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Campbell Brown, once Meta’s inaugural news chief, is now spearheading Forum AI to evaluate how large language models handle complex, high‑stakes subjects such as geopolitics, mental health, finance, and hiring. After witnessing the launch of ChatGPT, she warned that AI could become the primary conduit for information—"not very good"—and set out to build a benchmark system that pairs world‑leading experts with AI judges. Forum AI’s Quest to Benchmark High‑Stakes AI Answers The company assembles experts—including Niall Ferguson, Fareed Zakaria, former Secretary of State Tony Blinken, former House Speaker Kevin McCarthy, and former cyber‑security chief Anne Neuberger—to design nuanced evaluation criteria. AI judges are then trained to match expert consensus, targeting roughly 90% agreement on contentious topics. Funding and Early Metrics: $3 Million Seed Round and 90% Human‑Expert Consensus Seed funding: $3 million led by Lerer Hippeau (closed fall 2025). Founded: 17 months ago in New York. Performance goal: achieve ≈90% consensus with human experts across geopolitics, finance, mental‑health, and hiring benchmarks. Why Current Foundation Models Miss the Mark on Truth and Bias Initial evaluations revealed systematic issues: Gemini sourced content from Chinese Communist Party sites unrelated to the query, and most models displayed a left‑leaning political tilt. Other failures include missing context, ignoring alternative perspectives, and straw‑man arguments—all of which erode user trust. Enterprise Audits as the Next Lever for Trustworthy AI Brown argues that businesses—especially those using AI for credit, lending, insurance, and hiring—have a strong liability incentive to demand accurate, auditable outputs. While many firms currently rely on superficial checkbox audits, Forum AI proposes deep, domain‑expert‑driven evaluations to meet emerging regulatory requirements, such as New York City’s hiring‑bias law. Looking Ahead: From Compliance Checks to a Truth‑Optimized AI Ecosystem Brown believes the industry stands at a crossroads: AI can either cater to user whims or prioritize “what’s real, honest, and truthful.” If enterprise demand for rigorous audits scales, it could force model developers to embed robust truth‑verification mechanisms, shifting the AI landscape toward higher reliability and public trust.

The Lead: Political Uncertainty Triggers Bond Market JittersAs Keir Starmer faces a potential leadership challenge, the spectre of the bond market looms large over Westminster. The prospect of Britain switching prime ministers for a sixth time in seven years has fuelled a sharp sell-off in the market for UK government debt, with investors warning of a potential repeat of the 2022 "Liz Truss moment" that sent shockwaves through the UK's financial system.The Bond Market Reaction: Yields at 28-Year HighsAs Starmer's grip on power appeared to be slipping away, the yield on 30-year government bonds, or gilts, briefly reached 5.8% on Tuesday, the highest level since 1998, before slipping back after a challenge failed to immediately materialise. However, selling pressure has been maintained on the UK government's bonds relative to its G7 peers, with investors fearing a return to political instability in Britain and a leftwing shift by Labour involving higher levels of borrowing."The markets hate uncertainty, but they hate a political vacuum even more," said Nigel Green, the chief executive of deVere Group. "A cabinet resignation followed by a leadership fight would signal that the government is losing control of itself while investors are already questioning the country's fiscal direction."The Economic Backdrop: Mounting Debt PressuresBritain has elevated levels of borrowing and debt. After a succession of economic shocks, years of lacklustre growth, and rising pressure to repair battered public services and to support an ageing population, the UK's national debt stands at almost 100% of GDP – the highest level since the 1960s.Meanwhile, with the rise in interest rates worldwide amid the inflation pressures unleashed after the Covid pandemic, the Russian invasion of Ukraine, and now the Iran war, the cost of servicing the country's debts has also risen. If someone were to replace Starmer, they would face the same challenges, analysts at Goldman Sachs wrote in a note to clients. "Policy choices will remain constrained by the challenging backdrop of rising spending pressures and an already elevated tax burden irrespective of any changes in leadership."The Political Calculations: