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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 Opposition to Crypto in 401(k) Plans Congressional Democrats are strongly opposing a US Department of Labor proposal that would allow 401(k) investments to include cryptocurrency, private credit and private equity assets, arguing the change will expose workers to riskier and more complex investments. The Risks of Volatile Assets In a letter shared exclusively with the Guardian, Senator Bernie Sanders, Senator Elizabeth Warren and House education and workforce committee ranking member Bobby Scott of Virginia, argued the rule would expose an estimated $14.2tn of 401(k) retirement savings to volatile assets and would probably not withstand a challenge in court. The proposed rule could expose workers to higher fees and erode their long-term returns. These high-risk assets can experience extreme volatility. The Data Analysis The Financial Industry Regulation Authority (Finra) cautions that crypto investments “have experienced higher levels of volatility relative to more traditional investment assets” and “the risk of losing all of your investment is significant”. The FBI reported cryptocurrency fraud complaints comprise some of the highest losses for Americans among cyber-enabled fraud, with over $11bn in losses reported in 2025. The Impact Analysis Consumer advocates argue the proposed rule only puts retirement savings accounts at higher risk while benefiting the crypto industry. “Opening 401ks to these products risks turning workers’ retirement savings into a Ponzi-like scheme that throws a lifeline to an industry scrambling for fresh cash,” Oscar Valdés Viera, a senior policy analyst at consumer advocacy group Americans for Financial Reform, said in a statement. The Prediction Democrats flagged Trump’s ties to the crypto industry and the conflict of interest it could present to the proposal. Trump’s adult sons have been managing the family’s crypto business, which includes a new Trump-based digital currency, as he carries out his second term in the White House. The ventures in crypto have potentially raised as much as $5bn for the family after the launch of its digital currency in September, according to the Wall Street Journal.

The LeadGoogle announced on Tuesday that Android is launching fake call detection to protect against AI deepfake impersonation scams. The feature is rolling out globally in Phone by Google to Android 12+ devices this month, starting with Pixel devices.The Digital Defense Against Deepfake ScamsAs people increasingly refuse to answer calls from unknown numbers, scammers are shifting their tactics by spoofing trusted phone numbers and using AI deepfake technology to sound like authority figures, family members, or employers. For example, a person may receive a phone call showing the caller ID "Mom," and the voice may sound exactly like her, but the caller is actually a scammer using AI tools to impersonate her and request money for a fake emergency.The Technology Behind Fake Call DetectionThe new feature is on by default and works automatically behind the scenes. Google explains that the new feature works kind of like a "digital handshake between devices." When a contact calls you, and you're both using Phone by Google, their phone sends a silent confirmation signal to your device to verify the call is legitimate and actually coming from their phone."If a scammer tries to impersonate your trusted contact, that initial confirmation signal will be missing," Google explained in a blog post. "Your device will instantly notice this and ping your contact's actual device to double-check. If their real device says, 'I'm not making a call right now,' you'll get a warning on your screen advising you to hang up immediately."The Industry's Response to AI Impersonation ThreatsThe tech giant notes that it built this feature on top of Rich Communication Services (RCS), making it possible for other apps and companies to adopt the technology. This development comes as AI-generated content becomes increasingly sophisticated and accessible, raising concerns about its potential misuse in scams and misinformation campaigns.The Future of Call AuthenticationGoogle's fake call detection represents a significant step in addressing the growing threat of AI-powered impersonation scams. As these technologies become more prevalent, we can expect to see more authentication features being developed across communication platforms. The adoption of RCS as a foundation for this technology suggests that call authentication may become a standard feature in future communication protocols.

