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The AI Spending Landscape An Nvidia executive recently revealed that the cost of compute is now greater than the salaries of his employees. Similarly, Mercor's CEO mentioned that the startup is spending more on tokens for internal agents than on employee headcount. This raises a crucial question: Are companies actually spending more on AI than on humans? AI Expenditure Patterns According to fresh research from the Ramp AI Index, which measures the adoption rate of AI among American businesses, the top 1% of firms — described as 'AI-pilled' — are spending $7,500 per employee per month on AI. This amount is significantly lower than the roughly $16,000 per month the average software engineer makes. Comparative Spending Top 1% of firms: $7,500 per employee per month Top 10%: $611 monthly per employee Median: $11.38 per employee, approximately the cost of a seat on an enterprise plan AI Spending Trends Despite financial pressures, AI spending is still on the rise. Among the AI-pilled firms, spending grew 14.1% per employee last month. However, it's unclear if this trend will continue. These top firms tend to mix and match multiple frontier models and platforms, giving them access to cheaper open-source models. The Future of AI Investment As enterprises continue to blow through their token budgets, the sustainability of high AI spending remains a significant concern. The trend of increasing AI expenditure is expected to persist, but at what cost and to what extent remains to be seen.

BBC Pulls the Plug on the Christmas Special and Davies PartnershipThe announcement that the BBC abandoned the planned Doctor Who Christmas special and will no longer work with Russell T Davies and his Bad Wolf production company marks a decisive break from the current era. The decision, long‑rumoured, follows a lack of visible filming and signals the network’s intent to re‑evaluate the flagship series’ direction.Viewership Numbers Reveal a Decline to Historic LowsAverage live audience for the 2024‑2025 series fell below 3 million, the lowest ever recorded for a new season.Streaming figures are difficult to compare, but the combined UK‑wide reach is estimated at under 5 million per episode.By contrast, the 1970s peak reached over 12 million viewers when only three channels existed.These metrics underscore the challenge of maintaining a mass‑audience in a fragmented, on‑demand market.Strategic Implications for the Franchise and the BBCThe loss of a dedicated showrunner and production house forces the BBC to confront several questions:How can Doctor Who regain its cultural relevance against global franchises like Star Wars and Marvel?Will the series return to a “clean‑slate” model with a new showrunner, Doctor, and companions, or will it continue the current narrative threads?Can the BBC secure a partner capable of delivering high‑budget, globally marketable content while preserving the series’ British identity?The network’s tender process suggests it is seeking external expertise to resolve these tensions.What Comes Next? Possible Paths for Doctor WhoIndustry analysts see three likely scenarios:New Production Partner: A fresh company could reboot the series, introducing a new Doctor and a streamlined mythos.Extended Hiatus: The BBC might pause television production, focusing on audio dramas, graphic novels, and the ongoing magazine to keep the brand alive.Hybrid Model: Retain the Bad Wolf team for limited‑run specials while commissioning a separate, long‑form series under a different showrunner.Regardless of the route, the franchise’s survival will depend on balancing nostalgic appeal with innovative storytelling that resonates with today’s fragmented audience.

