AI’s Revenue Test and Enforcement’s Weak Links

Core argumentAmerica’s largest technology companies spent $450bn on AI-heavy infrastructure last year and plan $900bn this year, followed by $1.4tn in 2027; they have already borrowed more than $400bn in 2026. Covering that capital expenditure through identifiable AI income would require roughly $2.5tn of annual revenue. Current estimates cluster nearer $150bn-$220bn on an annualised basis. About 20% of American firms recently reported using AI, yet workplace adoption has fallen from a 2025 peak of 46% to around 33%, and paid intensity remains shallow. Nearly half of British businesses using AI pay nothing, while Ramp’s median monthly spend is only $10.66 per employee. Token consumption growing faster than revenue suggests that some compute finances customer poaching rather than market expansion; BIS work implies a third or more of investment may fail to earn adequate returns. Diffusion therefore cannot justify the boom without productivity gains and costly redesign of workflows, data and staff.

Cross-publication linkThe FT stories on SK Hynix, CATL and hedge-fund collateral show how this revenue gap transmits into memory supply, power-storage investment and leverage.

Core argumentSK Hynix’s second-quarter operating profit rose 557% year on year to a record Won60.5tn, while sales increased 257% to Won79.3tn. Both missed consensus estimates, yet the shares gained about 4% after the company disclosed multiyear contracts with roughly ten customers. That bounce does not erase a 47% decline from June’s peak or the Kospi’s preceding 10% AI-driven fall. Heavy exposure to high-bandwidth memory makes SK Hynix a direct beneficiary of accelerator demand, but it also limited gains from rising conventional-memory prices. Expensive chips may prompt customers to reduce consumption or seek substitutes. SK Hynix and Samsung plan Won800tn of Korean plants that would double DRAM capacity within five years, while Micron is investing $250bn in America through 2035. China’s CXMT has also raised $8.5bn. Multiyear contracts provide demand visibility, but they cannot eliminate margin-peak risk, execution delays or the familiar danger that simultaneous capacity additions turn scarcity into oversupply.

Cross-publication linkThe Economist’s revenue-gap analysis shows why record supplier earnings can still mark a cyclical peak if end users do not pay enough for AI.

Core argumentCATL controls about 40% of global EV batteries and earned roughly three-quarters of last year’s $61.4bn revenue from cars, but it is moving toward AI data centres, grids and shipping. The company already holds about 30% of the battery-energy-storage market and has deployed batteries on nearly 1,000 vessels. Unlike vehicle packs, 24-hour high-voltage systems must survive lightning, fire and grid disturbances, so CATL’s Xiamen institute opens testing facilities to data-centre and utility customers. Its ecosystem includes direct stakes in 152 entities and indirect investments in more than 9,900 businesses. Recent positions include nearly $1bn for 38% of data-centre operator VNET and 49% of high-voltage supplier Zhongheng Electric. First-half revenue rose 55% to Rmb277bn and profit 42% to Rmb43.3bn. Global battery demand is forecast to climb from 1.8TWh in 2025 to 5.7TWh by 2030, yet American military-link allegations and Chinese technology controls constrain overseas system expansion.

Cross-publication linkThe Economist’s AI-return and wildfire analyses show why data-centre power and climate resilience expand storage demand while intensifying overinvestment and safety risks.

Core argumentOpenAI nearly doubled first-half federal lobbying expenditure to $2.22mn, while Anthropic almost tripled its outlay to $3.53mn; Google and Microsoft also reached their highest quarterly levels since 2020. The agenda spans model-release review, data-centre construction and electricity, open weights, procurement and liability—areas that cut across several legal regimes. Industry lost an attempt to bar state AI regulation through Congress, yet has largely secured an environment of company-specific letters and executive signals rather than enforceable general rules. The Trump administration favours a light federal framework but last month used export controls to block Anthropic’s Fable release over cyber concerns. Companies themselves diverge on safeguards, open source and federal authority, while Treasury threats against Chinese labs add foreign policy. Lobbying therefore does not simply remove regulation. It can shift the instrument, target and timing into bilateral negotiation, reducing predictability and equal treatment even as technical risks require faster decisions.

Cross-publication linkThe Economist’s revenue analysis shows why companies facing a vast monetisation gap have incentives to defend returns through regulation and industrial policy as well as product competition.

