Breaking AI & Tech News Analyzed

Across the AI ecosystem, firms from Uber to Priceline are confronting token bills that dwarf their original forecasts, sparking a rush to build visibility, auditability, and guardrails around AI spend. Tokenomics Foundation Aims to Impose Cost Discipline on AI Tokens The Linux Foundation announced the creation of the Tokenomics Foundation, a standards body designed to codify metrics, definitions, and best practices for AI token usage—mirroring the FinOps movement that tamed cloud spend. Executive director J.R. Storment described the climate as an "existential crisis" for many enterprises, with budgets blown out by 3‑fold in early 2026. Escalating Bills Highlight the Scale of the Problem Uber exhausted its entire 2026 AI coding budget by April. Microsoft revoked Claude Code licenses for developers after a rapid cost surge. A Priceline employee reported a routine Cursor contract renewal that was 4‑5× more expensive than prior terms. One unnamed firm allegedly incurred a $500 million Claude bill after failing to set usage limits. Developer surveys from Faros AI show per‑developer token consumption rising 18.6× in nine months. Goldman Sachs projects global token usage to multiply 24‑fold by 2030. Emerging Market of AI Spend Management Tools Start‑ups and established vendors are racing to fill the visibility gap: Pay‑i offers granular tracking, measurement, and optimization of GenAI investments. Paid provides developer‑level cost dashboards and value‑based billing. Platforms such as Jellyfish, Waydev, and Faros AI deliver AI‑agent monitoring to prove ROI. Legacy cloud‑cost players like Ramp, Datadog, and New Relic are adding token‑level observability and GPU monitoring. At the upcoming FinOps X conference, AWS is expected to unveil new financial‑management features for enterprise AI spend. Standardization and Optimization Expected to Shape AI Economics The Tokenomics Foundation plans to release a canonical definition of “tokenomics,” open specifications, and novel metrics such as cost‑per‑intelligence and tokens‑per‑watt. Early adopters like OpenRouter-style model routers already shift queries to cheaper models, a practice that could become industry‑wide. Analysts argue that the greatest ROI will come from moving the broad middle tier of users from low to moderate token consumption rather than encouraging heavy‑use outliers. As Nishant Gupta of Salesforce notes, AI token economics demand a new operational muscle set, and the coming standards may provide the assembly line the industry still lacks.

Russell T Davies' New DramaRussell T Davies, known for 'It's a Sin', brings a new culture wars drama to Channel 4. 'Tip Toe' explores the modern state of LGBTQ+ communities, tackling themes of identity and acceptance.Other Highlights9pm, Channel 4: 'Tip Toe', a powerful drama about culture wars in LGBTQ+ communities.9pm, BBC Two: 'The Mother of All Cons', a documentary about a charity backed by One Direction.8.15pm, BBC One: 'Death Valley', a cosy crimer investigating a suspicious death on a TV series set.9pm, BBC One: 'Dear England', a drama about Gareth Southgate and the England football team.10pm, ITV1: 'The Assembly Unseen', a series featuring autistic, neurodivergent and learning-disabled people asking questions of celebrities.Film and Sport10.30pm, BBC One: 'The Nice Guys', a 2016 caper film starring Ryan Gosling and Russell Crowe.7pm, BBC Two: Athletics: Diamond League, live from Rabat, Morocco.

Senegal’s National Assembly has chosen former prime minister Ousmane Sonko as its new speaker, giving him a powerful platform amid a tense standoff with President Bassirou Diomaye Faye.Parliamentary Vote Elevates Sonko to SpeakerLawmakers reinstated Sonko as a member on Tuesday and then elected him speaker with 132 votes in favour, one abstention and no votes against. He was the sole candidate and received a long ovation.Numbers Behind the Decision: Vote Count and Party Dominance132 votes for Sonko1 abstentionPastef controls 130 of 165 seats in the AssemblyPolitical Ripple Effects in Senegal’s Debt‑Stricken LandscapeOpposition leader Aissata Tall Sall denounced the move as an “institutional coup”. The speaker change follows President Faye’s dismissal of Sonko as prime minister and the dissolution of the cabinet amid a worsening debt crisis.What Lies Ahead for Senegal’s Governance and Reform AgendaPresident Faye has appointed senior economist Ahmadou Al Aminou Mohamed Lo as the new prime minister, tasking him with steering the country out of crippling debt. The coexistence of a Sonko‑led parliament and a Faye‑appointed government sets the stage for potential legislative‑executive clashes.