The Lead Lebanon's political landscape is characterized by a multitude of parties, each with its own distinct ideology and influence. The country's sectarian divides are reflected in the large number of political movements it harbours, making it challenging for any government to form a strong power centre. Hezbollah: The Most Powerful Party Hezbollah is the most prominent of Lebanon's political movements and has long been the most powerful in the country. Led by Secretary-General Naim Qassem, Hezbollah was formed in 1982 during the Lebanese Civil War and subsequent Israeli occupation of southern Lebanon. It has been funded by the Islamic Republic of Iran and has close ties to the Islamic Revolutionary Guard Corps (IRGC). Hezbollah has played a significant role in Lebanese politics and has been involved in several conflicts, including the 2006 Lebanon War against Israel. The Event Details: Other Major Political Parties Several other parties play important roles in Lebanese politics: Lebanese Forces (LF): The largest Christian party in Lebanon's parliament, led by Samir Geagea. It is a right-wing nationalist Christian party that opposes Hezbollah's arms and war against Israel. Future Movement: Founded by Rafik Hariri in 1995, it is now led by his son Saad Hariri. The party is predominantly Sunni and has historically been part of the pro-West March 14 bloc. Amal Movement: A predominantly Shia Muslim party and key Hezbollah ally, led by Nabih Berri, who is also the country's parliament speaker. Free Patriotic Movement (FPM): Founded by Michel Aoun in 1994, it is now led by Gebran Bassil, who is under US sanctions for corruption. Progressive Socialist Party: A predominantly Druze party founded by Kamal Jumblatt in 1949, now led by Walid Jumblatt and his son Taymour. The Impact Analysis: Lebanon's Political Landscape Lebanon's complex political landscape, with its multitude of parties and sectarian divides, poses significant challenges for the country's governance and stability. The influence of external actors, such as Iran and Israel, further complicates the situation. Understanding the roles and relationships of these major political parties is crucial for grasping the dynamics of Lebanese politics. The Prediction: Future Outlook The future of Lebanese politics remains uncertain, with ongoing conflicts, such as the Israel-Hezbollah conflict, and internal power struggles likely to shape the country's political trajectory. The ability of these parties to navigate their differences and work towards stability and governance will be critical for Lebanon's future.

Everton Football Club has been ordered by a Premier League Independent Disciplinary Commission to compensate Burnley FC almost £40 million for a profit‑and‑sustainability‑rules breach that contributed to Burnley’s 2021‑22 relegation. Everton Ordered to Pay Nearly £40m to Burnley Over PSR Breach The commission, the same three‑man panel that previously deducted Everton ten points in November 2023, concluded that the breach of Premier League financial rules gave Everton an unlawful sporting advantage. Burnley sued after being relegated to the Championship at the end of the 2021‑22 season. June 2022: Alleged PSR breach period ends. November 2023: Everton initially penalised with a ten‑point deduction. Appeal: Point deduction reduced to six points. June 2026: Independent Disciplinary Commission orders compensation of nearly £40 million. Financial Stakes: The £40m Compensation Figure The ruling mandates a payment “nearly £40 million”, a figure that eclipses typical Premier League fines and reflects the estimated financial loss Burnley suffered from relegation. The amount also underscores the league’s ability to enforce monetary redress under its rules that allow clubs to seek compensation from rule‑breaking rivals. Implications for Premier League Governance and Club Litigation This decision sets a precedent that financial‑rule breaches can trigger direct compensation claims, not just point deductions. It may encourage other relegated clubs to pursue legal action, prompting the Premier League to tighten monitoring of profit‑and‑sustainability compliance and potentially revise its compensation framework. What’s Next? Appeals, Precedent, and Future Club Strategies Everton has announced an appeal, arguing the ruling is “fundamentally flawed in both law and fact”. If the appeal succeeds, the compensation could be reduced or overturned, but a upheld decision would cement a new legal pathway for clubs. In the longer term, clubs are likely to invest more heavily in compliance teams and may lobby for clearer guidance on PSR calculations to avoid similar costly disputes.

The Summer Reading ChallengeSummer is here, which means lazy days at the beach or the pool with a great book by your side. The Guardian is inviting readers to share their favorite beach reads for the upcoming season, creating a collective guide to perfect holiday reading.What Makes a Great Beach Read?We would love to hear from people about their favourite beach reads. What books have you loved reading on holiday? What are the page turners that you keep returning to every summer and always recommend to friends? We would love to hear what books these are and why they make a great beach read.Share Your RecommendationsYou can tell us your favourite beach reads using this form. The Guardian is collecting responses from readers across the country to create a comprehensive guide to summer reading. Your responses, which can be anonymous, are secure as the form is encrypted and only The Guardian has access to your contributions.How to ParticipateTo share your beach read recommendations, simply fill out the form provided. You'll need to share your name, location, and tell us about yourself. Most importantly, you'll need to describe your favorite books to take on holiday and explain why they make perfect beach reads. You can also choose to upload a photo of yourself and indicate whether you're comfortable with your response being published.The Guardian's Summer Reading InitiativeBy collecting these recommendations, The Guardian aims to create a diverse collection of beach reads that cater to different tastes and preferences. Whether you enjoy light fiction, gripping thrillers, informative non-fiction, or poetry that captures the essence of summer, your recommendations will help fellow readers discover their perfect holiday companion.

