Weekend reading links

1. FT long read on how senator Deborah O'Neill, as chair of the Parliamentary joint committee on corporations and financial services, has single-mindedly exposed and brought the knees the Big Four auditing and consulting firms in Australia. 

Deborah O’Neill has led the charge against KPMG in Australia over a client confidentiality scandal that prompted the departure of the firm’s chair, chief executive, chief operating officer, audit leader and a senior partner over the past month... comes on the heels of a similar implosion at PwC. The rival Big Four firm came unstuck when a data leak led to the exit of senior management... An EY employee was charged with accessing the bank details of Prime Minister Anthony Albanese while working on contract at Australia’s biggest bank. Meanwhile, Deloitte partially refunded the Australian government after admitting that it used AI to compile a report...

In 2023, the Labor senator forced the publication of emails that implicated PwC partners in the tax leaks scandal. PwC partners were caught sharing secret government tax plans that one of them had obtained from his work on an advisory board in Canberra, in the hopes of winning business in the US. This year O’Neill used parliamentary privilege to air allegations made by a KPMG whistleblower that had been inadequately investigated by the firm. KPMG has now been exposed as having used confidential information from existing audit clients to try to win new business from rivals — some from PwC as its audit customers looked to switch in the wake of that firm’s woes...

She entered parliament in 2010 having spent her career in education. O’Neill soon discovered that some Big Four consultants acted like some of her former pupils — copying the answers from the back of the book and then marking their own work, as she puts it — and used her role to put the leaders of the firms under pressure.

2. Soumaya Keynes points to a fascinating study by Rebecca Diamond of Harvard University of the use of GLP drugs that appears to show increased confidence and employment rates among women in the US. The study finds, using data gathered between 2021 and 2023, that the poorest third of women in the US suffered an obesity rate 14 percentage points higher than the richest third, whereas the gap was negligible for men. 

The study's main findings:

After 18 months, women using GLP-1 drugs who start off without a job enjoy employment rates 27 percentage points higher than otherwise similar non-users. Women who start off with a job see their employment rate fall slightly, and although the data is too noisy to pick out effects on their earnings, it looks like their household income rises by 10 per cent. That second effect is a bit surprising, and possibly explained by parallel developments in these women’s love lives. Diamond estimates that GLP-1 drugs give single women a dramatic 29 percentage point increase in their chances of coupling up. On average, their new partners are richer than them, giving their household income a bump. Which could explain why a few of the women losing weight then feel able to drop out of work.

The study also points to a more disturbing consequence.

So far at least, GLP-1 drugs are disproportionately used by the rich. In Diamond’s study two-fifths of the women paid for the drugs out of pocket, at a median cost of $275 a month. Research based on Voy prescriptions shows how, adjusting for relative obesity rates, uptake is skewed towards more affluent areas. If obesity becomes an even stronger signal of economic disadvantage, the stigma attached could grow.

3. The rise of London's King's Cross area as perhaps Europe's AI capital.

Two decades ago, King’s Cross was central London’s most neglected district. Today, it is home to the main foreign outposts for several of the world’s wealthiest companies, from Big Tech giants Google and Meta to their richly funded AI challengers including OpenAI, Anthropic and Jeff Bezos’ Prometheus. AI researchers and entrepreneurs are packing out the area’s canal-side cafés so densely that venture capitalists prowling for their next deal are struggling to prevent their coffee meetings from being overheard by rivals.

For many, this resurgence can be traced back to one individual: Sir Demis Hassabis, the DeepMind co-founder and Nobel laureate who stayed in London to build his AI lab following its sale to Google in 2014 for £400mn. “Demis keeping DeepMind in London and resisting the gravitational pull of [America’s] West Coast is the most important thing that has ever happened to the London tech ecosystem,” says Tom Hulme, a tech investor at Alphabet’s GV venture capital unit... Just as PayPal helped launch the careers of a generation of Silicon Valley founders and investors including Elon Musk and Peter Thiel, a “DeepMind mafia” in London is pulling in billions of dollars to AI start-ups founded by Hassabis’s former lieutenants, including David Silver’s Ineffable Intelligence and Tim Rocktäschel at Recursive Superintelligence...

