can provide more personalized and cohesive peer support, yet traditional support group formation methods face challenges related to scalability, static categorization, and insufficient personalization. To overcome these limitations, we propose two novel machine learning models for automated support group formation: the Group specific Dirichlet Multinomial Regression (gDMR) and the Group specific Structured Topic Model (gSTM). These models integrate user generated textual content, demographic profiles, and interaction data represented through node embeddings derived from user networks to systematically automate personalized, semantically coherent support group formation. We evaluate the models on a large scale dataset from MedHelp, comprising over 2 million user posts. Both models substantially outperform baseline methods including LDA, DMR, and STM in predictive accuracy (held out log likelihood), semantic coherence (UMass metric), and internal group consistency. The gDMR model yields group covariates that facilitate practical implementation by leveraging relational patterns from network structures and demographic data. In contrast, gSTM emphasizes sparsity constraints to generate more distinct and thematically specific groups. Qualitative analysis further validates the alignment between model generated groups and manually coded themes, showing the practical relevance of the models in informing groups that address diverse health concerns such as chronic illness management, diagnostic uncertainty, and mental health. By reducing reliance on manual curation, these frameworks provide scalable solutions that enhance peer interactions within OHCs, with implications for patient engagement, community resilience, and health outcomes.

Detection of occult hemorrhage (i.e., internal bleeding) in patients in intensive care units (ICUs) can pose significant challenges for critical care workers. Because blood loss may not always be clinically apparent, clinicians rely on monitoring vital signs for specific trends indicative of a hemorrhage event. The inherent difficulties of diagnosing such an event can lead to late intervention by clinicians which has catastrophic consequences. Therefore, a methodology for early detection of hemorrhage has wide utility. We develop a Bayesian regime switching model (RSM) that analyzes trends in patients' vitals and labs to provide a probabilistic assessment of the underlying physiological state that a patient is in at any given time. This article is motivated by a comprehensive dataset we curated from Mayo Clinic of 33,924 real ICU patient encounters. Longitudinal response measurements are modeled as a vector autoregressive process conditional on all latent states up to the current time point, and the latent states follow a Markov process. We present a novel Bayesian sampling routine to learn the posterior probability distribution of the latent physiological states, as well as develop an approach to account for pre-ICU-admission physiological changes. A simulation and real case study illustrate the effectiveness of our approach.

Air strikes have targeted the headquarters of the Iran-aligned Popular Mobilisation Forces (PMF) in Iraq's capital, Baghdad, as the country becomes a two-way battlefield between armed factions and the United States during its war with Iran . The US carried out strikes against the Shia paramilitary umbrella group, also known locally as Hashed al-Shaabi, late on Sunday after attacks on a US diplomatic and logistics centre at Baghdad International Airport. The attack was carried out after Iraqi security officials said four explosions were heard near Camp Victory, a US logistics centre at the capital's main airport. Al Jazeera's Assed Baig, reporting from Baghdad, said some drones "breached air defences and caused damage, more symbolic damage than anything else". "At the same time, Iraqi security forces have set up checkpoints around Baghdad to try and stop these drone strikes because some of these factions are launching drones from the vicinity of Baghdad," he said.

In its early days, the AI initiative known as Project Maven had its fair share of skeptics at the Pentagon. Today, many of them are true believers. The rise of AI warfare speaks to the biggest moral and practical question there is: Who--or what--gets to decide to take a human life? And who bears that cost? In 2018, more than 3,000 Google workers protested the company's involvement in "the business of war" after finding out the company was part of Project Maven, then a nascent Pentagon effort to use computer vision to rifle through copious video footage taken in America's overseas drone wars. They feared Project Maven's AI could one day be used for lethal targeting. In my yearslong effort to uncover the full story of Project Maven for my book,, I learned that is exactly what happened, and that the undertaking was just as controversial inside the Pentagon. Today, the tool known as Maven Smart System is being used in US operations against Iran . How the US military's top brass moved from skepticism about the use of AI in war to true believers has a lot to do with a Marine colonel named Drew Cukor. In early September 2024, during the cocktail hour at a private retreat for tech investors and defense leaders, Vice Admiral Frank "Trey" Whitworth found his way to Drew Cukor. Now Project Maven's founding leader and his skeptical successor were standing face-to-face. Three years earlier, Whitworth had been the Pentagon's top military official for intelligence, advising the chairman of the Joint Chiefs of Staff and running one of the most sensitive and potentially lethal parts of any military process: targeting.

Alexandre Rocha, a French father in Iceland, claims he lost parental rights after opposing his autistic son's sex reassignment, alleging courts prioritized ideology over his rights.