The 'Turnkey' AI Problem and Jedify's SolutionCurrent AI vendors often market enterprise products as turnkey solutions, yet AI agents frequently fail to hit the ground running. Without specific training on a company's unique definitions, workflows, and data structures, these agents struggle to understand how revenue is calculated or which files are accessible to specific personnel. This gap has forced companies to deploy engineers to manually integrate AI products into their systems. Jedify addresses this by creating a 'context graph' that connects to an enterprise's knowledge sources, allowing AI agents to operate autonomously with a deep understanding of the business environment.Building a Multi-Dimensional Context GraphJedify's platform connects to a wide array of data sources, including databases, data warehouses, SaaS applications, and unstructured data like reports, code bases, and Slack channels. The core innovation is the 'context graph,' which captures relationships across entities, data, people, permissions, and customers in real-time. Unlike traditional semantic layers or metadata catalogs, Jedify's graph is model-agnostic and updates dynamically as information flows in and out of connected systems.Key Capabilities: Captures entity relationships, domain knowledge, and operational assumptions.Real-Time Updates: Graphs evolve as new data enters the system.Model Agnostic: Works with various AI models without being locked into a specific provider.Funding Breakdown and Strategic PartnershipsThe startup has successfully closed a $24 million Series A funding round led by Norwest Venture Partners. The round included participation from returning backers S Capital VC and Cerca Partners, as well as new investor Oceans Ventures. A significant strategic element of this round is the involvement of Snowflake, which is integrating Jedify’s technology into its AI products, including Cortex AI and Semantic Views.Total Funding: Approximately $33 million raised to date.Strategic Partner: Snowflake is integrating Jedify’s tech into its AI services.Use of Funds: Product development, hiring, and go-to-market initiatives.Why Context Graphs Matter for Enterprise SecurityOne of the most critical hurdles for enterprise AI is data security and permissions. An AI agent must not be allowed to access sensitive information, such as a CFO's revenue projections, if it is not authorized. Jedify solves this by inheriting permissions from identity systems, file systems, and SaaS tools, including row-, column-, and table-level access rules. The platform allows companies to define specific groups that dictate what agents are permitted to reach, ensuring that AI deployments remain secure and compliant.The Future of Proprietary AI InfrastructureAs AI models become more capable and interchangeable, Jedify argues that proprietary context will become a valuable 'moat' for enterprises. The company targets mid-market and large enterprises with mature data stacks, noting that most institutional knowledge is not stored within a single cloud provider. By offering a complementary solution to large data platforms, Jedify positions itself as essential infrastructure for companies looking to build autonomous AI agents without the prohibitive cost of training models from scratch or clamping down on token usage.

Decart's Latest Breakthrough: Oasis 3 Decart, an AI startup, has unveiled Oasis 3, its latest interactive world model capable of generating photorealistic driving environments in real-time. This model is currently available via API and is initially targeting autonomous vehicle companies that need to simulate rare driving scenarios at scale. The Technical Edge of Oasis 3 Oasis 3's edge lies in its photo-realism and infinite generation capability, thanks to Decart's efficiency optimizations powered by its DOS (Decart Optimization Stack) software. This allows models to run efficiently on Nvidia, Amazon, and Google hardware, making them far less expensive to run than competitors. Market Impact and Future Plans Decart has a community of over 100,000 developers, many building products on top of its real-time video model Lucy. Access to Oasis 3 is priced at $0.02 per second, with enterprise pricing depending on use cases. The startup plans to expand into robotics and other physical AI applications. Challenges and Limitations While Oasis 3 delivers photorealistic environments, it degrades significantly over time, and the controls aren't very responsive. Additionally, the model doesn't simulate physics properly, allowing cars to drive through other cars. The Road Ahead Decart's CEO, Dean Leitersdorf, believes that the consistency issue might be partially solved in the model's next version, which will allow users to generate worlds based on a video of an environment rather than an image. He is optimistic about the potential of Oasis 3, expecting a developer community to emerge and advance the field.