Labour's Internal DilemmaWithin Labour ranks many MPs are sanguine, reflecting frustration at a tight approach to tax and spending under Starmer, despite the party's plunging poll ratings and dire showing in elections across Britain last week. The prime minister's allies have sought to argue that avoiding bond market provocation should be reason enough to save him. Others appear willing to put the City's warnings to the test.The Merseyside MP Paula Barker, an ally of Andy Burnham, has suggested financial markets would "have to fall into line" should the Greater Manchester mayor find a route to Downing Street. Meanwhile, the leftwing grandee Diane Abbott suggested that MPs "might as well go home" if bond market considerations trumped other priorities.The Market Warning: Risk of Another Truss MomentInvestors warn that a contest ignoring the fragile state of the public finances and realpolitik of the markets could prove fatal for any candidate to be prime minister – highlighting Liz Truss's short-lived premiership."If the political leadership [were to] change or if the current leaders [were to] opt to call for substantially more fiscal loosening, the risk is high that we would see another Liz Truss moment," said Reto Cueni, chief economist at Syz Group. "Markets can cope with ideology of any stripe if it is disciplined and coherent. They recoil from programmes that imply materially higher borrowing without a credible growth engine."Still, investors say further borrowing – on top of planned bond sales worth £252bn to fund the government's activities this year – would risk driving gilt yields higher. This would add to Britain's already £100bn-a-year debt interest bill – a sum representing about £1 out of every £10 spent by the Treasury.The Future Outlook: Balancing Act for LabourMark Dowding, the chief investment officer at the hedge fund RBC BlueBay, said: "It starts to become a very material element of your overall tax revenues. It becomes a bigger element of government spending; and as that moves higher it starts looking unsustainable. As it starts looking unsustainable, you enter a vicious spiral where the fear of it going higher drives borrowing costs even higher. There is almost a tipping point you fear might exist."Ahead of any leadership race, most City investors expect those vying to replace Starmer will attempt to strike a balance between shifting direction and keeping the bond market onside. This week, Louise Haigh, the powerful co-chair of the soft-left Tribune group of Labour MPs, set out a plan for the economy that would involve allowing higher levels of borrowing by overhauling the chancellor Rachel Reeves's current fiscal rules. However, the former cabinet minister warned any changes would have to wait until after Labour has met Reeves's main target of balancing day-to-day spending with tax receipts.

The Rise of Legal Tech: Clio's $500M Milestone Clio, a Canadian law firm management software company, has reached a significant milestone: $500 million in annual recurring revenue (ARR). This achievement is a testament to the growing demand for legal tech solutions, particularly those powered by artificial intelligence (AI). AI-Driven Growth in Legal Tech Clio's growth has accelerated sharply since integrating AI into its offering in 2023. The company's ARR surpassed $200 million in mid-2024, doubled that figure by late last year, and now has reached $500 million. According to Jack Newton, co-founder and CEO of Clio, LLMs (Large Language Models) are poised to revolutionize the legal tech industry. The Potential of LLMs in Legal Tech Newton believes that LLMs can leverage the vast repository of existing legal documents, such as contracts and agreements, to automate time-consuming tasks like document review and drafting. This potential is not limited to Clio; other legal tech companies, like Harvey and Legora, are also experiencing significant revenue surges driven by AI. The Competitive Landscape: Anthropic's Move Anthropic's recent announcement of new legal-specific features for its AI model, Claude, has added a new layer of complexity to the competitive landscape. Both Harvey and Legora rely on Claude as a core model, making the dynamic an uncomfortable one: a key supplier is now also a competitor. The Future Outlook Despite these challenges, Newton remains optimistic about the vast potential of the legal AI market. Clio's valuation of $5 billion and its recent $1 billion acquisition of data intelligence platform vLex have positioned the company for continued growth and innovation in the legal tech sector.