The Lead: A New Kind of Celebrity Hot SeatThe Assembly brings together a 28‑strong panel of autistic, neurodivergent and learning‑disabled interviewers to grill high‑profile guests for up to three hours. The result is a mix of raw emotion, humour and unexpected intimacy that has quickly become ITV's most talked‑about chatshow. How "The Assembly" Merges Neurodiversity with Celebrity InterviewsThe format, adapted from France’s Les Rencontres du Papotin, opens each episode with a clear rule‑set: no question is off‑limits and every guest must answer honestly. Rylan Clark’s first appearance set the tone with blunt queries like “Are they your real teeth?” and “Did you ever consider having a real suntan?”. Subsequent guests—including Danny Dyer, David Tennant, Jade Thirlwall and Stephen Fry—have faced probing topics ranging from personal trauma to sexual preferences, often leaving them laughing, crying or both. Viewership, Awards and International Roll‑outHalf‑million YouTube views for Danny Dyer’s debut episode, the series’ most‑watched clip.Series nominated for a Bafta and winner of an RTS award.Commissioned in 20 countries across Europe, North America and Australasia.Three‑hour recording windows give guests space for genuine connection, a stark contrast to the typical 10‑minute segment on traditional chatshows. Why the Show Is Shaking Up the Talk‑Show LandscapeBy handing editorial control to neurodivergent interviewers, the programme challenges the “sound‑bite” culture of mainstream TV. Viewers report increased awareness of autism and learning disabilities, while celebrities appreciate the chance to be seen beyond PR‑driven narratives. The blend of entertainment and representation has created a “cult following” that even attracted selfies from Bafta‑winning stars. What’s Next for "The Assembly" and the Wider TV IndustrySeason 2 has already featured Stephen Fry, whose outrageous questions sparked viral moments. Producers hint at future political guests such as Keir Starmer and Tony Blair, and a possible spin‑off with former Scottish First Minister Nicola Sturgeon. If the current trajectory holds, the format could inspire a new wave of inclusive programming, prompting rival broadcasters to experiment with longer‑form, unscripted interviews that prioritize authenticity over commercial sell‑through.

The Return of Janez Jansa Slovenia's parliament has voted to bring back right-wing politician Janez Jansa as prime minister, after his last stint in power ended in 2022. The Parliamentary Vote Legislators in the 90-member assembly voted 51-36 for Jansa on Friday – marking a shift for the small European Union country recently run by a liberal government. Jansa will need to return to parliament within the next 15 days for another vote to confirm his future Cabinet. His appointment concludes a post-election stalemate after the vote two months ago ended in a tie. The New Coalition Government Jansa and his populist Slovenian Democratic Party (SDS) signed a coalition agreement with several centre-right groups to form a new government, which now holds 43 seats in the assembly. The new coalition government is made up of the SDS, New Slovenia, Democrats, the Slovenian People’s Party and Focus. It also secured additional backing from the right-wing Resnica party, which will not formally join the government. Jansa's Future Goals In a speech laying out the government’s future goals, Jansa listed the economy, the fight against corruption and red tape, and decentralisation. He also promised to lower taxes for the rich and support private education and healthcare. The Impact of Jansa's Appointment Jansa is an admirer of US President Donald Trump and was also a close ally of Hungary’s former populist Prime Minister Viktor Orban. During his last term in office, Jansa faced accusations of clamping down on democratic institutions and press freedoms, leading to protests then and scrutiny from the European Union. The Future Outlook It will be the fourth time 67-year-old Jansa has been in office, having previously led the country from 2004 to 2008, 2012 to 2013 and 2020 to 2022.