It was Hassabis’s pursuit of an “artificial general intelligence” capable of scientific research and a wide range of human tasks that in many ways kick-started the current AI boom. DeepMind’s sale to Google prompted Elon Musk to set up a research lab to counterbalance the internet group’s dominance of AI; that lab was OpenAI. DeepMind went on to make a series of AI breakthroughs including AlphaGo, which in 2016 beat the board game Go’s world champion Lee Sedol, and AlphaFold, which used deep learning to predict protein structures with superhuman speed.

King's Cross has emerged as the Canary Wharf of tech in UK, and this description is apt and underlines the continuing importance of personal interactions and connections. 

The density of AI talent in King’s Cross was why the government’s scientific research agency Aria took a “very conscious decision” to base itself there rather than Whitehall, says Pippy James, its deputy chief executive. “We were definitely inspired by Kendall Square in Boston,” she says, referring to the area surrounding MIT where Google, Microsoft and Amazon, as well as biotech companies Moderna and Novartis, have offices. “Value creation comes from those serendipitous collisions.” In recent weeks there has been a steady stream of American AI companies announcing moves into the area. OpenAI and Anthropic have signed leases for tens of thousands of square feet in King’s Cross. Others moving in include Bezos’s “physical AI” company Prometheus, Cursor, the AI coding company that recently agreed a $60bn sale to SpaceX, AI agent group Perplexity and open model developer Reflection. Google, which already has many researchers and engineers in the area, plans to start moving staff into its vast new “Platform 37” office this summer after almost a decade in development.

4. This is a striking factoid about the importance of chips now. 

With SpaceX going public, the list of the 10 most valuable US public companies is entirely made up of tech companies for the first time. Of those, three are semiconductor specialists. But with chips a key ingredient in AI, the other seven are also now all designing their own chips.

Some stats about the global chip squeeze.

... Elon Musk’s xAI to rent out spare capacity in its data centres. In recent weeks, Anthropic, Google and start-up Reflection AI have agreed to pay a total of around $2.3bn a month — or $28bn a year. This looks like a big return on Musk’s data centre investments. As of March this year, xAI’s total capital spending over its lifetime totalled $26.5bn... this surge in demand has already prompted a huge increase in supply, both of planned chipmaking capacity and newly minted chip stocks. One sign is the $600bn that memory chipmakers Samsung and SK Hynix said this week they plan to invest in Korea. Another is the $29bn that SK Hynix hopes to raise when its American depositary receipts begin trading in the US next week... TSMC has said it will boost its capital spending by as much as 37 per cent this year, as it did in 2025. But those increases follow two years of retrenchment and would leave 2026 capex only around 50 per cent higher than 2022. Contrast that with the biggest buyers of AI chips. Seven of the largest data centre operators are planning to spend an astounding $848bn this year, at least five times what they spent in 2022, according to a calculation by the newsletter Exponential View.

5. On the new bonds issued by SpaceX.

The bonds enjoyed very robust demand at the point of issuance, but some see that as a problem in itself. Allianz’s chief investment officer has described the market’s willingness to hand money over to Musk as a clear sign that we have moved from “a healthy boom, a stretched boom . . . into bubble territory”. Ominously, the bonds have weakened since they launched.

6. The AI LLMs scorecard. 

Where will Sarvam stand?

Also national scorecard.

7. The low-margin business of mobile phone assembly. Amber Industries which makes air conditioners for eight of the top 10 brands and more than a quarter of all ACs made in the country, now proposes to assemble smartphones for Oppo. 

Now, the company plans to sub-lease a part of Oppo India’s factory in Noida, set up SMT lines, and start assembling phones there... But smartphone assembly is one of the toughest businesses in electronics manufacturing... The target is to eventually assemble about a fifth of Oppo India’s volumes, scaling from roughly 8 million handsets in the first year to nearly 15 million in the second... Amber expects Ebitda margins of 1.5–2%, excluding benefits from the government’s production-linked incentive (PLI) scheme. That’s well below the 8.8% Ebitda margin generated by its broader electronics business in FY26, and the 7.1% operating margin recorded by its AC-heavy consumer-durables segment... Take Dixon, for instance. The company already accounts for nearly one-fifth of India’s smartphone output. Even at that scale, smartphone assembly, aided by PLI incentives, generates Ebitda margins of only about 3%.