Core argumentThe Senate voted 86-12 to advance legislation imposing primary and secondary sanctions on Russia and buyers of its oil and gas, with similar bipartisan support expected in the House. The bill targets officials, oligarchs, relatives, banks and other financial institutions, and authorises tariffs on imports from countries purchasing Russian energy. Volodymyr Zelenskyy and Finland’s Alexander Stubb addressed senators privately just before the vote. Ukraine’s long-range attacks on Russian energy infrastructure and Donald Trump’s warmer assessment of Kyiv form the political backdrop. Yet revisions turned sanctions and secondary tariffs from statutory obligations into presidential options, supported by broad waiver authority after a report to Congress. The White House has already relaxed specific Russian and Iranian crude restrictions when Middle Eastern war pushed oil prices higher. The vote is therefore a consequential diplomatic signal, but reductions in Russian revenue and changes by third-country buyers will depend on waiver criteria, tariff levels, enforcement capacity and management of the resulting energy shock.

Cross-publication linkThe Economist’s Iran analysis shows how energy prices and maritime access constrain military and sanctions choices, preventing strong legal authority from guaranteeing execution.

Core argumentSouth Korea announced the Jang Bogo-N nuclear-powered submarine programme in May to counter a North Korean missile submarine and China’s growing fleet. Nuclear propulsion offers greater speed, quietness and underwater range, improving tracking and reducing pressure on American forces. Pyongyang announced its plan in 2021 and displayed a hull last year, but analysts cannot verify a functioning naval reactor or propulsion system; Russian assistance or theft could fill gaps. Seoul has strong civilian nuclear and conventional-submarine industries, yet its co-operation arrangements require Washington’s consent for enriched or reprocessed fuel. Donald Trump granted political approval after a Korean request, while simultaneously saying the vessels would be built at Philadelphia Shipyard. That yard, acquired by Hanwha in 2024, has never built submarines, making the promise effectively impractical. Unless allies align the build location, fuel arrangements, technology protection and strategic contribution, political approval may reverse or schedules may slip. The result could be a faster regional arms race without timely South Korean deterrent capability.

Cross-publication linkLike The Economist’s Iran MOU, a leaders’ broad promise cannot produce deterrence or peace until operational rules for fuel, access and implementation are fixed.

Core argumentFighting has paused, but Hormuz is effectively closed and the June 17 American-Iranian MOU collapsed back into conflict within three weeks. Iran attacked ships using the Omani southern route on July 6; America answered with almost two weeks of strikes, and Tehran targeted American bases in the Gulf and Jordan. Donald Trump halted bombing on July 24 amid interceptor shortages, doubts about limited strikes and Brent above $100, after which oil fell toward $80. Oman now proposes a formal truce of perhaps ten days, joint management by Iran and Gulf states, and voluntary contributions for navigation and environmental services instead of mandatory tolls. Iran has rejected similar plans, wants revenue and symbolic control, and disputes the timing of frozen-asset releases. Meanwhile the 60-day process for nuclear limits and durable sanctions relief approaches its August 16 deadline without high-level talks. The proposal can reduce immediate military, inventory and price pressure, but it leaves the MOU’s core ambiguities intact.

Cross-publication linkThe FT’s Russia-sanctions story shows how oil prices and presidential discretion can make strong legal powers optional, repeating Iran’s implementation constraint on another front.

Core argumentLiberian police seized cocaine worth an estimated $317mn from a Duazon bungalow on July 21, yet a May interception off Western Sahara found 31 tonnes—more than all West African seizures in 2025. Regional annual seizures rose 50% between 2019 and 2025, while the average haul increased from 2.4 tonnes in 2024 to 5.6 tonnes. As Europe tightened direct routes from Brazil, Guyana and Suriname, traffickers began bulk shipping to West Africa, repacking cargo onto mother vessels and using fast boats for North Africa, the Canaries and improvised jetties. MAOC-N estimates more than 100 tonnes still reached Europe through the region last year. Growing legal trade, larger ships, Starlink and GPS monitoring improve concealment and control. Pressure in Sierra Leone also diverts networks toward Ghana, Ivory Coast and Liberia. Scanners without electricity, porous airports and officials earning around $100 a month mean higher seizures do not raise cartel costs enough to prevent adaptive rerouting.

