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The Lead At the Milken Institute Global Conference, leaders from across the AI supply chain gathered to discuss the current state and future of artificial intelligence. They touched on various challenges, including chip shortages, energy constraints, and the potential for new AI architectures. The Bottlenecks in AI Development The discussion highlighted several bottlenecks in AI development. Christophe Fouquet, CEO of ASML, noted that despite efforts to accelerate chip manufacturing, the market will likely remain supply-limited for the next two to five years. Francis deSouza, COO of Google Cloud, pointed out the immense demand for AI infrastructure, with Google Cloud's revenue growing 63% and its backlog nearly doubling to $460 billion. The Data and Energy Constraints Qasar Younis, co-founder and CEO of Applied Intuition, emphasized that the bottleneck for his company is not silicon but data gathered from the real world, which is essential for training physical AI models. The energy required to power AI infrastructure is also a significant concern. deSouza mentioned that Google is exploring data centers in space to address energy constraints, although this comes with its own set of challenges. New AI Architectures and Their Implications Eve Bodnia, founder of Logical Intelligence, discussed a different approach to AI, focusing on energy-based models (EBMs) that aim to understand the underlying rules of data, similar to human brain function. This approach could be particularly useful for applications requiring an understanding of physical rules, such as chip design and robotics. The Future of AI: Agents, Guardrails, and Trust Dmitry Shevelenko, chief business officer of Perplexity, talked about the evolution of its search product into a 'digital worker' called Perplexity Computer. This tool is designed to act as a staff that a knowledge worker can direct, raising questions about control and security. Shevelenko emphasized the importance of granularity in permissions and actions to ensure trust and security. The Geopolitical and Generational Impact The discussion also touched on the geopolitical implications of physical AI and its impact on national sovereignty. Younis noted that physical AI manifests in the real world in ways that governments can't ignore, leading to questions about safety, data collection, and control. Regarding the impact on the next generation, the panelists were optimistic, highlighting the potential for AI to help address significant problems and unleash new levels of creativity and opportunity.

The Disappointment of a Missed Opportunity Millwall's dreams of automatic promotion to the Premier League were short-lived, lasting only three minutes into their match against Oxford. The Lions were eager to capitalize on Ipswich's result against QPR, but the news of Ipswich's goal quickly dampened the atmosphere at The Den. The Event Details The match against Oxford was a strange occasion, with Millwall needing a better result at home than Ipswich to secure promotion. However, with Ipswich taking the lead against QPR, the pressure was off, and the game became more about securing a playoff spot. Millwall's manager, Neil, had emphasized the importance of focusing on their own game rather than results elsewhere. The Data Analysis Millwall finished third in the Championship, securing a playoff spot. Although they did not achieve automatic promotion, their third-place finish and participation in the playoffs come with a significant prize. The exact financial details of the prize were not specified, but it is a notable reward for the team's performance. The Impact Analysis The disappointment of missing out on automatic promotion will linger, but Millwall can take pride in their performance throughout the season. The team's players, mostly EFL old hands, understand the significance of this opportunity. A successful playoff run could still lead to promotion, providing a chance for the players to experience the top tier. The Prediction While Millwall's automatic promotion hopes are dashed, their focus will shift to the playoffs. A strong performance in the playoffs could still secure a Premier League spot, providing a thrilling conclusion to the season. The team's manager, Neil, expressed pride in his team's performance, and with the right mindset, they can still achieve their goal.