8. AI boom compared with historical episodes.

9. On the rise of non-compete clauses in OECD countries and their adverse impact on productivity.

About 30 per cent of employers surveyed by the OECD said they had increased their use of the clauses in the past five years... It estimates that a 10 percentage-point increase in the prevalence of non-compete clauses in an industry was associated with a 1.9 per cent decline in the level of labour productivity, with workers stuck in sub-optimal jobs and firms less able to gain new skills. In many countries, non-competes have spread into parts of the labour market where the original justification of protecting sensitive information and firm-specific information is “weak or absent”, the research found, pointing to their use among entry-level fast-food staff in the US, manual workers in Italy and childcare workers or yoga instructors in Australia.

10. The market concentration in DRAM chips.

A market in which a monopolist owns 100 per cent gets an HHI of 10,000, a duopoly scores above 5,000, and a perfectly competitive market approaches zero... The US DoJ considers anything between 1,000 and 1,800 points to be “moderately concentrated”. Per Counterpoint Research, as of the first quarter of 2026 the memory market is 38 per cent Samsung (South Korea), 29 per cent SK Hynix (South Korea), 22 per cent Micron (US), 8 per cent CXMT (China), 2 per cent Nanya (Taiwan), and 1 per cent everyone else. This gives us an HHI of 2,838... Both Samsung and SK are two of Korea’s largest conglomerates (the so-called chaebols) which benefit from cosy relations with the state, so viewing them as fierce competitors in the same memory market might be wrong-minded in this case... And if the two companies function as a single economic entity in the global DRAM market, we should probably count them together for HHI purposes. And doing this we get a much higher HHI reading of 5,042. That’s above 5,000 —the HHI of a perfect duopoly.

11. China’s excess capacity in manufacturing requires something similar to what was done by the former Prime Minister Zhu Rongji. 

In the late 1990s and early 2000s… under Zhu’s slogan of “zhua da, fang xiao” or “grasp the large, let go of the small”, Beijing retained its grip on key strategic industries while relinquishing control of a vast sea of smaller companies and factories…Thousands of mines, steel mills and other industrial sites were shut for good. An estimated 30mn to 40mn workers lost their jobs. The process was deemed painful but necessary: not only in setting up China’s accession to the World Trade Organization in 2001, but in freeing Beijing from supporting uneconomic industries… 

Over the past 15 years, as China’s share of global manufacturing surged to around one-third, the share of lossmaking industrial businesses jumped from about 10 per cent in 2010 to nearly 25 per cent last year, according to the MERICS China Overcapacities Monitor. This dynamic exists across everything from steel and cement to cars, computer chips and robots. Take the automotive sector for example. Domestic car sales last year totalled 23.9mn against estimated production capacity of 45mn to 50mn. Sales are highly concentrated among a clutch of leading companies. According to HSBC, more than 70 per cent of EV sales — including plug-in hybrids — are being soaked up by 10 brands, leaving 47 others jostling for the remainder. In the shrinking market for petrol and diesel cars, 10 brands have about 70 per cent of sales and 73 others compete for the rest.

12. South Korean capitalism and windfall profits sharing - SK Hynix and Samsung edition.

Soaring global demand for high-bandwidth memory chips used in AI systems has propelled SK Hynix and Samsung Electronics to record earnings. This week Samsung announced quarterly operating profit of Won89.4tn ($59.7bn). The windfall is being shared with employees. Last September, SK Hynix agreed to pay workers 10 per cent of annual operating profits for a period of 10 years. Samsung followed with a similar arrangement in May after its union threatened strike action. With both firms expected to earn hundreds of billions of dollars this year, average bonus payouts per memory chip worker could reach about Won600mn ($400,000) at Samsung and even more at SK Hynix. Such amounts are staggering in a country where the average worker earns Won50.6mn per year, according to Korea Enterprises Federation data. 

The Bank of Korea has warned of potential inflationary pressure as a result, and towns where many semiconductor workers live are undergoing property price jumps. Competition is intensifying for places at universities offering semiconductor “contract” programmes that guarantee jobs at Samsung Electronics or SK Hynix upon graduation. Admission scores required for some such courses now exceed the average for natural sciences at Seoul National University, the country’s top-ranked university, and are just below those needed for medicine... The boom is also reshaping Korea’s marriage market. Matchmaking agencies, which are known for using meticulously harsh metrics to rank clients, are now giving higher points to chip workers.

