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The Lead Microsoft has launched ASSERT, an open-source framework designed to make evaluating application-specific AI behavior easier. The framework uses AI to turn natural-language descriptions of goals, policies, or intended behaviors into thorough, scored tests. How ASSERT Works ASSERT takes plain-language descriptions of an AI model's expected behavior and policies, turns them into a structured set of acceptable and unacceptable behaviors, generates problem scenarios and test cases, runs them against the target system, and scores the results. It can also record the paths the AI system takes, including intermediate actions and tool calls, allowing developers to inspect where failures happen. The Data Analysis By providing system context, tools, and constraints, developers can further customize what the evaluations cover. For instance, a developer could specify that a document research AI agent shouldn't send emails to people outside the company and should limit confidential information to C-level executives. ASSERT will use those rules to generate test cases that check whether the system follows those rules on an ongoing basis. The Impact Analysis Sarah Bird, chief product officer of Responsible AI at Microsoft, emphasized the importance of evaluations in making good decisions. 'If you don't understand the behavior of the AI system, it's really hard to know if it's meeting your organization's bar,' she said. ASSERT fills a gap that broader, more general evaluations cannot when AI models are intended to behave in a manner shaped by an application's context, policies, and tools. The Prediction The release of ASSERT comes amidst a broader shift in the AI industry towards repeatable testing and regression checks. As models grow more capable, researchers are focusing on evaluating systems when they're being built, after deployment, and even for continuous monitoring. With ASSERT, Microsoft aims to provide a tool that can be used throughout the AI development lifecycle to ensure trustworthy systems.

The Launch of Microsoft Scout Microsoft has introduced Scout, a new AI assistant inspired by OpenClaw, aimed at integrating into the Microsoft 365 ecosystem. This assistant is built on the OpenClaw framework, offering a persistent identity and style that users can customize. How Scout Operates Users can name their Scout instance and provide ongoing feedback for task automation. Scout is designed to adapt to user needs, creating a personalized experience. It operates across desktop, web browser, and cloud, ensuring easy connectivity to various systems. Features and Security Comes with prepackaged skills for tasks like calendar management and meeting agendas. Users can develop custom skills, enhancing the assistant's capabilities over time. Includes a built-in policy conformance system for security and audit trails. Availability and Integration Scout is available through Microsoft's Frontier program and requires a GitHub Copilot subscription. It is part of Microsoft's broader AI product launches, including Project Solara and updates to Copilot. The Future of AI Assistants With Scout, Microsoft aims to create a sticky AI tool that improves with user investment. The customization loop and security features are designed to make Scout a valuable and trustworthy assistant in the Microsoft 365 ecosystem.

The Lead One Nation leader Pauline Hanson has unveiled a gas policy inspired by Norway's successful model of resource management, proposing government equity stakes in oil and gas production and a sovereign wealth fund. However, experts point out that while One Nation has adopted some elements of Norway's approach, it has notably excluded the high taxation on profits that is central to Norway's success. The Norwegian Model Explained Norway's approach to managing its oil and gas resources has been globally recognized as "the gold standard." The Norwegian government holds ownership interests in approximately 30% of the nation's oil and gas reserves, with direct equity stakes in 187 production licenses, 48 producing fields, and 16 joint ventures. Crucially, the government also owns two-thirds of Equinor, Norway's largest oil and gas firm. What makes the Norwegian model unique is its combination of extensive public ownership with a 78% marginal tax rate on oil and gas company profits (resulting from a 71.8% "special" tax plus the standard 22% company tax). This approach generates approximately $100 billion annually for the Norwegian government, which is transferred to the Government Pension Fund Global, now worth $2.9 trillion—equivalent to about $500,000 per Norwegian citizen. One Nation's Policy: Selective Adoption One Nation's proposal includes two key elements from the Norwegian model: offering a 30% rebate on oil and gas exploration in Commonwealth waters in exchange for up to 30% equity in production licenses, and creating a sovereign wealth fund to reinvest profits. However, the party has notably excluded Norway's high taxation approach, instead proposing a simple 10% royalty on production to replace Australia's petroleum resource rent tax (PRRT). Pauline Hanson has criticized opponents for suggesting a 25% gas export levy, claiming it