The Lead: Why Union Documentaries Matter NowFrom meat‑packers in Minnesota to Amazon warehouses on Staten Island, documentary filmmakers have spent 50 years chronicling the highs and lows of American labor. The latest restorations and releases show that these films are more than cinema‑verité; they are barometers of union strength and cultural attitudes toward collective action.From “Harlan County, USA” to “Union”: A 50‑Year Documentary Timeline1976 – Harlan County, USA (Barbara Kopple) captures a 1973 coal‑miners strike and sets the visual template for labor cinema.1990 – American Dream revisits the 1985‑86 Hormel strike, framing it as an “alternative State of the Union” for organized labor.2000 – American Standoff follows the Teamsters’ battle with Overnite Transportation, illustrating the turn‑of‑century logistics wars.2024 – Union documents the historic Amazon Labor Union drive on Staten Island, highlighting modern anti‑union consulting tactics.2026 – Who Moves America surveys UPS drivers ahead of a potential strike, juxtaposing the 1997 UPS walkout with today’s gig‑economy reality.Membership Numbers and Strike Frequency: The Data Behind the StoriesFrom 1980‑84, U.S. union membership fell by 2.7 million (≈10 %).The Hormel strike (1985‑86) saw 1,500 workers replaced, a turning point for corporate union‑busting.UPS’s 1997 strike involved 185,000 workers; the 2023 negotiations involve a workforce that is 30 % part‑time or contract.Amazon’s 2024 union drive marked the first successful unionization of a major U.S. fulfillment center since 2004.Corporate Narrative Evolution: From Armed Guard to PowerPoint PersuasionEarly films show miners confronting armed security, while later documentaries reveal a shift to polished C‑suite messaging. In Who Moves America, UPS CEO Carol Tomé likens negotiations to “arguing with her husband about a puppy,” a stark contrast to the gun‑toting enforcers in Harlan County, USA. By the 2020s, anti‑union consultants wield slide decks and “culture‑change” workshops, turning the battlefield from picket lines to conference rooms.Future Outlook: New Voices, New Platforms, and the Next Chapter for Labor FilmsStreaming services and independent crowdfunding are giving voice to immigrant and undocumented workers whose stories were previously marginalised. As gig‑economy contracts proliferate, documentary makers are poised to capture a new wave of “micro‑strikes” and digital organising. The genre’s dual role—as an archival record and a practical manual—suggests it will remain a vital tool for both activists and audiences seeking to understand the evolving landscape of American labor.

The Final Goodbye to a Farming CompanionIn the quiet moments of evening farm checks, as the last light fades and the headlights of a quad bike illuminate the sheep, a farmer confronts the loss of a loyal companion. Moss, a Border Collie who had been part of the daily rhythm of farm life for fourteen years, died peacefully in her sleep, her ears pricked up as if alert to the next day's work on the farm.The Life and Legacy of Moss the Shepherd DogMoss arrived in 2012, purchased from a farm in Lancashire during a snowstorm. She quickly became an integral part of the farming operation, known for her exceptional skills as a shepherd dog. The farmer recalls how Moss particularly enjoyed walling days, where she could lie in the sun and pootle about, and how she excelled at agricultural shows, winning many rosettes for being the best shepherd dog at local shepherds' meets. Her daughter, Foxy, remains on the farm, a living legacy of Moss's contribution to the working dogs of the farm.The Ritual of Saying Goodbye in Rural LifeThe process of burying Moss follows a familiar ritual for this farmer. With a spade from the shed, the farmer carried Moss down to the dogs' graveyard by the River Lune, where six other dogs have been buried in the last nine years. The burial was accompanied by an episode of The Archers on the farmer's phone—a comfort the dogs had grown accustomed to during their lives. This quiet ceremony reflects the deep connection between rural people and their animals, a bond that transcends mere utility to become a profound companionship.The Enduring Bond Between Farmers and Their Working DogsThe loss of Moss highlights the unique relationship between farmers and their working dogs. For many farmers, especially those in remote areas, dogs provide not just assistance with herding but also companionship during long hours of solitary work. The farmer notes that sometimes when other family members aren't present, the dogs are their only conversation and company. This interdependence creates bonds that are both practical and deeply emotional, making each loss particularly felt. The farm is not just a workplace but a home where dogs are integral family members.Carrying Forward the Legacy of a Faithful CompanionWith four other dogs still on the farm, including Moss's daughter Foxy, the farmer continues the daily routines that defined their life with Moss. Each loss hits hard, even when expected after a long life. The memory of Moss, alert to the end, serves as a reminder of the resilience and dedication of these working animals. As the farmer continues evening checks along the railway line, watching the lights of trucks on the M6 and trains speeding past, they carry forward not just the practical skills passed down through generations of shepherds, but also the quiet understanding of the profound connection between humans and animals who share their lives and work together on the land.