The BRICS Foreign Ministers Convene in New Delhi Amid Iran ConflictIndia will host foreign ministers from the BRICS nations on May 14‑15, 2026 as a preparatory step for the 18th BRICS summit in September. The gathering coincides with U.S. President Donald Trump’s three‑day state visit to Beijing, adding a layer of diplomatic complexity.Details of the Two‑Day Meeting and Attendee Line‑upVenue: Bharat Mandapam exhibition hall, New Delhi.Schedule: Sessions start at 10:00 am (04:30 GMT) on both days, concluding with a dinner on Thursday.Key participants: Sergey Lavrov (Russia), Mauro Vieira (Brazil), Ronald Lamola (South Africa), Abbas Araghchi (Iran), Sugiono (Indonesia). China will be represented by Ambassador Xu Feihong due to Wang Yi’s absence.Special note: Indian Prime Minister Narendra Modi will join a joint conference call at 1 pm (07:30 GMT) on Thursday.Energy and Trade Numbers Highlight Stakes for Member EconomiesApproximately 20 % of global oil and LNG shipments pass through the Strait of Hormuz, a chokepoint now restricted by Iran.Both India and China rely heavily on Gulf oil transiting the strait; Saudi Arabia and the UAE are also major exporters.Rising fuel prices are affecting all BRICS members, even those less directly dependent on Hormuz (e.g., Brazil, South Africa).Geopolitical Ripple Effects: Iran War, US‑China Tensions, and BRICS CohesionThe ongoing Iran war, now in its 76th day, dominates the agenda, testing the bloc’s ability to present a unified stance. Simultaneously, the Trump‑Xi meeting in Beijing limits China’s direct participation, potentially weakening BRICS coordination on security issues. Analysts note that divergent national interests—India’s growing ties with the US and Israel, and the UAE‑Iran rivalry—challenge the group’s cohesion.Outlook: How This Gathering Could Shape the September BRICS Summit and Global DiplomacyObservers expect the foreign‑ministers meeting to set the tone for the September summit, likely resulting in a broad‑based statement condemning attacks on sovereignty but stopping short of a concrete consensus on the Iran conflict. The outcomes may also influence whether China adopts a more vocal position on Iran under U.S. pressure, and how the bloc navigates energy‑security disruptions caused by the Hormuz closure.

The Secret Diplomatic Shift Israeli Prime Minister Benjamin Netanyahu has reportedly conducted a secret visit to the United Arab Emirates (UAE) amidst ongoing military operations against Iran, a move described by his office as historic but vehemently denied by Abu Dhabi. Netanyahu’s Historic Visit and UAE Denial Netanyahu's office confirmed the trip, linking it to the broader context of the US-Israel war on Iran. The United Arab Emirates Foreign Ministry has moved swiftly to refute these claims, creating a diplomatic rift. Despite the denial, the timing of the visit during a period of heightened conflict raises questions about the depth of regional cooperation. Measuring the Escalation of Regional Tensions The reaction from Tehran highlights a significant increase in hostility. Iran’s Foreign Minister labeled the alleged collusion as "unforgivable," signaling a hardening of stance rather than a softening of diplomatic ties. Implications for Middle East Stability This alleged secret visit challenges the normalization of relations between Israel and Arab states. It suggests that despite public agreements, deep-seated mistrust remains, potentially destabilizing the region further. Future Outlook: Accountability and Alliances Iran has warned that those involved in "collusion" will be held to account, suggesting a potential for retaliatory actions or further diplomatic isolation for the UAE if the visit is confirmed.

The LeadThere will be plenty that Bernardo Silva will miss about Manchester City but driving rain in May and playing against the lowest of blocks will not be two of them. The midfielder's penultimate game at the Etihad Stadium after nine years at the club was a reminder of how difficult it will be to replace him.The Versatile FoundationAmid six changes, as Pep Guardiola rested and rotated, keeping "grandfather" Silva in the team was imperative. Without Rodri, the head coach needed someone he could rely on and no one better fits the category than the 31-year-old. Playing alongside Phil Foden in midfield, as the deeper of the two, one of a plethora of roles he's taken on down the years, he utilised his mix of steel and finesse to set an example.The Architect of ControlVersatility is not the reason Silva will go down as one of City's greats, but it shows that in a world of egos, he is willing to adapt for the sake of the team. From left-back to false 9, Silva has covered a lot of ground, making him hard to define in the modern game. What Guardiola has always loved about him is his ability to dictate a match, replacing Joy Division as the leading