would be "industry-destroying." She argues that the Norway model has succeeded because "government and industry partner together supported by generous tax incentives," rather than through high taxation. Financial Impact Analysis Experts have raised concerns that One Nation's proposed 10% royalty may actually deliver less revenue than the current PRRT. Additionally, the opt-in approach to government partnership means only companies that choose to participate would be subject to the equity arrangement, potentially limiting the breadth of public ownership. Josh Runciman, lead gas analyst at the Institute for Energy Economics and Financial Analysis, questions whether it's ideal for taxpayers to be exposed to exploration and appraisal risk when the government lacks expertise in this area. The policy also includes a provision for the government to direct its share of oil and gas production to "Australia's greatest benefit," which could include selling to domestic industries or exporting to pay down debt. Industry and Regional Impact One Nation's policy comes amid growing public unrest over successive governments' failure to secure a "fair share" of Australia's natural resource wealth. The party positions its approach as addressing this concern by ensuring that profits from Australia's resources benefit the nation through both direct ownership and a sovereign wealth fund. The policy has sparked debate within Australia's energy sector, with some experts questioning whether the selective adoption of Norway's model without the high taxation component will actually deliver the benefits claimed. The approach could potentially lead to increased government involvement in the energy sector while maintaining relatively low tax rates on industry profits. Long-Term Outlook and Predictions According to analysts, it would likely take a decade or more before early-stage gas projects under One Nation's policy would begin generating additional revenue for Australians. If implemented after the next election, Australians would not start receiving any extra tax windfall until the late 2030s at the earliest. The timeline for the proposed sovereign wealth fund to accumulate meaningful resources could be even longer, potentially delaying any significant impact on Australia's finances. This extended timeframe raises questions about whether the policy will deliver on its promise of securing a "fair share" for Australians within a reasonable period, especially as global energy markets continue to evolve.

Executive Overview: AI Boom Fuels a New Socio‑Economic DivideThe surge of artificial‑intelligence investment in the San Francisco Bay Area resembles a modern gold rush, yet beneath the hype lies a growing anxiety that a permanent underclass could emerge worldwide.From Bay‑Area Gold Rush to Global Underclass ConcernsTop programmers are being courted with compensation packages worth hundreds of millions of dollars, and early‑stage engineers are already contemplating retirement before age 35. Billboards line the Bayshore Freeway promoting hyper‑niche AI products, underscoring how lucrative targeting founders has become compared with traditional advertising.Despite this wealth concentration, many young tech elites fear that failure will relegate them to the “permanent poor” as AI automates large swaths of white‑collar work, especially coding.Compensation Packages and Regional Disparities: The Numbers Behind the FrenzyOffers of hundreds of millions to switch firms illustrate the premium placed on AI talent.Early‑stage employees consider exiting the workforce before 35, a stark contrast to typical career trajectories.South Korean giants Samsung and SK Hynix have become trillion‑dollar players thanks to AI‑driven demand for memory chips.Europe’s standout is ASML, holding a near‑monopoly on high‑end lithography machines.Why the AI Economy Threatens Developing Nations and Mid‑Level WorkersCountries that cannot secure a foothold in the AI supply chain risk being left behind. Africa and Latin America lack the electricity infrastructure and capital needed for data‑centres, while mineral‑rich nations may see AI‑related revenues but lack institutions to distribute them.India’s massive outsourcing sector faces exposure as AI replaces mid‑level white‑collar roles, even though the country possesses deep technical talent that often migrates to California.China, already an AI powerhouse, is only beginning to grapple with the social implications of large‑scale job displacement.The United States, despite its dynamism, may see wealth concentrated among a small group of first‑movers unless policy intervenes.Scenarios for Mitigating an AI‑Driven UnderclassImplementing a universal basic income funded by progressive taxation of AI‑generated profits.Investing in basic infrastructure—electricity, broadband, and education—in Africa and Latin America to enable participation in the AI value chain.Strengthening institutions in mineral‑rich economies to ensure AI‑related revenues are channeled into public services.Encouraging corporate responsibility among Silicon Valley firms to share gains with broader society.Without coordinated action, the AI economy could deepen existing inequalities, creating a permanent underclass that spans continents.