Cross-publication linkRussia secondary sanctions and the Hormuz dispute similarly show that blocking one route displaces activity through third countries and alternative corridors unless enforcement covers the network.

Core argumentJohnson & Johnson agreed to pay $5.5bn to resolve roughly 76,000 American claims that talc caused ovarian cancer, with up to $3bn due in 2027 and the remainder from 2028. The amount is below its $8.9bn proposal in 2023 and followed a New Jersey judge’s order asking claimants to explain why cases lacking specific causation evidence should continue. Plaintiffs’ firms call the agreement long-delayed justice; J&J still denies that its products caused harm. The company’s earlier Texas two-step—placing liabilities in a separate entity and seeking bankruptcy protection—failed in court, limiting procedural ring-fencing as a mass-tort strategy. A Missouri jury had awarded nearly $4.7bn to about two dozen women in 2018, yet this deal resolves vastly more claims for $5.5bn. With shares up 29% this year at record levels, investors distinguish removal of litigation uncertainty and staged liquidity from a definitive scientific finding. Similar UK litigation means the underlying issue is not globally finished.

Cross-publication linkThe Economist’s Brazil speech-law analysis likewise shows that strict legal tools must be judged by evidence, process and actual remedy rather than symbolic severity.

Core argumentBrazil’s Supreme Court ruled in 2021 that a racial insult against an individual should equal constitutional racism, allowing imprisonment and fines without a limitation period; Congress later codified the decision. Monthly racism cases have since increased tenfold. Some 1,072 people are serving sentences, including 309 in full custody and 322 under house arrest or required to sleep in low-security prisons. Five foreigners have been detained this year, extending the law’s educational and deterrent reach. Yet white household income per person remains twice that of black or mixed-race households, and black women earn about 30% less per hour than comparable white men. Education and field of study explain roughly a third of the median earnings gap, while black Brazilians were 3.5 times likelier to be killed by police in 2025. An eight-year sentence and R1.7mn fine for a comedian, later overturned, demonstrates how severe enforcement can lose proportionality without addressing the institutions producing inequality.

Cross-publication linkJ&J’s settlement similarly shows that strict liability tools require evidence and real remedy, while FIFA raises the independence of institutions applying their own rules.

Core argumentFIFA plans to sell roughly 20% of Fifa Forward Enterprise, a new commercial and events subsidiary valued near $20bn, raising as much as $4.2bn. Joshua Kushner’s Thrive Eternal may lead the investment, creating conflict concerns because Gianni Infantino has cultivated Donald Trump and Kushner is the president’s son-in-law’s brother. FIFA proposes one-off payments of $20mn to each of 211 member associations and annual distributions rising from $2mn to $5mn in 2027-30, directly aligning votes with proceeds. UEFA argues that football’s governance is not an asset to sell and that beneficiaries remain opaque. FIFA expects at least $13bn in its current cycle, but reserves fell from $3.9bn after 2022 to $2.7bn by December 2025. Higher ticket prices, secondary-market fees and tournament expansion show the commercial trajectory. Minority investors seeking durable returns could influence event frequency, team numbers, scheduling and disciplinary choices, making voting rights, related-party controls and protected sporting decisions more important than the headline valuation.

Cross-publication linkBrazil’s enforcement story and the American-city analysis show how institutions can gain numerical output or capital while losing legitimacy, independence and broad access.

Core argumentSan Francisco lost residents equal to nearly 7% of its population in 2021, but the exodus has subsided; Greater Miami lost 3% through domestic out-migration in 2025, the highest share among large American counties. San Francisco voters recalled a progressive prosecutor and school-board members in 2022, then elected Daniel Lurie in 2024 on permitting, fiscal repair and street order. AI simultaneously reduced downtown weakness: San Francisco and Silicon Valley captured two-thirds of AI-company leasing across the six largest markets from 2019 to 2026. Miami’s low taxes and pandemic policies had moved total net migration from -25,000 to 50,000 between 2021 and 2023, but international inflows halved by 2025 under Donald Trump’s immigration policies. House prices are 58% above 2020, versus 44% nationally, and housing absorbs more income than in any other large city. Outgoing households earned 40% less than newcomers. Capital attraction without transit-accessible housing therefore converts success into labour displacement and political fragility.