13. Data centres are consuming massive amounts of power and water.

Data hubs already devour more electricity globally than all but 10 countries. About 448 terawatt hours last year if you’re interested. The AI boom means that amount is on track to roughly double within four years... By 2030, they could be using enough water to meet the basic needs of all 1.3bn sub-Saharan Africans for a year, UN researchers estimate.

And it is provoking backlashes. Sample this from the US.

An unprecedented 75 US data centre projects worth around $130bn were blocked or delayed in the first three months of this year, nearly as many as in the whole of 2025, says the Data Center Watch research group. It reckons active opposition group numbers have grown from 396 at the end of 2025 to 833 by the end of March.

14. The Strait of Hormuz squeeze was not as bad as earlier episodes. 

15. Transformers are at the heart of power transmission, distribution, and use. Thanks to the AI and data centre boom, transformer prices have gone over the roof.

Specialist electrical steel — essential for transformer cores — is produced by only a handful of global suppliers, many of whom are struggling to keep up with the surge in demand. Market growth, price volatility and limited mining capacity have also strained supplies of copper, crucial to the conductivity of windingsaround a device’s core. But one of the most acute bottlenecks is the shortage of skilled workers needed to carry out complex, labour-intensive manufacturing tasks...

With up to 80,000 different designs, most transformers still have to be built largely to order, taking three to six months to make. The most demanding stage is the windings, when copper wire is applied around a transformer’s core — a “beautiful” process, according to Bruno Melles, an engineer now leading Hitachi’s global transformer business. Each winding is unique and is “still a human manual activity that we’re very proud of”, he says. The number and pattern of these windings dictate voltage — fewer turns lead to lower voltage while higher-voltage devices can have multiple windings stretching hundreds of kilometres. Once complete, the assembly is placed in a protective outer metal shell, where oil acts to insulate and cool the device...

The world’s biggest transformer manufacturers have reported tens of billions of dollars in backlogs in the first quarter of 2026... US developers are turning to imports. The EU, Mexico, South Korea and Brazil are the biggest suppliers of power transformers to the US, together accounting for more than three-quarters of imports by value last year.

Into this mix come innovations in the form of modular solid-state transformers that use modern power electronics and respond dynamically to changing power needs, enabling real-time monitoring and control (which legacy transformers with their steel and copper cannot do). 

Weekend reading links

1. New research by Emma Harrington, Natalia Emanuel, and Amanda Pallais shows that remote work is adversely impacting mental health. They paraphrase Robert Putnam to argue that Americans "typing alone" brings serious social consequences. 

In 2024, nearly 80 percent of workers said they would be happiest if they could work remotely... Surveys of over half a million Americans from the last decade and a half revealed an uncomfortable truth: Despite its advantages, remote work has significantly deepened Americans’ isolation and distress. Our estimates indicate that remote work explains a third of the deterioration in mental health between 2011 and 2024... Our study compares workers in jobs that could be done remotely, such as finance and software engineering, with workers in jobs that must be done in person. People in remote-capable jobs worked from home three times as often in 2024 as in 2019. As they did, their days became far more solitary. Eighty-four percent of remote workers spend their workday entirely alone. Over half report feeling less connected to their colleagues. Even when communicating online, people working from home receive less feedback from their co-workers and contact fewer people outside their immediate teams.

These workers did not compensate by socializing more outside work. More days passed with no social contact of any kind... In one study, when commuters were instructed to connect with a stranger near them, they reported being happier than those who continued in silence as usual, much to their own surprise. With fewer social encounters, workers in jobs that can be remote saw steeper increases in distress, mental health visits and prescriptions for antidepressants than other workers did... The pain was not evenly shared. People who lived with their spouse and kids saw their mental health hold fairly steady, while those who lived alone experienced a 20 percent decrease in mental well-being. Overall, we found that the rise of remote work increased distress by 7 percent, which accounts for a third of the total increase over the 13-year period we measured.

They argue that face-to-face time with colleagues has no substitute.