The Lead: A Literary Vision Brought to LifeHere is an adaptation, written by Justine Waddell, of Virginia Woolf's peculiar and tonally elusive work that is all about the quarterlife crisis of a headstrong, well-born young woman in Edwardian London faced with the necessity of getting married. What emerges is a wayward, unworldly fantasia, a four-leaf clover of a film – or even five-leaf; rather beautifully designed and photographed, flavoured with a wistful, unexpectedly Germanic kind of romanticism.The Event Details: A Creative ReimaginingWaddell and Iranian-born director and Bafta nominee Tina Gharavi have creatively gone against the grain of the novel, amplifying Woolf's single glancing reference to astronomy and making that the centre of the heroine's yearning, perhaps playfully implanting a subconscious memory of Cole Porter's lyrics to the song of the same title: "You are the one, only you beneath the moon, under the sun …." And – thankfully, in my view – the film removes Woolf's supercilious condescension towards the self-betterment of newly educated lower and middle classes, and instead focuses on a sweet-natured story, performed with conviction by its all-star ensemble cast, interspersed with dreamlike set pieces. The result is not precisely Virginia Woolf's Night and Day; maybe more EM Forster's Night and Day or even Ronald Firbank's Night and Day.The Data Analysis: Cast and Release InformationWith spirit and charm, Haley Bennett plays headstrong young Katharine Hilbery, the only child of wealthy parents (Timothy Spall and Jennifer Saunders), who are burdened by the reputation of Katharine's late grandfather, an illustrious poet and critic like a B-division Ruskin or Carlyle, whose unwieldy biography her mother is in fact trying to write. Katharine is a self-taught astronomer trying to gain admission to the University of Cambridge to read maths, and battling academia's anti-women attitudes (women students were being refused degrees in those days even if they were admitted).The Impact Analysis: A New Perspective on WoolfRealising that her intellectual ambitions are only possible as a married woman, Katharine impulsively gets engaged to her clueless childhood friend William Rodney, amusingly played by Jack Whitehall: Rodney is a complete chump of a man who writes insufferable essays about Elizabethan poetry and Sir Philip Sidney's Astrophel and Stella. But it is at this moment Katharine realises she might have feelings for Ralph Denham (Elyas M'Barek), the young writer that her mother has hired as her personal secretary to edit that sprawling biography.The Prediction: Future of the AdaptationVirginia Woolf's Night and Day screened at SXSW London; it is in UK and Irish cinemas from 19 June and is released in the US later this year. It is such a sweet story and guilelessly eccentric – a butterfly fluttering just beyond the wheel of realism.

The Victory at Roland GarrosAlexander Zverev took another step towards winning his elusive grand slam title as he held off a rapid start from the breakout teenage star Rafael Jódar to return to the semi-finals of the French Open with a 7-6 (3), 6-1, 6-3 victory.The past few weeks have had little precedent in the recent history of men's tennis, with so many of the top players suffering early upsets in Paris. As the dust has begun to settle on the early losses to Jannik Sinner and Novak Djokovic, the second seed Zverev has emerged as the player most likely to win the title.Match Breakdown: Experience Overcomes YouthJódar, the 27th seed in Paris, has been one of the revelations during this clay-court season, and he entered the match leading the ATP with wins on clay this year, compiling a 19-3 record with quarter-finals in Madrid and Rome before his maiden grand slam run here. He gave an impressive demonstration of his clean, destructive shotmaking early on, demolishing the ball off both wings and pinning Zverev far behind the baseline as he established a 5-2 lead.However, normalcy resumed quickly. Jódar's attempts to serve out the set ended in a break to love for Zverev, who took control and refused to relinquish his position until the end of the match. Zverev offered the Spanish teenager little room from then on, serving extremely well and attacking freely as he rolled through in straight sets.The Tournament LandscapeWith many established names already eliminated, the French Open has opened up opportunities for younger players to make their mark. Jódar's impressive run demonstrated the changing of the guard in men's tennis, though ultimately experience prevailed in this quarter-final encounter.The tournament has seen a pattern of established players falling early, creating an unusual scenario where Zverev, despite being a former finalist, is now considered the clear favorite to claim his first grand slam title.The Path to GloryZverev will face the winner of the late quarter-final between two other youngsters in the 20-year-old 26th seed, Jakub Mensik, and 19-year-old João Fonseca, the 28th seed. This sets up the possibility of another match against a rising star, though Zverev's experience and powerful game should serve him well in the latter stages of the tournament.As Zverev continues his quest for that elusive grand slam title, the French Open represents his best chance in recent memory to finally break through and join the elite ranks of major champions.

For the first time ever, the blue‑and‑garnet colours of SCU Torreense will appear in a continental tournament, marking a milestone for a club that has transformed from a regional side into a Portuguese powerhouse.Historic Qualification for the Women’s Champions LeagueThe club secured its Champions League berth by finishing third in the 2025‑26 BPI League, joining traditional giants Benfica, Sporting and Braga in Europe. The achievement follows a season that saw Torreense lift the Taça da Liga, the Supertaça and the Taça de Portugal, underscoring a rapid ascent in women’s football.Trophies and Stats: Torreense’s Recent SilverwareTaça da Liga – 2025Supertaça – 2025Taça de Portugal – 2024Third‑place finish in the 2025‑26 BPI League15 league starts for captain Carolina Correia out of 18 matchesImplications for Portuguese Women’s FootballTorreense’s rise challenges the long‑standing dominance of the Lisbon‑based clubs and highlights the growing competitiveness of smaller markets. The town of Torres Vedras, with just under 19,000 residents, now hosts a team competing on Europe’s biggest stage, potentially inspiring investment in facilities and youth development across the region.Looking Ahead: European Campaign and National Team DreamsWhile the women’s side has yet to confirm a venue for its Champions League fixtures, the club’s unity and community spirit are seen as key assets. Captain Correia has already been called up for Portugal’s World Cup qualifiers, aiming to help the Navegadoras maintain their unbeaten run and secure a place at the 2027 World Cup. The dual focus on club and country illustrates how individual ambition and collective progress are intertwined for Torreense’s next chapter.