The Guardian reports that the 1939 painting Man in a Black Scarf, long dismissed by Lucian Freud himself, has finally been authenticated by experts and will be displayed publicly for the first time at the Garden Museum in London.The Long‑Running Dispute Over “Man in a Black Scarf”Created while Freud was a student at the East Anglian School of Painting and Drawing in Hadleigh, Suffolk, the portrait is believed to depict John Jameson, a friend of the artist and member of a prominent whiskey family. The work resurfaced on the BBC’s Fake or Fortune? in 2016, where historian Philip Mould deemed it “very likely a Freud”. Yet Freud repeatedly denied authorship, even after Christie’s initially identified it in 1985, prompting a 19‑year effort by the current owner, designer‑author Jon Lys Turner, to secure a formal authentication.Financial Stakes: From £300,000 Speculation to Multi‑Million‑Dollar BenchmarksIn 2016 the painting was speculated to be worth more than £300,000.Freud’s 2015 work Benefits Supervisor Resting sold for $56 million (£42 million).His auction record stands at $86 million.The upcoming Sotheby’s auction of Sleeping by the Lion Carpet carries an estimate of £25 million to £35 million.These figures illustrate how a single authentication can shift a work from modest speculation to a position within the multi‑million‑dollar tier of the contemporary art market.Why the Authentication Shifts the Post‑War British Art NarrativeThe confirmation links Freud’s early style directly to the teachings of Cedric Morris and Arthur Lett‑Haines at the East Anglian School, highlighting a previously under‑explored influence. Turner argues the portrait’s “confrontational gaze” and “thick, daubed paint” reveal Freud’s early adoption of Morris’s techniques, potentially prompting a reassessment of other student‑era works.What Comes Next for the Painting and the Market"Man in a Black Scarf" will open to the public in the 2 June – 20 September 2026 run of the exhibition Benton End: A Paradise of Pollen and Paint. The exposure may spur renewed provenance research on other disputed Freud pieces and could encourage collectors to revisit works from the East Anglian period, driving further market activity ahead of the Sleeping by the Lion Carpet auction.

A Critical Portrait of George MichaelIn 1998, George Michael was arrested for public lewdness in an LA lavatory, an incident that finally led the singer to publicly come out. The following day, Sathnam Sanghera found himself unable to leave his room at university: the doorway had been mockingly plastered with tabloid newspaper headlines – "ZIP ME UP BEFORE YOU GO-GO!" – by fellow students aware of his longstanding fandom. As a writer, Sanghera is best known for a series of award-winning books on the British empire, which he calls his "specialist subject". Judging by Tonight the Music Seems So Loud – not a biography so much as a miscellany, a set of themed essays that tend to digress in all kinds of intriguing directions – the life and work of one Georgios Panayiotou runs imperialism and its legacy a very close second.The Complex Legacy of a Pop IconIt is an unashamedly partisan book, although not an uncritical one. Sanghera is as alive to Michael's personal and professional failings (whether the naffness of some of his early work as one half of Wham! or his high-handed treatment of the duo's other half, Andrew Ridgeley) as he is in love with his artistic triumphs. These, of course, range from Careless Whisper and Wham!'s annually inescapable Last Christmas to the 1996 solo masterpiece Older, a peculiar and peculiarly effective cocktail of raw grief at the Aids-related death of his lover Anselmo Feleppa and unrepentant horniness.The Evolution of Critical ReceptionSanghera's love for his subject is evidently sharpened by the opprobrium of others. Indeed if the book has a flaw, it's that the author is old enough to remember an era when George Michael was deemed insufferably uncool by some arbiters of taste (incredibly, when Wham! performed at a 1984 benefit show for striking miners, the only mainstream pop act to show support for the cause, they were received stone-faced by the audience and savaged by the music press for their trouble), and thus has a tendency to underestimate how much both he and his music have been critically re-evaluated in the 21st century.The Artistic Journey of George MichaelHe says one of the spurs to write the book was his belief that "most truly popular music is not generally deemed worthy of serious analysis and George Michael's music most certainly is not". That might have been true once, but certainly not of late: when he died, this newspaper alone ran six features by critics analysing different aspects of his music. "He sang so exquisitely about the marrow of life, about the vital, corporeal things", wrote one, which definitely doesn't amount to taking George Michael insufficiently seriously.double quotation markEven as he skinned up in front of journalists and discussed his drug use and sex life, he was concealing the extent of the addictions that eventually killed himFamily Background and Cultural IdentitySanghera is very good on the climate of homophobia in the 80s, which might have given any gay public figure serious qualms about coming out, and fascinating on Michael's family background: how growing up embedded in north London's Greek Cypriot community impacted on everything from Wham!'s image – not camp, Sanghera suggests, but "the vision of two children of immigrants imagining a kind of glamour they had not actually experienced before" – to his work ethic and control freakery. His dad made good in England by working exceptionally hard, running such a tight ship at his restaurant that he summarily fired his only son for messing up the drinks orders. The fact that the same son went on to hire 12 different saxophonists before finding one that could play the solo on Careless Whisper to his satisfaction doesn't come as a huge surprise.The Perfectionist and Contradictory ArtistThis my-way-or-the-highway perfectionism could yield hugely impressive results – Careless Whisper's sax hook may well be the most famous in pop history – but it could equally lead to intransigence and self-sabotage. Michael worked incredibly hard to