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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 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.

Introducing Poppy's Proactive AI Assistant Poppy, a new app, aims to organize the chaos of digital life by combining calendar, email, messages, and other sources into a single dashboard. The app uses AI to guess what's important to users based on their data and provides proactive suggestions to help them manage their time. How Poppy Works Users can connect various services to Poppy's app, such as email, calendar, and location. Poppy then uses this data to provide suggestions, such as taking a break to go for a walk or suggesting restaurants based on a friend's food preferences. Key Features and Integrations Works with everyday apps like Apple Calendar, Google Calendar, Gmail, Outlook, and more Integrates with apps like Uber and Instacart Users can message Poppy with questions or requests Poppy can track flights and alert users to changes Security and Future Plans Poppy's maker, Sai Kambampati, emphasizes data security, with encryption and a zero-retention policy. The company plans to switch to local, on-device AI models in the future. Funding and Team Poppy's San Francisco-based team of four is backed by $1.25 million in pre-seed funding led by Kindred Ventures, with various angels participating, including DeepMind's Logan Kilpatrick.

Iga Swiatek's Dominant Performance Iga Swiatek gave another indication that she might be back to her brilliant best after destroying Jessica Pegula 6-1, 6-2 on Wednesday and breezing into the Italian Open semi-finals. The Match Details A three-time champion in Rome, Swiatek took little more than an hour to take care of fifth seed Pegula on centre court, in a show of force on her preferred surface not seen since she last won the French Open two years ago. Upcoming Matches and Potential Opponents Swiatek has set up a clash with either second seed Elena Rybakina or Elina Svitolina in the last four. A potential decider with reigning Roland Garros champion Coco Gauff awaits for the winner of that last-four match-up in Saturday’s final. Emma Raducanu's Comeback Meanwhile, Emma Raducanu will make her comeback from illness at the Internationaux de Strasbourg next week. The British No 1 has not played a tournament since Indian Wells in March because of a post-viral illness after she first fell unwell in February, pulling out of four successive events. Road to the French Open Raducanu travelled to Rome and practised ahead of the current Italian Open but ultimately decided she was not quite ready to return. Taking a wild card into Strasbourg means the 23-year-old will gain valuable time on the clay ahead of the French Open, which begins on May 24.

A Novel of Female Defiance"Yes, you will leave this place," the chorus of child protagonists in a community of sex workers say at the start of Tahmima Anam's incantatory and fiery new novel of female defiance, Uprising. "This story will save your life," we were told three times in Deepa Anappara's 2020 debut, also featuring precarious children dwelling in the margins. What is the distance between imagination and action, lived realities and dreams? How can solidarities be forged in such circumstances? Uprising holds within its pages some answers and a deep conviction – for a better life, a more just world – and then reaches out and fights for it.The Island Community and Its OppressionAs a journalist, Anam visited the infamous "floating brothel" Banishanta in Bangladesh; her new novel, set on an isolated island "at the end of the country, in the middle of a river that emptied into the sea", fictionalises the island's community and ecological precarity. Here, a generation of daughters grow up watching their mothers trapped in sex work – "we knew that the work was something that was paid for in money, and also in bodies" – and wish a different life for themselves. The women are controlled by the cruel Amma, who was once herself sold into sex trafficking. The victim becomes the perpetrator – and the children are discerning enough to know that their mothers are "not here because they had done something bad, but because something bad had been done to them". The first lesson of the island? No one is coming to save you – and living here changes you, as inexorably as the rising tides.The island is a prison. The mothers are ghosts of their former selves. The children, witnessing the "sexing", are all too grown up, stripped of their innocence. By the time they are born, their mothers' memories have faded "like paint in the sun"; they live on the island "tied to" their daughters. What, or who, will it take to break free from these chains?Feminism and Climate Crisis in LiteratureWhen the waters rise, customers stay away. The mothers speculate: "the swirling river was keeping the smaller boats from making the journey"; "the land was cursed". In a last-ditch attempt to lure men back for business, Amma sends for a new girl. Little does she know that Kusum Khan's arrival will signal the beginning of the end. A girl from the city with a history of participating in protests against the Dictator, she doesn't acquiesce to the island's rules, as the others have been conditioned to; instead, she sows the seeds for what will grow into a life-altering act of resistance. The children start to believe that she is their saviour – maybe even Bon Bibi, a legendary guardian of the forest. A different life seems graspable, just beyond the island's shore. When the titular uprising at last arrives, it summons an all-consuming storm, washing over the island. And the reader, too, is ready to join the revolution – their fist in the open air.Uprising is a feminist novel ("here they were: a wall of women") and a protest novel ("The moment Kusum entered the protest, she felt as if she was becoming a small organ in a living, breathing thing"). It is a coming-of-age novel, and a response to the climate crisis; a story of sisterhood protecting, and failing to protect; of structural inequality and the rotten core of patriarchal corruption; of unlucky women in an unfair world. "When the men came to reclaim the island, we stood rooted in place with our eyes closed, unable to watch. We stood rooted in place with our eyes open, unable to stop watching." While the mothers and daughters in Anam's fictional world are victims of specific generational violence, this observation can be applied to humanity at large: we are all watching – frozen, complicit – as injustices rise the world over.The Power of Rage and Radical HopeThrough her unwaveringly political and unflinchingly forthright novel, Anam shows the power of rage and radical hope. A new world can burn bright from the fires of injustice – and here, it's the mothers that hold the match.