The WHO World Health Assembly Spotlights a Growing Mental‑Health CrisisThe World Health Organization (WHO) convened in Geneva for its 79th World Health Assembly, placing mental health among over 75 agenda items. With >1 billion people—roughly one in eight worldwide—living with a mental condition, the assembly serves as a pivotal forum for scaling up services and funding.Key Prevalence Figures and Disorder ClassificationsWHO and DSM‑5 categorize mental disorders into mood, anxiety, psychotic, trauma‑related, and other groups. The most common disorders globally are:Depressive disorders: 694.6 per 100,000Anxiety disorders: 686.5 per 100,000Schizophrenia: 210.2 per 100,000Bipolar disorder: 94.6 per 100,000Eating disorders: 47.5 per 100,000Financial Landscape: Spending Gaps Across Income LevelsMedian government spending on mental health is only 2 % of total health budgets. Per‑capita spending varies dramatically:Low‑income countries: $0.04Lower‑middle‑income countries: $0.34High‑income countries: $65.89Regional Prevalence and the Suicide Epidemic2019 WHO data show the following regional prevalence rates:Americas: 15.6 %Eastern Mediterranean: 14.7 %Europe: 14.2 %Southeast Asia: 13.2 %Western Pacific: 11.7 %Africa: 10.9 %Suicide accounts for 740,000 deaths annually—one every 43 seconds. It ranks 17th among all causes of death, but is the 3rd leading cause for ages 15‑29 and 2nd for women 15‑29. Male suicide rates (12.8/100,000) are four times higher than female rates (5.4/100,000).Why the Numbers Matter: Policy, Equity, and Public Health ImplicationsThe data reveal three urgent challenges:Under‑funding: With only 2 % of health budgets allocated, many low‑ and middle‑income countries lack basic treatment infrastructure.Gender and age disparities: Women face higher anxiety and depression rates; young people bear a disproportionate suicide burden.Vulnerable populations: Refugees, Indigenous peoples, and LGBTQ+ communities experience elevated suicide risk.Addressing these gaps requires coordinated investment, culturally competent services, and targeted prevention programs.Looking Ahead: Scaling Up Treatment and Closing the Funding GapIf current trends continue, prevalence will keep rising, especially for anxiety disorders, which have grown >50 % since 1990. Experts predict that doubling global mental‑health spending to at least 4 % of health budgets could halve the treatment gap within a decade, reduce suicide rates, and improve overall productivity. The upcoming WHO resolutions aim to set measurable targets for service expansion, data collection, and cross‑sector collaboration.