transform himself from a member of a teen pop band into a more adult-facing solo artist, but having sold a staggering 25m copies of his 1987 solo debut Faith, he refused to promote its follow-up Listen Without Prejudice Vol. 1, or even make videos for its singles: a better album than its predecessor, it achieved only a fraction of its sales as a result. It was evidence of a deeply contradictory nature that occasionally has Sanghera throwing up his hands in bewilderment.The Public and Private Faces of George MichaelMichael was a polymath, keen to be duly credited as the sole singer, writer, producer and musician on a succession of tracks, but also had a weird habit of talking down his abilities, claiming he couldn't play instruments he was perfectly capable of playing. He was a Stakhanovite who increasingly worked at an agonisingly glacial pace, endlessly fussing over details, a state of affairs not much helped by his gargantuan appetite for marijuana: coupled with bouts of writers' block, it meant he released only six albums of original material in a career that lasted 34 years. He was a Labour voter, booster of the NHS and famously generous philanthropist who also engaged in tax avoidance. After being publicly outed, he became a notoriously frank interviewee ("as if nothing can embarrass him anymore" the Guardian's Simon Hattenstone suggested when he met him in 2009). But even as he skinned up in front of journalists and freely discussed his drug use and sex life, he was concealing the extent of the addictions that eventually killed him.The Decline and Final YearsMichael emerges as a messy, unpredictable but ultimately hugely likable figure, which makes the essay about his demise particularly tough reading. Listed starkly on the page, the facts of his final 10 years make it obvious that he was a deeply unwell man whose life had spun wildly out of control: drug busts, medical emergencies, visits to rehab, rumours of breakdowns and suicide bids and seven incidents in which he either crashed his car or was found comatose at the wheel.The Professional Mask of Personal StruggleThat it somehow didn't appear obvious at the time – that his death at 53 felt like a shock rather than a grim inevitability – seems remarkable, but as Sanghera points out, Michael's professionalism did a lot to paper over the cracks. He was always available to the media and always smart, funny and self-effacing: to use a modern turn of phrase, he controlled the narrative. He was punctilious about his appearance – the star certainly never looked like an ailing drug addict – and unfailingly superb onstage.The Hidden Realities Behind the FameBehind the scenes, it was a different story. He struggled to make new music: at one juncture he booked six months of recording sessions but never turned up to the studio once. His once-acute commercial instincts seemed to desert him: even Sanghera can't muster much enthusiasm for the handful of still-unreleased songs he completed in his final years. He cut off close friends and family who tried to intervene. No one who knew him seems to have been particularly surprised by his death: the list of adjectives used to describe him on his official website now includes not just "icon" "legend" "soul singer" and "philanthropist" but "addict" "repeat offender" and "depressive".An Imagined Alternative LegacyAs the book draws to a close, Sanghera offers a heartbreaking alternative history. He imagines Michael conquering his addictions, coming to a complete accommodation with his musical past (to the end of his life, he was dismissive of Wham!, describing their oeuvre as an exercise in "ignoring my own intelligence" and declining to play most of their hits live) and headlining Glastonbury, "getting pleasure from the audience reaction to Club Tropicana".The Enduring Power of George Michael's MusicIt's affecting because you can imagine it so vividly: the endless succession of hits that anyone with even a passing interest in pop music knows, the pandemonium in the crowd when he breaks out Careless Whisper, the encore of Freedom '90. You don't have to be a fan on Sanghera's level to understand what a triumph it would have been. Tonight the Music Seems So Loud: The Meaning of George Michael by Sathnam Sanghera is published by Picador (£22). To support the Guardian, buy a copy at guardianbookshop.com. Delivery charges may apply.

The Lead Hungary is on the verge of launching a wealth tax aimed at oligarchs who accumulated wealth during Viktor Orbán's 16-year rule. The move is part of a broader effort to dismantle the System of National Cooperation (NER), which rewarded political loyalty with economic opportunities. The Event Details The proposed wealth tax, announced by Péter Magyar, leader of the Tisza party, would apply to individuals with assets exceeding 1 billion forints (£2.4m). The tax would be levied on the portion of their estate above that threshold, including property, shares in companies, and assets held abroad. This move is seen as a way to address social injustice and bring public money back into the public coffers. The Data Analysis According to Zoltán Pogátsa, a political economist, 38 of the 50 richest Hungarians acquired their wealth under Orbán's rule through public tenders or benefited extensively from public procurements. One of the best-known oligarchs is Lőrinc Mészáros, with an estimated net worth of $5bn. The wealth tax could impact prominent figures like Mészáros and István Tiborcz, Orbán's son-in-law. The Impact Analysis The wealth tax debate is a global one, with countries like Brazil and California pushing for similar legislation. In Hungary, the tax could have significant implications for the country's economic landscape and the fortunes of its oligarchs. The Tisza party's proposal has secured a two-thirds majority in parliament, paving the way for its implementation. The Prediction If implemented, the wealth tax could mark a significant shift in Hungary's economic policy, potentially setting a precedent for other European countries. As Magyar has promised to reform the public tender process and established a National Asset Recovery and Protection Office to pursue corruption, the wealth tax could be a crucial tool in dismantling the NER system and promoting social justice.