author of control in the north-west of England.The Statistical LegacyOver the past nine seasons, no one has won more Premier League games than Silva – 217 to be precise – and he has been Guardiola's most used player in the period, making 457 appearances in all competitions, 85 more than Ederson, his closest rival. It is a testament to his longevity and fitness, not to mention rarely dipping in form. Even in the matches he was not at his best, there was always a desire to succeed and Silva's attitude never dampened.The Mentor's RoleIt seems inevitable that Silva will go into coaching once his playing days have ended, probably somewhere warmer than Manchester on Wednesday night. He coaches others through the game, ensuring they know their role in the team. Considering Foden's poor form this season, he looked very comfortable alongside Silva, offering more spark than has regularly been witnessed in recent times, proving it with a magical backheel to create Antoine Semenyo's opener.The Selfless ActsNatural instincts make Silva want to join every attack but he knows City are susceptible to the counterattack, forcing him to be constrained. Holding back to assist those behind him should a positive quickly turn into a negative is a selfless act, one much appreciated by what is a relatively inexperienced pairing. Intelligent use of the ball is integral to the Silva repertoire.The Cool ComposureIntelligent use of the ball is integral to the Silva repertoire. Ten minutes into the second half there was a sublime touch and simple pass to a teammate, something that goes relatively unnoticed in the grand scheme of things but it was on the edge of his own box, with Palace shirts all around. Silva was not panicked, he never is, and this coolness radiates around his teammates. Without Rodri, there is always a little more trepidation in the ranks, so the comfort of Silva is welcome. Should the two be absent at any point, one wonders who could fill the void.The Final Standing OvationWith 11 minutes to go, Guardiola relented and brought his metronome off for a break, with more key fixtures to come. It gave the supporters a second-to-last chance to give their hero a thoroughly deserved standing ovation. Passing on the captain's armband to Nathan Aké was Silva's easiest task of the night but felt ceremonial considering his impending departure.The Final Trophy HopesSaturday at Wembley gives Silva the chance of a third FA Cup medal, to add to the Champions League crown and six Premier League titles, with a seventh still a possibility. Guardiola insists he does not have an archetypal player but if he did, they would resemble Silva. "Everything is replaceable in football life," Guardiola said. "But there are players that it's even more difficult."

The US Immigration Policy Shift The Trump administration is suspending a requirement that would have required visitors from five World Cup-qualified countries to pay a bond of up to $15,000 in order to enter the United States for the tournament. Details of the Bond Requirement The US state department imposed the bond requirement last year for countries that it said had high rates of people overstaying their visas and other security issues as part of a broader crackdown on immigration. Travelers to the US from 50 countries are required to pay the bond, and five of those countries have qualified for the World Cup – Algeria, Cabo Verde, Côte d’Ivoire, Senegal and Tunisia. Impact on World Cup Travelers However, fans from those countries have been granted a temporary reprieve if they hold a valid World Cup ticket. “The United States is excited to organize the biggest and best Fifa World Cup in history,” Mora Namdar, the assistant secretary of state for consular affairs, told the Associated Press on Wednesday. “We are waiving visa bonds for qualified fans who bought World Cup tickets” and opted in to the Fifa Pass system that allows expedited visa appointments. Broader Immigration Context The administration has taken dramatic steps to restrict immigration in ways that critics say are incongruous with the unifying message that the World Cup is supposed to project. For instance, the administration has barred travelers from Iran and Haiti, though players, coaches and other support personnel are exempt. Travelers from Côte d’Ivoire and Senegal, who have also qualified for the World Cup, face partial restrictions under an expanded version of that travel ban. Future Outlook The waiver is a rare loosening of immigration requirements under the administration and will ease travel burdens for at least some visitors to the US for the World Cup, which begins 11 June and is co-hosted by the US, Canada and Mexico. The American Hotel + Lodging Association said travelers are concerned about potentially lengthy visa wait times and increased fees, along with uncertainty about how they’re being processed to enter the US.