The LeadDriven hard, driven fast is very much the norm in Formula One, on and off track, but even by the sport's own standards the development of Red Bull's in-house engine project has been exceptional. As is what it has delivered. Walking through the gleaming corridors of the team's bespoke engine manufacturing department at their Milton Keynes headquarters, it is all but impossible to conceive that only four years ago the area where the buildings stand was just empty space peppered with rubble.The Engine RevolutionThe decision to build their own engines rather than continuing to buy customer units from other manufacturers ranks among the boldest steps Red Bull have ever undertaken. No little feat even for a team who have long revelled in carving their own path in F1. When the project began in 2022, with the team under the leadership of Christian Horner, it was a step into the unknown with no guarantee of success, but with the promise of making the team entirely the master of every aspect of their cars and how they go racing.It is an advantage that cannot be overstated, with the design of engine and chassis playing to each other's strengths rather than a chassis being built around a customer engine. Their venture was greeted with scepticism, in some quarters with an anticipation of failure or at very least a long, painful learning curve. It was the 'ghost' that haunted the project, as team principal, Laurent Mekies, refers to it.The Technical MarvelIn terms of harnessing the horsepower, Red Bull have hit the ground at a gallop. It becomes clear quite how much in a rare opportunity to visit the engine manufacturing facility in the company of Red Bull Ford Powertrain's technical director, Ben Hodgkinson, who was headhunted from Mercedes to lead the project and has 27 years of experience in building engines. He describes the project as bold and audacious and believes that it attracted characters with similar attributes to join it.When it began he was taking on 25 personnel a month and the team he leads is now 700 strong. For all the noise around high-profile departures, Red Bull are maintaining no little momentum in recruitment, having taken on 120 new employees across engine and chassis in the first quarter of this year alone. From that barren patch of ground at the Milton Keynes campus, Hodgkinson had one major advantage for his task in that he was building a unique facility from scratch – and it shows.The romantic picture of engine assembly involving spanners and oily overalls has long gone from modern F1, but the assembly rooms at Red Bull are another experience altogether even compared with those of rival teams. There is an air of pristine, precise, perfectionism amid an almost disarming, preternatural quiet. Were an actual spanner to drop it would echo like thunder in this meticulous atmosphere.The Competitive LandscapeMekies acknowledges then that this season Mercedes – by far the class of the field – have as much as a two- to three-10ths advantage over his team from the engine. That Red Bull are so close at their very first attempt is remarkable. They have been off the pace of Mercedes, Ferrari and McLaren in the opening three rounds this season but, as Mekies admits, the real deficit is in the chassis.The same attention to detail applies in the area where engines at the end of their life are disassembled in detail to identify any areas of weakness that could help to prevent a failure in future models. There is an entire room for cleaning crank shafts before use and another for oil analysis – a process that identifies particulate elements that may be wearing the engine with undue haste.The Future OutlookThe focus on creating a coherent organisation with an overarching sense of purpose and direction is evident everywhere and it is impossible not to be impressed by how singularly it has been achieved given the sheer scale of the task that began four years ago. Indeed for all Red Bull's current travails, including Max Verstappen's dissatisfaction with the new rule set and his recalcitrant car, their engine has proved an undoubted success story.'It has clearly exceeded expectations,' says Mekies. 'We were gearing up from a much further away starting point. It's something that could have put the project at big risk for two or three years. But now the ghost of the power unit – is Oracle Red Bull Racing going to have a strong enough power unit for the years to come? – has disappeared. We have our own issues. We need to get these tenths back, we need to fix what we need to fix with the car. This, we know how to do. It's going to happen, not in Miami, but it's going to happen.'

Tonight's television schedule presents a fascinating cross-section of contemporary British broadcasting, from the innovative interview format of The Assembly on ITV1 to the familiar comfort of home renovation shows and the dramatic tension of culinary rescue missions. This diverse lineup not only entertains but also reflects broader trends in television production and audience preferences. Key Developments The standout program is The Assembly at 10.05pm on ITV1, where acclaimed actor Anna Maxwell Martin faces questions from a group of neurodivergent and disabled adults. This follows previous sessions with notable figures like Stephen Fry and Lenny Henry, suggesting ITV is developing a distinctive interview format that challenges traditional chat show conventions. Channel 4 offers contrasting programming with Our Welsh Chapel Dream at 8pm, continuing the popular renovation series featuring Keith and Marj, followed by Gordon Ramsay's Secret Service at 10pm, which showcases the chef's signature tough-love approach to failing restaurants. The BBC maintains its presence across multiple channels, with Interior Design Masters With Alan Carr on BBC One at 8pm, Better Date Than Never on BBC Three at 9pm featuring diverse daters including a transgender farmer and a Down's syndrome advocate, and the true crime series Mastermind: To Think Like a Killer on BBC Two at 9.45pm. Why This Matters This evening's programming highlights several significant trends in television. The inclusion of neurodivergent hosts in The Assembly represents a meaningful step toward more inclusive representation on mainstream television, potentially challenging traditional power dynamics in interview settings. The diversity of dating show formats in Better Date Than Never reflects a broader industry shift toward authentic representation of different life experiences and identities. Similarly, the true crime programming on BBC Two demonstrates continued audience appetite for documentaries that explore complex social issues. For viewers, this variety offers multiple viewing options that cater to different interests and emotional needs—from the light-hearted entertainment of design competitions to the thought-provoking nature of disability-focused interviews. Expert Insight The scheduling of these programs reveals strategic positioning by broadcasters. ITV's placement of The Assembly in the post-waterslot suggests confidence in its ability to retain viewers after the 10pm news, while Channel 4's decision to sandwich its Welsh renovation show between Ramsay's restaurant intervention creates a contrast between wholesome community content and high-stakes drama. The continued popularity of renovation and design competitions like Interior Design Masters indicates that viewers remain drawn to aspirational yet accessible content that offers visible transformation within a limited timeframe—a format that has proven resilient across multiple channels and iterations. The inclusion of diverse participants in dating shows represents a conscious effort by broadcasters to reflect contemporary Britain, though the question remains whether these representations move beyond tokenism to authentic storytelling. What Happens Next We can expect to see more interview formats that challenge traditional power dynamics, potentially leading to more programs hosted by or featuring neurodivergent and disabled individuals in positions of authority rather than subjects of pity or inspiration. The dating show genre will likely continue evolving to include even greater diversity of participants and relationship formats, as broadcasters recognize the appeal of authentic representation over manufactured drama. Meanwhile, the renovation show format may face innovation fatigue, with viewers potentially seeking more sustainable or community-focused approaches to home improvement rather than dramatic transformations. As streaming platforms continue to invest in original content, traditional broadcasters will need to leverage their unique strengths—like established personalities such as Alan Carr and Gordon Ramsay—to maintain audience loyalty in an increasingly fragmented media landscape.