2. Katie Martin points to the different ways in which bonds and equities are reacting to Trump policies.

US government bonds, or Treasuries, have never recovered from the drop in price they suffered around the start of the war. Investors in this market, who broadly consider themselves a more cerebral bunch than those in stocks, never bought the hints of a ceasefire with Iran. Bond prices have still not returned to square one, leaving borrowing costs markedly higher. With the prospect of interest rate rises ahead to douse inflation pressures exacerbated by the Iran war, and relentless more borrowing, this is likely to remain the case for some time.

3. As AI threatens to bring down India's tech sector, this is a good article.

On the whole, Indian IT companies spent around 3.7 per cent of their total revenue on R&D in the year that the report covered. This is minuscule compared to around 15 to 25 per cent that Silicon Valley companies spend on R&D. The top IT companies are laggards of first order. For example, in 2022-23, Infosys spent just 0.9 per cent of its total revenue on R&D. The figure for TCS was 1.30 per cent. For Wipro it was 0.5 per cent while for HCL it was 1.60 per cent. The other big companies don’t fare all too well. Reliance, a giant in every way, spent only 0.53 per cent of its total turnover on R&D in 2022-23. Tata Steel is at 0.67 per cent. Maruti Suzuki spent 0.65 per cent on R&D.

4. Indian markets have more to fall before they become competitive.

The FPI outflows have tracked the decline of rupee, feeding a self-fulfilling cycle.

5. The costs of RBI's FCNR (B) deposits and foreign currency borrowing schemes. 

If the scheme were to attract $50 billion of FCNR (B) deposits and $20 billion of foreign borrowing by banks and public-sector enterprises, the mark-to-market loss on the RBI’s swap position could approach ₹64,000 crore at current market prices, besides increasing the RBI’s balance-sheet risk. This is not merely an accounting cost. The subsidy is real and will be monetised by participating non-resident Indians (NRIs), banks and borrowers.   

Large Indian banks are raising five-year FCNR (B) deposits in dollars at 6 per cent. Their attractiveness is evident from the willingness of overseas banks to lend against the same deposits at around 5 per cent. This, in turn, will allow wealthy NRIs to achieve double-digit leveraged dollar returns against India cross-border risk. Indian banks can further transform the FCNR (B) deposits into clean five-year rupee funding at around 6.4 per cent, below comparable government bond yields.

Will the RBI regret having offered the FCNR (B) deposits to NRIs?

Banks are being permitted to offer leverage to NRIs. The currency risk on such deposits will be borne by the RBI. As reported by this newspaper, State Bank of India is offering leverage of up to nine times on deposits of more than $1 million. Calculations indicate that this could translate into returns of over 14 per cent. Other banks are likely to come up with similar schemes for NRIs.

Banks are competing aggressively for FCNR (B), and are also offering leverage to increase returns.  

6. A new large-scale survey experiment of EU companies shows that firms substantially underestimate competitors' current AI investment, and when updated about their competitors' future AI investment plans they increase their own AI investment plans in a statistically significant manner. But this effect, while strong for domestic peers, is weak for information on foreign peers. 

We documented large underestimation of competitor AI investment, substantial belief updating in response to information, and a clear asymmetry in how firms react to domestic versus foreign competition... A 1 pp increase in the expected share of domestic peers investing in AI raises a firm's own expected AI investment rate by 0.570 pp. These complementarities are absent across borders: the effect of an increase in the expected share of foreign peers investing in AI on a firm's own expected AI investment rate is statistically insignificant... Firms update both domestic and foreign beliefs when informed, but their own expected AI investment rate responds primarily to domestic posterior beliefs. These findings suggest that strategic complementarities in innovation weaken with distance, broadly understood to include not only geography but also informational, cultural, and market frictions... This asymmetry helps explain why AI diffusion may remain geographically uneven, even within an integrated economic area like Europe. While firms may observe and learn from foreign competitors, their behavioral response to such foreign signals is much weaker compared to domestic competitors.

7. Aswath Damodaran makes a great point about hedge funds, private equity, and private credit - all niche businesses which had a role, but have vastly overextended themselves and set themselves up for failure. 