The Rise of Origin Lab As AI begins to interact with the physical world, new types of labs are working to build world models that could be used to operate physical robotics or model objects in physical space. Unlike large language models, there isn’t an easy source of data for those models, which has left many labs scrambling to assemble the necessary training sets. Origin Lab's Innovative Approach Now, one startup is emerging with an unlikely data source: the video game industry. Origin Lab, which just announced an $8 million seed funding round led by Lightspeed Ventures, aims to serve as a marketplace where world-model-focused labs can buy high-quality licensed data. The Data Conversion Process On the other side of the trade, video game companies can squeeze additional revenue out of the digital assets they’ve already created. In the middle, Origin Lab will convert the video game assets into a form that works as training data — something that could be as simple as a rendering run or as complex as automating hours of walkthrough footage. Market Impact and Future Outlook Origin Lab's success in fundraising is a sign of a growing market — not just for training data, but for startups that can serve as essential suppliers to major AI labs. The success of companies like Scale.AI has made the opportunity impossible to ignore. Origin Lab's innovative approach has the potential to bridge the gap between the video game industry and AI labs, providing a valuable source of training data for world models.

The Lead: Preserving Environmental HistoryOver four years in the 1820s, Charles Waterton built a 9ft-high, 3-mile-long wall around the parkland and lake of Walton Hall in Yorkshire, creating what could be the world's first nature reserve. Now, the overlooked achievements of this innovative reserve and the crumbling wall that still surrounds Waterton's former home are being remembered through WallFest, a programme of 60 community events organised by a charity dedicated to protecting the wall and preserving its legacy.The Historic Wall: Engineering Environmental ProtectionThe wall, built between 1820-1824, was designed to be fox- and poacher-proof, enclosing Waterton's estate and creating a sanctuary for wildlife. After completing the wall and banning hunting and shooting, Waterton recorded 5,000 wildfowl on his lake and 123 species of birds, including those widely persecuted at the time, such as herons and kestrels. The boundary allowed hedgehogs and so-called vermin, like weasels, to roam freely through his reserve.Waterton's Environmental Legacy: A Pioneer Ahead of His TimeWaterton, an eccentric, controversial and pioneering environmentalist, implemented innovative conservation practices long before they became mainstream. He built nest boxes, special banks for sand martins and innovative bird hides, and offered local people sixpence for every hedgehog they brought into his reserve. Unlike sportsman-naturalists of the day, Waterton abhorred shooting and got into fistfights with armed poachers, thwarting their attempts to kill birds by placing dummy birds made from metal and wood in the trees.Waterton's environmentalism began after experiencing the natural wonders of the rainforests of Guyana, where he managed his father's sugar plantations. Upon returning to his family home in rapidly industrializing West Yorkshire, he was dismayed at the polluted state of waterways, woodlands stripped of birdlife and workers looking ill.The Conservation Challenge: A Wall in PerilToday, the historic wall has collapsed in places and is in urgent need of repair. Some sections have completely deteriorated, threatening the physical boundary that Waterton created and the historical significance it represents. The Friends of Waterton's Wall charity was created after Covid when local residents realized the wall they walked beside daily might not last another century.Waterton also launched one of the first known environmental legal actions, against a nearby soap works for releasing pollutants that killed trees and damaged his lake. Despite his visionary environmentalism, Waterton is mostly remembered for his eccentricity rather than his groundbreaking conservation efforts.WallFest: Community Action for HeritageThe WallFest events, taking place during May around the village of Walton, West Yorkshire, and in Waterton's former home (now a hotel), will help raise funds to repair the crumbling wall. The festival includes a short film supported by David Attenborough and various community activities designed to raise awareness of both the wall's condition and Waterton's environmental legacy."We're keen to raise the profile of the first nature reserve in the world," said John Smith, the chair of trustees of Friends of Waterton's Wall. "Waterton was a pioneering environmentalist, probably the first in this country. We also want to raise the profile of the wall itself and the need to preserve our heritage for future generations."The Future Outlook: Rediscovering an Environmental PioneerAccording to Barbara Phipps, a local resident and author of a biography of Waterton, his historical portrayal as "an amusing and strange fellow," in the words of Charles Darwin, was partly because he was a Catholic and was discriminated against, being excluded from mainstream careers in politics, law and the military.John Whitaker, a curator at Wakefield council's museums and castles and a trustee of the charity, also attributed the lack of acclaim for Waterton to his Catholicism. "He was a marginalised aristocrat, which is a weird situation to be in. He was never in the establishment. He was massively affectionate and incredibly progressive in many ways but also hugely contradictory."As WallFest aims to raise both funds and awareness, there's hope that Waterton's true legacy as an environmental pioneer will be properly recognized and that the historic wall will be preserved for future generations to appreciate.