West Bengal’s electoral rolls have been slashed by over nine million names, representing roughly 12 % of the state’s 76 million registered voters, after the Election Commission of India (ECI) completed its Special Intensive Revision (SIR) earlier this month. The purge has hit the Muslim community hardest. In districts where Muslims form a sizable share of the electorate, deletions total 460,000 in Murshidabad, 330,000 in North 24 Parganas and 240,000 in Malda. Analysts say the pattern suggests a strategic effort to reshape the voter base ahead of the assembly election scheduled for April 23 and April 29, with results due on May 4. One of the most striking cases is that of Nabijan Mondal, 73, who has voted in every national, state and local election for the past five decades. She discovered her name missing from the new list because her voter card bears the nickname “Nabijan” while her Aadhaar and ration cards use the formal name “Nabirul.” Her husband, children and their spouses remain on the roll, leaving her unable to vote. Overall, nearly six million of the removed voters were classified as absent, shifted, dead or duplicate, while the remaining three million must appeal to special tribunals. However, the Supreme Court of India has ruled that those with pending tribunal cases cannot cast ballots in the upcoming election, though it may permit the ECI to issue supplementary lists. West Bengal’s Muslim population stands at about 25 million (27 % of the state’s 106 million residents). The Trinamool Congress (TMC), led by Mamata Banerjee, has governed the state since 2011 and relies heavily on Muslim support to counter the Bharatiya Janata Party (BJP). Banerjee has accused the ECI of partisan bias, claiming the SIR was “selectively applied … to benefit the BJP.” Conversely, the BJP frames the revision as a necessary measure against “illegal infiltrators,” linking the exercise to concerns over cross‑border migration from Bangladesh and Rohingya refugees. Independent research by the Kolkata‑based SABAR Institute supports the allegation of disproportionate impact. In the contested constituencies of Nandigram and Bhabanipur, where the BJP’s Suvendu Adhikari is challenging TMC leaders, over 95 % of the deleted names in Nandigram were Muslims, and 40 % of deletions in Bhabanipur involved Muslim voters, despite Muslims comprising only 25 % and 20 % of the respective populations. Women appear especially vulnerable. Legal scholar Swati Narayan notes that patrilocal customs and frequent name changes after marriage create documentation gaps that the SIR process penalises. Jesmina Khatun, a 31‑year‑old from Gobindapur, lost her name over a minor spelling inconsistency in her father’s surname, illustrating how minor clerical errors can disenfranchise voters. Political commentator Yogendra Yadav warns that the SIR places an “excessive burden” on female voters, who must produce proof from their natal homes while men can rely on documents from their current residence. With tribunals unlikely to clear the backlog before polling day, thousands of eligible citizens risk being excluded from a pivotal election that could reshape the political landscape of India’s most populous state.