The LeadCasemiro's Manchester United career has taken a dramatic turn from potential departure to revered figure, with the Brazilian midfielder set to exit Old Trafford at the end of the season on his own terms. After being advised by pundit Jamie Carragher to 'leave the football before the football leaves you,' the 34-year-old has responded with one of his most productive seasons, earning a place back in the Brazil national team and the adoration of supporters who now plead with him to stay.The Career RevivalJust two years after Carragher's damning assessment and amid reports that Manchester United's co-owner Sir Jim Ratcliffe viewed his recruitment as questionable, Casemiro has undergone a remarkable transformation. Under manager Ruben Amorim, the five-time Champions League winner has found new life, particularly in the Europa League campaign where he started all matches from the last-16 onward. Amorim himself admitted he initially got it wrong about the veteran midfielder, stating: 'In the beginning he was behind every midfielder, even Toby [Collyer], but he fought and he worked, and now he is back in the national team.'The Statistical ResurgenceCasemiro's current season statistics tell a compelling story of rejuvenation. He has scored nine goals (second only to Benjamin Sesko at Manchester United), provided two assists, and played 2,417 minutes across 31 starts from 32 appearances. Remarkably, he has finished 13 games, including seven of the past nine. This production from a defensive midfielder in his mid-30s is exceptional, especially considering his downturn in form during the 2024-25 season when he was an unused substitute for five consecutive league matches.The Impact AnalysisCasemiro's revival has significant implications for both Manchester United and veteran players across football. His success under Michael Carrick, who played in the exact same role for United until his late 30s, demonstrates the importance of having a manager who understands and values experience. Carrick's approach—trusting experienced players to know themselves and speaking to them on a level of understanding—has clearly benefited Casemiro. This relationship has allowed the Brazilian to maximize his strengths without overexerting himself physically, a crucial factor for players in their mid-30s competing in the relentless Premier League environment.The Future OutlookDespite pleas from supporters to extend his stay, Casemiro remains firm on his decision to leave Manchester United at the end of the current campaign. This departure, on his own terms, represents a strategic career move to ensure he 'leaves football before it leaves him.' The 34-year-old is expected to continue his career at another elite level, possibly in Major League Soccer or Saudi Arabia, rather than risk the performance decline that has affected other veteran players like Mohamed Salah. His case may serve as a blueprint for how aging players can plan their exits while still performing at a high level, maintaining their dignity and value rather than overstaying their welcome.

Meta's Strategic Move into Humanoid RoboticsMeta announced the acquisition of Assured Robot Intelligence (ARI), a startup focused on foundation models that enable humanoid robots to understand, predict, and adapt to human behavior. The deal, made for an undisclosed sum, brings ARI’s co‑founders and research team into Meta’s Superintelligence Labs research division.Acquisition Details and Team IntegrationThe integration will see ARI’s leadership—co‑founders Xiaolong Wang and Lerrel Pinto—join Meta’s AI unit. Wang, a former Nvidia researcher and UC San Diego associate professor, and Pinto, a former NYU professor and co‑founder of Fauna Robotics (acquired by Amazon), both hold multiple prestigious awards.Acquisition price: undisclosedPrevious funding: undisclosed seed round from AIX VenturesTeam focus: foundation models for whole‑body humanoid control and self‑learningFinancial Forecasts and Market Size ProjectionsIndustry analysts remain divided on the long‑term value of humanoid robotics:$38 billion market estimate by 2035 (Goldman Sachs)$5 trillion market estimate by 2050 (Morgan Stanley)These figures illustrate both the massive upside and the uncertainty surrounding a technology still in its early commercial phase.Implications for the AI and Robotics LandscapeBy absorbing ARI, Meta gains:Deep expertise in robot‑centric model training, a pathway many experts see as essential for achieving artificial general intelligence (AGI).Accelerated development of consumer‑grade humanoid platforms, complementing Meta’s existing research on AI models and hardware.A competitive edge over rivals such as Amazon, Google, and Tesla, all of which are racing to embed AI in physical agents.Even if Meta ultimately opts not to ship a consumer robot, the acquisition signals a firm commitment to the research frontier where AI learns through embodied interaction rather than static data.Future Outlook: From Lab Prototypes to Consumer HumanoidsAnalysts anticipate a multi‑year timeline before any Meta‑branded humanoid reaches the market. Short‑term milestones include:2026‑2027: Integration of ARI’s models into Meta’s internal simulation pipelines.2028‑2029: Prototype demonstrations of household‑task robots for internal testing.Early 2030s: Potential pilot programs with select partners or developers.Success will hinge on breakthroughs in whole‑body control, energy efficiency, and safe human‑robot interaction—areas where ARI’s award‑winning team is already positioned to lead.