The Stage was Set for a Historic Women's Match Three years after the Roland Garros organisers last declared a women’s match worthy of being called the best of the day in Paris, the total collapse of one half of the men’s draw and a fourth round between two of the three most successful active women’s players not named Williams finally allowed women to return to centre stage. Sabalenka's Dominant Performance Aryna Sabalenka and Naomi Osaka traded nuclear ground strokes in an intense, high-quality slugfest before Sabalenka showed why she remains the best player in the world by elevating her level in the most important moments and marching into the quarter-finals with a hard-fought 7-5, 6-3 win. Key Factors in Sabalenka's Victory Sabalenka's well-rounded gameplay, including ultra-offensive shotmaking and effective use of drop shots. Osaka's struggles with movement and comfort at the net. The Impact on Women's Tennis This match plainly illustrated why Sabalenka has achieved greater consistency and longevity. The Belarusian has worked herself into such a well-rounded player and here she complemented her ultra-offensive shotmaking from the baseline by peppering Osaka with drop shots, exposing the Japanese player’s awkward forward movement, and confidently closing down the net. What's Next for Sabalenka and Osaka Sabalenka will face the 25th seed Diana Shnaider next, while Osaka leaves Paris encouraged by her progress. Osaka has been trending positively in recent months, finally able to string confidence-building wins together over a series of weeks.

The Funding Pivot: Trump's $1.8bn Settlement FundUnited States President Donald Trump is reportedly pausing a $1.8bn settlement fund intended to compensate victims of 'lawfare' and government 'weaponisation,' marking a significant retreat from a key component of his recent executive agenda. The fund, part of a settlement with the Internal Revenue Service (IRS), was announced last month as a mechanism to address grievances against what the administration describes as unfair prosecution.The Origins of the 'Lawfare' Compensation PackageThe 'anti-weaponisation' fund was not a standalone initiative but a specific deliverable within a broader settlement agreement. According to documents released by the Department of Justice, the $1.8bn was earmarked to serve as restitution for individuals and allies who claim to have been targeted by the federal government's legal apparatus. This initiative was framed by the White House as a necessary step to rectify perceived systemic bias, though it has faced scrutiny regarding its implementation.The $1.8bn vs. $72bn: A Strategic Reallocation of ResourcesThe decision to halt the fund appears to be driven by a high-stakes political calculus involving the allocation of federal resources. Senate Majority Leader Mike Thune has explicitly linked the fate of the 'anti-weaponisation' fund to the passage of a $72bn immigration enforcement funding bill. By withdrawing the $1.8bn, the administration signals a willingness to prioritize border security and immigration enforcement over compensating political allies for past legal battles.Trump's Stance: Repeatedly framed himself and allies as victims of unfair government prosecution.Republican Leadership: House Speaker Mike Johnson and Thune argue the fund is a distraction from critical immigration legislation.Democratic Response: Senate Minority Leader Chuck Schumer claims the pause is insufficient and demands a legislative ban.Bipartisan Fracture: Why the Fund is DivisiveThe reported pause has exposed a deep fracture within the Republican Party. While the fund was a pet project of the President, it faced significant internal resistance from leadership who view the $72bn immigration package as a more urgent legislative priority. Conversely, Democrats have seized on the move, arguing that the administration's commitment to the victims of 'lawfare' is merely a political ploy. Senator Schumer characterized the reported pause as a failure to go far enough, insisting that a promise from the President is 'worthless' without a binding legislative ban.The Future of 'Lawfare' Compensation: From Executive Order to Legislative Ban?The White House's silence on the Axios report suggests the 'anti-weaponisation' fund is effectively dead for the immediate future. However, the underlying tension regarding how to address grievances against the federal government remains unresolved. As the administration pivots toward the $72bn immigration bill, the question remains whether the 'lawfare' compensation mechanism will be resurrected in a different form or permanently shelved in favor of hardline enforcement policies.