The Next Phase of Robinhood's Retail Venture Strategy Robinhood is gearing up to launch its second retail venture fund IPO, RVII, just two months after listing its first venture fund on the stock market. The company has filed a confidential registration, a standard regulatory step that allows it to work through the approval process before making details public. Expanding Investment Scope Unlike its first fund, which currently holds stakes in 10 late-stage companies — Airwallex, Boom, Databricks, ElevenLabs, Mercor, OpenAI, Oura, Ramp, Revolut, and Stripe — RVII will cast a wider net, investing in growth-stage and early-stage startups. This distinction is meaningful, given that early-stage startups are younger and carry more risk but also offer the potential for greater returns. Fundraising and Performance The fundraising target for RVII has not yet been set. For its inaugural fund, Robinhood sought to raise $1 billion but ultimately fell several hundred million short of that goal. Despite the shortfall, the first fund has performed strongly, with its stock price more than doubling since its debut on the NYSE at $21 a share in early March. Democratizing Startup Investing The premise behind both funds addresses a longstanding gap in who gets to invest in startups. Under federal rules, only 'accredited' investors — those with a net worth exceeding $1 million or annual income above $200,000 — can put money into private companies. RVI and RVII are designed to change that, letting anyone invest in a portfolio of private startups through a regular brokerage account. The Future of Retail Investing in Startups Robinhood CEO Vlad Tenev envisions a future where retail investors can participate in the earliest stages of startup growth. 'The aspiration is, if you're a company raising a seed round and a Series A round — so, just first capital — retail should be a big chunk of that round, much like it now is in the public markets,' Tenev said. The Potential Impact If Tenev's vision takes hold, it could fundamentally change how startups raise their earliest capital, with retail investors eventually sitting alongside venture firms, including in the earliest rounds, where the biggest returns are often made.

Swiatek's Statement Victory Over OsakaIga Swiatek produced a statement victory in Rome, beating two‑time Grand Slam champion Naomi Osaka 6-2, 6-1 to advance to the Italian Open quarter‑finals.Match Breakdown: 6-2, 6-1 on ClayThe fourth seed opened with a tense four‑game stretch before finding rhythm, winning 10 of the last 11 games. Swiatek combined heavy topspin with relentless consistency, forcing Osaka into a cascade of errors under cold, heavy night‑time conditions.Key Numbers: Scores, Seeds, and Recent FormFinal score: 6-2, 6-1Seeds: Swiatek #4, Osaka #6Swiatek won 10 of the last 11 games after the opening stretch.Osaka’s serving struggled throughout, limiting her ability to dictate play.Implications for Swiatek’s Season and Coaching SituationThe victory marks a confidence‑building step after a turbulent few months that saw Swiatek replace former coach Wim Fissette with Francisco Roig. Roig suffered an Achilles injury during a practice session just before the tournament, yet the pair continued together, highlighting Swiatek’s resilience and adaptability.Swiatek, a three‑time Rome champion, now looks to translate this dominant display into deeper progress at the Masters 1000 event.Looking Ahead: Swiatek vs Pegula and the Road to RomeNext up, Swiatek will face in‑form fifth seed Jessica Pegula. A win would place her in the semi‑finals and keep her on track for a potential title defense, while also reinforcing her resurgence under the new coaching setup.