The Pentagon's AI Integration Strategy Washington, DC – The United States Department of Defense has announced a new agreement with seven Artificial Intelligence companies to use their advanced technologies for its classified networks. This initiative represents a significant acceleration in the Pentagon's decade-long effort to integrate AI into military operations, aiming to establish the United States military as an "AI-first fighting force" capable of maintaining decision superiority across all domains of warfare. Key Players in the Defense AI Ecosystem The Pentagon's agreements include partnerships with SpaceX, OpenAI, Google, NVIDIA, Reflection, Microsoft, and Amazon Web Services. These companies will provide their AI capabilities for the military's most secure information systems to "streamline data synthesis, elevate situational understanding and augment warfighter decision-making in complex operational environments." Notably absent from the Pentagon's list is Anthropic, which had a major fallout with the Pentagon after pushing back on pressure to provide unrestricted access to its Claude AI programme for "all lawful use." The appeal raised concerns over Claude's possible uses in government mass surveillance and autonomous weapons systems, leading the Pentagon to label the company a "supply chain risk." The Pentagon's agreements with OpenAI and Google had previously been confirmed, as had a deal with Elon Musk's xAI. The three companies had agreed to the Pentagon's "all lawful use" provision as part of those agreements. Operational Scale of Military AI Implementation In its statement, the Pentagon revealed that over 1.3 million department personnel use its official AI platform, GenAI.mil. "Warfighters, civilians and contractors are putting these capabilities to practical use right now, cutting many tasks from months to days," the department stated. The Pentagon also emphasized its commitment to avoiding "vendor lock," a term for over-reliance on one vendor, by continuing to build the department's AI architecture with multiple partners. Geopolitical Implications of AI-Enhanced Defense The announcement comes amid wider scrutiny over involvement by companies with the US military, which has gained renewed attention amid a public fallout with the AI company Anthropic and questions over how AI has been used in the US-Israeli war with Iran. The US government's use of AI has gained increasing scrutiny amid its mass deportation campaign, with rights groups saying the technology company Palantir has been used to collect real-time data on potential Immigration and Customs Enforcement (ICE) targets, including pro-Palestine advocates. Amid the US-Israel war in Iran, questions have been raised over how AI targeting systems are being used. The Pentagon has said it has hit 13,000 targets since beginning attacks on February 28. At least 3,375 people have been killed in Iran, including at least 170 people, mostly children, in an apparent US Tomahawk strike on a girls' school in Minab. The Pentagon has said it is still investigating. Speaking during a Senate committee hearing on Thursday, US Senator Kirsten Gillibrand questioned Secretary of Defense Pete Hegseth on civilian harm oversight and the use of AI. Hegseth responded that "no military, no country works harder at every echelon to ensure they protect civilian lives than the United States military, and that is an ironclad commitment that we make, no matter how…no matter what system we use." The Future Trajectory of Military-AI Partnerships There has been an increasing desire from the administration to access Anthropic's powerful new Mythos AI model, which is seen as a potentially transformative tool in both cyber attacks and cyber defense. Despite the current legal battles, this suggests that the Pentagon may continue to pursue partnerships with Anthropic in specific domains where its technology offers unique advantages. The Pentagon's multi-vendor approach indicates a recognition of the strategic importance of diverse AI capabilities in modern warfare. As AI technologies continue to evolve at a rapid pace, we can expect to see even deeper integration of commercial AI solutions into military operations, accompanied by ongoing debates about ethical boundaries, civilian protection, and the appropriate limits of autonomous systems in warfare.