Cross-publication linkThe AI-investment and FIFA stories show that large capital inflows do not become broad local welfare when housing and governance remain binding constraints.

Core argumentThe Nasdaq 100 briefly fell 10% from its June record and the Philadelphia semiconductor index has lost 25% since late June. Sandisk and Intel are down 53% and 39% from their peaks, sharply reducing collateral values for industry-concentrated hedge funds. Goldman Sachs, JPMorgan and other banks demanded additional collateral from clients seeking to maintain leverage; many calls were automatic under volatility provisions. Long-short strategies lost 1.3% and multi-strategy funds 1.7% by Tuesday noon, the first time since the 2020 pandemic shock that the main strategies all fell more than 1% in a day. Gross leverage increased by the largest cumulative amount in Goldman’s data since 2016 during this year’s first five months. The ten largest S&P 500 companies represent about 40% of the index, while 16% of Goldman’s prime book was directly exposed to AI memory stocks on June 30. Falling prices can therefore trigger collateral, deleveraging and further selling through a concentrated feedback loop.

Cross-publication linkThe Economist’s AI revenue gap supplies the fundamental doubt, while perpetual futures show how leverage and recurring charges amplify losses for retail traders.

Core argumentArthur Hayes introduced perpetual futures at BitMEX in 2016 by removing the expiry from a traditional futures bet. An automatic funding rate paid every few hours keeps the contract near its underlying asset: longs pay shorts when the perp trades too high, with the direction reversing when it trades too low. The design also embeds a 0.01% interest component every eight hours, normally paid by longs to shorts. Compounding pushes that apparently small charge above 10% of position value over a year. Retail users can magnify a 1% bitcoin move by as much as 200 times, turning $100 into a $200 gain or loss, while professional shorts repeatedly collect fees. Hyperliquid trades about $10bn of perps daily and global annual volume probably exceeds $90tn. Americans gained onshore access through Kalshi in May, prompting a CME lawsuit against the CFTC. BitMEX itself will close in September after a $100m anti-money-laundering penalty, demonstrating that product growth does not guarantee intermediary integrity.

Cross-publication linkThe FT collateral story shows leverage amplifying professional-market losses, but perps add recurring costs and up to 200-times exposure for retail users.

Core argumentFrance burned about 15,000 hectares a year on average from 2006 to 2025, yet the fire west of Bordeaux consumed nearly three times that amount in six days; more than 300,000 people have been evacuated across Europe. The EU lost over 1m hectares last year and may exceed that record. Europe is warming faster than any other continent. In a world roughly 1.5°C above the 19th century, fire risk is projected to rise across 88% of fire-prone land, with a larger increase from 1.5°C to 2°C than from 1°C to 1.5°C. Most deaths come from smoke rather than flames. Annual smoke mortality, estimated at 240,000 in the 2010s, could reach 1.4m by century-end under a moderate emissions scenario combined with ageing. Emergency suppression tends to crowd out landscape management, home protection and clean-air education. Satellites, drones and pooled European crews help, but only alongside permanent prevention, building standards and public-health warning systems.

Cross-publication linkCATL’s systems expansion reflects demand for grid resilience, while the Yangtze recovery shows that long-run prevention can work only when human costs and remaining blind spots are governed.

Core argumentAfter a ten-year commercial fishing ban began across the Yangtze system in 2021, fish biomass rose more than 200%, reversing seven decades of decline, and a rare sturgeon bred in the wild for the first time in two decades. Finless porpoises increased from about 1,000 in 2017 to more than 1,400, signalling wider ecosystem recovery. Patrols, drones, cameras and promotion incentives enforce the ban; thousands of riverside chemical plants were closed or moved, while forests and sponge cities improved water and flood control. Yet roughly 230,000 fishers lost boats and livelihoods. Local accounts suggest only one in five received compensation and aquaculture replacements often lose money. Fishing cases fell 40% from 2024, but large dams still block spawning while receiving an industrial exception. Authorities approved a 3km dam between Poyang Lake and the Yangtze this year despite risks to birds and porpoises. Concentrated capacity delivered fast ecological gains, but inconsistent sectoral rules, weak participation and poor compensation now limit the next stage.

Cross-publication linkThe wildfire story supports preventive investment, while FIFA shows why powerful institutions need compensation, participation and independent oversight when distributing costs.