The Road to Record-Breaking Casper Ruud believes Jannik Sinner is not unbeatable but the rest of the field will have to catch the world No 1 on a favourable day as they try to stop him winning a record-extending sixth consecutive Masters 1000 title on home soil at the Italian Open. Sinner's Dominant Form “His results this year kind of speak for themselves,” said Ruud. “Four Masters 1000s in a row to begin the year. Four of four. He’s already made history, he can make more history. But he also showed in the beginning of the year, he’s beatable. Novak [Djokovic] beat him. [Jakub] Mensik beat him. The Challenge for Other Players “But when he’s on, not many can touch him. I would say that when both him and Carlos [Alcaraz] are on their highest level, they’re kind of unreachable for the rest at the moment. It’s a reason why they have won the last [nine] slams, these two guys.” Recent Results and Prospects Despite Sinner playing only one match so far, easing past Sebastian Ofner in straight sets in his second-round match on Saturday night, his prospects look even stronger than at the start of the week because of the struggles of many other top players. Ruud's Own Form and Outlook Ruud, the 23rd seed, has also struggled recently and this week marks his first outside the top 20 since 2021 as a consequence of not defending his title at the Madrid Open. However, he reached the fourth round on Sunday with an excellent 6-3, 6-4 win over the 11th seed, Jiri Lehecka.

Lead: Two High‑Stakes Matchdays ConvergeWest Ham host Arsenal in a Premier League clash that could shape the top‑half scramble, while Kylian Mbappé is confirmed out of Real Madrid's squad for the El Clásico against Barcelona. Simultaneously, the Czech title decider between Slavia Prague and Sparta Prague was abandoned after a fan‑instigated pitch invasion.Team News: West Ham v Arsenal Line‑ups and Tactical AnglesWest Ham are expected to line up with a 4‑2‑3‑1, relying on Jarrod Bowen and Michail Antonio for attacking thrust.Arsenal will likely field a 4‑3‑3, with Martin Ødegaard orchestrating play and Gabriel Jesus leading the line.Both managers have hinted at late‑game substitutions to preserve stamina for upcoming European fixtures.Mbappé Out: Real Madrid’s Forward Options for the El ClásicoReal Madrid announced that Kylian Mbappé will not be named in the squad for the match against Barcelona, citing ongoing recovery from a hamstring injury. The French forward trained on Friday but remains unavailable.Vinícius Júnior, Gonzalo García, Brahim Díaz and Franco Mastantuono are named among the forwards.The absence forces Carlo Ancelotti to adjust his attacking shape, potentially shifting to a more fluid front three.Czech Derby Chaos: What the Abandoned Match Means for the Title RaceThe derby at Fortuna Stadium was halted when Slavia led 3‑2 and fans stormed the pitch, igniting flares and targeting Sparta goalkeeper Jakub Surovcik. Police intervened, and criminal proceedings for rioting have been launched.Slavia were seconds away from clinching the league; the abandonment could trigger disciplinary points and venue restrictions.Sparta’s safety concerns may lead to a replay or forfeiture, reshaping the championship outlook.Impact Analysis: Ripple Effects Across EuropeWest Ham’s result will influence their mid‑table positioning, while Arsenal’s performance could tighten the race for European spots. In Spain, Mbappé’s sidelining may give Barcelona a tactical edge, potentially affecting La Liga standings and Champions League seeding.In the Czech Republic, the incident raises questions about fan security protocols and could see UEFA impose sanctions that affect future continental qualifications.Outlook: What to Watch in the Coming DaysWatch for post‑match reactions from David Moyes and Mikel Arteta on squad rotation ahead of upcoming cup ties.Real Madrid’s next training session will reveal whether any further forwards are being considered to replace Mbappé.The Czech Football Association is expected to issue a formal decision on the abandoned match within 48 hours, which could alter the league table dramatically.