Executive Summary: Partial Bail Amid Ongoing DetentionKhurram Parvez, a 49‑year‑old Kashmiri human‑rights advocate, was granted bail by the Delhi High Court on a November 2021 terror‑funding case. Despite this win, he remains incarcerated on a second case filed in March 2023, underscoring the protracted legal battles faced by dissenters in Indian‑administered Kashmir.Delhi High Court Grants Bail in 2021 Terror‑Funding CaseThe court’s order, reported by LiveLaw, releases Parvez from the November 2021 charge but does not affect the March 2023 proceeding, which also alleges terror financing. Key facts:Arrest timeline: First detained ~five years ago by the National Investigation Agency (NIA).Charges: Terror funding, recruitment of rebels, mobilising protestors.Bail date: Wednesday, 2026‑06‑10.Legal Landscape: Conviction Rates Under the UAPAThe Unlawful Activities Prevention Act (UAPA) under which both cases are prosecuted has a national conviction rate of 5 %, dropping to under 1 % in Kashmir. Neither case has proceeded to trial, a point repeatedly raised by international rights groups.National conviction rate: 5 %Kashmir-specific rate: <1 %Trial status: No trial commenced in either case.Political Ramifications: Dissent in a Militarised RegionThe bail decision arrives amid criticism of Prime Minister Narendra Modi's Hindu‑nationalist government for suppressing dissent in the country’s only Muslim‑majority region. Analysts warn that Parvez’s continued detention signals a broader pattern of criminalising expression under the UAPA.International rights organisations label the process itself as punitive.Local political analyst (anonymous) calls the bail “shallow” and “trumped‑up”.Future Outlook: Potential Release and Regional ImpactParvez’s lawyer Swati Khanna expressed optimism that a “positive result” in the second case could free him within a month or two. However, the lack of a trial and the low conviction rates suggest prolonged legal uncertainty.Short‑term: Possible release if second case is dismissed.Medium‑term: Continued legal limbo may deter other activists.Long‑term: Could fuel further international pressure on India’s handling of Kashmir‑related dissent.

The Bench Impact: Messi's Late MasterclassLionel Messi made a significant impact from the substitutes' bench, entering the match in the 70th minute to help Argentina secure a comfortable 3-0 victory over Iceland in their final World Cup warm-up. The match took place in Auburn, Alabama, before an 88,000 capacity crowd.Argentina's Clinical Warm-Up PerformanceValentin Barco opened the scoring with a well-placed shot from a goalmouth scramble.Nico Paz missed a big chance to extend the lead before halftime.Enzo Fernandez and Alexis Mac Allister were introduced at halftime to bolster the midfield.Lautaro Martinez hit the post twice but was unable to score.Messi set up the penalty with a throughball to Lautaro Martinez, who was taken out by Iceland goalkeeper Elias Olafsson. The 38-year-old superstar then buried the spot kick into the roof of the net, scoring his 117th international goal.Setting the Stage for the Global StageThis victory comes after Messi missed Argentina's first friendly against Honduras due to a left hamstring strain. The team appears to have come through the warm-up unscathed, with key players like Julian Alvarez and Thiago Almada also finding the net. The performance suggests Argentina is in peak form ahead of the tournament.Record-Breaking Expectations for the AlbicelesteWith his World Cup status seemingly certain, Messi is set to set a record this month alongside Cristiano Ronaldo when he appears in his sixth career World Cup. The veteran forward's ability to impact the game from the bench demonstrates his enduring fitness and leadership, reinforcing Argentina's status as top contenders for the title.