The Pentagon's AI Expansion into Classified NetworksThe U.S. Department of Defense has announced significant agreements with leading technology companies including Nvidia, Microsoft, Amazon Web Services, and Reflection AI. These deals permit the deployment of advanced AI technologies and models on the Pentagon's classified networks for "lawful operational use," marking a major step in the military's AI transformation strategy.Strategic Partnerships for Military AI ImplementationThe Pentagon's statement emphasizes that these agreements "accelerate the transformation toward establishing the United States military as an AI-first fighting force" and will enhance warfighters' capabilities across all domains of warfare. This move comes after the Department's controversial dispute with Anthropic over usage terms, where the Pentagon sought unrestricted use of Anthropic's AI tools while the AI lab insisted on guardrails to prevent misuse for domestic mass surveillance and autonomous weapons.The Department highlighted its commitment to preventing vendor lock-in, stating it will "build an architecture that ensures long-term flexibility for the Joint Force" by accessing "a diverse suite of AI capabilities from across the resilient American technology stack."High-Security AI Deployment FrameworkThe AI hardware and models from these companies will be deployed on Impact Level 6 (IL6) and Impact Level 7 (IL7) environments—high-level security classifications for data and systems critical to national security. These environments require robust physical protection, strict access controls, and regular audits to maintain security integrity.The Pentagon noted that these deployments will "streamline data synthesis, elevate situational understanding, and augment warfighter decision-making" in secure environments where sensitive military operations are planned and executed.Current AI Adoption in Defense OperationsThe Department revealed that over 1.3 million DoD personnel have already utilized its secure enterprise platform for generative AI, GenAI.mil. This platform provides access to large language models (LLMs) and other AI tools within government-approved cloud environments, primarily supporting non-classified tasks such as research, document drafting, and data analysis.This existing infrastructure forms the foundation upon which the newly announced classified AI capabilities will be built, creating a comprehensive AI ecosystem across both classified and non-classified defense operations.Future of AI in National Security StrategyThe Pentagon's diversification of AI vendors signals a strategic shift toward a more resilient and flexible AI infrastructure for national defense. By partnering with multiple technology companies rather than relying on a single provider, the military aims to maintain technological superiority while mitigating potential supply chain risks.As AI continues to evolve, these partnerships will likely expand to include more specialized AI applications for defense purposes, potentially including autonomous systems, advanced threat detection, and predictive analytics for military planning and operations.

The Selective Storytelling of Michael JacksonA new estate-backed film, Michael, tells the story of Michael Jackson's rise from Gary, Indiana to global fame, highlighting hits like Thriller and his record-breaking success. But it ends before major scandals, and it leaves out the US musician's race and politics, including his solidarity with Palestine. What story is being told, and what is being erased?The Biopic's Narrative FocusThe Michael biopic presents a carefully curated version of Jackson's career, emphasizing his musical genius and unprecedented success in the entertainment industry. The film traces his journey from his humble beginnings in Gary, Indiana to becoming a global phenomenon with albums like Thriller that broke numerous records.However, the narrative stops short of addressing the controversies that later defined Jackson's public image, including allegations of child abuse that have cast a long shadow over his legacy. This selective approach raises questions about the responsibility of biopics in presenting comprehensive portraits of complex figures.The Impact of OmissionsBy omitting Jackson's political activism and his expressed solidarity with Palestine, the film misses an important dimension of the artist's identity and influence. Jackson was known for his humanitarian work and used his platform to address various social and political issues, including his support for Palestinian causes.Historian Sherry Zane notes that these omissions contribute to a sanitized version of Jackson's legacy that fails to acknowledge the full complexity of his life and impact. This approach not only distorts historical understanding but also influences how younger generations perceive cultural figures and their responsibilities beyond their primary profession.The Future of Cultural BiopicsThe Michael biopic reflects a broader trend in cultural storytelling where commercially successful narratives often prioritize market appeal over comprehensive representation. As audiences become more media literate, there's growing demand for more nuanced portrayals that acknowledge both achievements and controversies.Moving forward, we may see a shift toward more balanced biopics that don't shy away from difficult aspects of subjects' lives while still celebrating their contributions. This evolution would serve both artistic integrity and public education, providing a more honest engagement with cultural history and its complexities.