Owner Dragan Solak pledges a second chance for super‑talented Tonda Eckert Southampton do not have an official club motto, but as they emerge from the 2025‑26 Spygate controversy, the club’s owner Dragan Solak publicly stated that head coach Tonda Eckert will not be sacked. Solak said, “I think he deserves a second chance and I would give it to him… because I think he’s a super‑talented manager.” Financial and competitive fallout of the playoff final exit The scandal cost Southampton a place in the Premier League after a loss in the playoff final, denying the club the estimated £150 million in broadcast and commercial revenue that promotion would have brought. Retaining Eckert avoids the additional expense of a managerial change during a period when the club must rebuild its squad on a limited budget. 2025‑26 season ends with playoff final defeat. Potential promotion revenue loss: ~£150 million. Owner’s commitment to keep Eckert reduces immediate staffing costs. What Eckert’s survival means for Southampton’s rebuild By keeping Eckert, Southampton signals continuity in tactical philosophy and player development. The club can focus on: Integrating the EFL handbook lessons Eckert promised to study over the summer. Stabilising the dressing‑room after a season described as “devastating”. Leveraging Eckert’s reputation for nurturing young talent to compete in the Championship. The decision also mirrors Leeds United’s historic patience with Marcelo Bielsa, who turned a similar scandal into a promotion the following year. Looking ahead: Southampton’s prospects for the 2026‑27 season All eyes will be on Southampton in August as Eckert prepares for the new campaign. If he absorbs the EFL rules and delivers a cohesive playing style, the Saints could mount a serious promotion challenge. Conversely, any repeat breach would likely force the club to reconsider its managerial stance, risking further instability. In short, Solak’s vote of confidence places the onus on Eckert to convert “second‑chance” rhetoric into on‑field results, shaping Southampton’s trajectory for the next season and beyond.

The Star of the Season: Vitinha, PSG Vitinha, the 26-year-old Portuguese midfielder from PSG, was named the best player of the 2025-26 Ligue 1 season. He was instrumental in PSG's success, playing a key role in every match and often wearing the captain's armband. His ability to control the game and create scoring opportunities made him a standout. The Rise of Pierre Sage, Lens Pierre Sage, the manager of Lens, had a remarkable season, leading his team to a near-title win and a Coupe de France victory. His high-intensity pressing and counterattacking tactics made Lens a formidable opponent. Sage's success has attracted interest from other clubs, including Crystal Palace. Afonso Moreira: The Young Star of Lyon Afonso Moreira, a young Portuguese winger for Lyon, had a breakout season with 19 goal contributions in 37 appearances. His pace, skill, and defensive work rate made him a key player for Lyon. Moreira's performances have drawn praise from his manager, Paulo Fonseca. Florian Thauvin: The Experienced Signing Florian Thauvin, a former Marseille player, joined Lens and had a significant impact, scoring 14 goals and registering 11 assists. His experience and creativity were crucial to Lens' success, and he was named Ligue 1's player of the month three times. Nice's Dramatic Decline Nice had a disastrous season, finishing just above the relegation zone. Poor transfer dealings and internal conflicts led to a significant drop in performance. The team's fans were involved in a disturbing incident, attacking the team bus, which led to the departure of manager Franck Haise. The Goal of the Season: Ousmane Dembélé, PSG v Lille Ousmane Dembélé scored a stunning goal against Lille, a chip that showcased his skill and creativity. The goal was praised by PSG manager Luis Enrique as a 'PlayStation goal.' The Save of the Season: Hervé Koffi, Angers v Nice Hervé Koffi, a goalkeeper for Angers, made an impressive save against Nice, showcasing his skill and reflexes. Koffi's performance was a highlight of the season, even though he was eventually displaced by Robin Risser at Lens.

The Lead The UK government's plans to ban zero-hours contracts have faced criticism from both unions and employers. The proposed rules, set to come into force next year, would require employers to offer staff a contract guaranteeing a minimum number of hours each week based on their regular working hours. Government's Preferred Option Under the government's preferred option, businesses would determine a worker's regular hours over a 12-week reference period. The government has suggested that workers would be guaranteed between eight and 20 hours a week. The Data Analysis More than 1 million people in the UK are working on a zero-hours contract basis, where a worker is not guaranteed a minimum number of working hours. This affects areas ranging from working in pubs and restaurants to warehouses and hospitals. The Impact Analysis Unions have expressed disappointment that the government is only guaranteeing a minimum of 20 hours a week, which could be less than half the regular working hours of some currently on zero-hours contracts. Employers have warned that over-regulation could put jobs at risk, especially for young people who are already facing an employment squeeze. The Prediction The changes are part of Labour's Employment Rights Act, which came into law late last year. The package of workers' rights faced significant opposition from the Conservatives and business groups. The government is consulting on the details to ensure the reforms work in practice and guard against unintended consequences.