Each one began as a genuinely good niche business solving a real problem. Hedge funds 30 years ago produced positive alpha, beating passive investing by 3 to 5 percent annually. Today they look like expensive mutual funds, underperforming passive by roughly 1.5 percent. Private equity started as a focused, disciplined strategy for a small set of operators and has grown into a sprawling category that now struggles to deliver the returns that justified its emergence. Private credit had a legitimate original purpose, which was lending to borrowers that banks structurally could not serve. What killed each of these businesses was the same disease. Overreach. A $200 billion niche business gets sold as a $20 trillion opportunity. When that scaling happens, sloppiness follows, bad actors enter the space, and the average quality of every participant deteriorates. The original alpha disappears not because the strategy stopped working, but because too much money chased too few good deals. The danger with private credit is far more severe than the parallel problems in private equity and hedge funds. Equity investors take their losses and move on. Lending businesses, when they overreach, take others down with them. Banks. Pensions. Insurance companies. Sovereign wealth funds. The systemic linkages run far deeper than most participants understand, and the social costs of a real default cycle in private credit would extend well beyond the funds themselves.

8. Friedrich Merz initiates measures to address Germany's rising pension burden, which took up 41% of all federal government welfare spending in 2024. The proposals came from a bipartisan committee of MPs who were appointed to examine and make suggestions. 

Germany’s pay-as-you-go system is facing widening deficits, with 16.5mn baby boomers retiring by 2036 and only 12.5mn new workers joining the workforce, according to the Cologne Institute for Economic Research. The government in 2024 paid €118bn to plug holes in the system, or about a quarter of the total federal budget. That share could double to 50 per cent within the next two decades, according to economists... Under the proposal, a compulsory individual contribution of 2 per cent of salaries would “be managed centrally and invested in capital markets”... The move would be a novelty for risk-averse and cash-loving Germans, who have been more reluctant than European peers to embrace capital markets to invest their large savings... Other recommendations include linking the statutory retirement age — currently 67 — to the country’s life expectancy and withdrawing early-retirement incentives. For every year gained, people should work eight months longer, the commission proposed. The experts also suggested raising the age — currently 64 — at which people who have made contributions for 45 years are able to go into retirement with their full pensions. Unions are likely to oppose the measure.

9. India has been a laggard in attracting FDI.

10. Ten years on, Brexit has turned to 'Bregret'!

The Brexiteers persuaded a small majority — the vote was 52 percent to 48 percent — that Britain could throw out the austerity that had followed the 2008 global financial crash, reverse the hollowing out of well-paid manufacturing jobs and trade freely and profitably on international markets. Immigrants who had flocked to Britain from Eastern and Central Europe would be sent home. Europe merely held Britain back, and to choose to leave was to believe, as Britons had before, that the nation was meant for more... 

It was, of course, a fantasy... The economy has stalled and trade has shrunk. Britain is poorer than it might have been. Its gross domestic product is at least 4 percent — but could be as much as 8 percent — lower, according to independent calculations, while business investment is more than 10 percent lower. It added new frictions to the lives of Britons: new border checks when traveling to E.U. countries, stricter residency rules for living there, fewer opportunities for students to study abroad. Even just using a cellphone while “roaming” often costs more than it used to. There have been other costs, one of them a weakening of the glue between the nations of the United Kingdom itself. The referendum result was more a statement of English than of British nationalism — majorities in Scotland and Northern Ireland voted to remain. Forced to leave, Scottish nationalists claimed stronger cause to promote their case for full independence from England, and the complex political arrangements for Northern Ireland needed to protect the Good Friday peace agreement between Irish nationalists and British unionists in the province have weakened the cause of the unionists.

Rather than a newly independent Britain cutting a swath on the international stage, economic realities forced cuts in spending on foreign aid and diplomacy. The hopes among Brexiteers for a new Anglosphere, adding the English-speaking Commonwealth nations of Canada, Australia and New Zealand to Britain’s “special relationship” with the United States, turned to dust, and Britain’s privileged place in Washington was lost to Mr. Trump’s disdain for traditional alliances.

11. Fascinating graphic that maps the values of AI models.

The models’ answers, in English, on topics ranging from political petitions to God, suggest values that are different from those of most people. In fact, the models are often more extreme than the average respondent in every country included in the polling. On the survey’s “cultural map”, " AI models fall overwhelmingly into the quadrant populated by rich countries. The worldview of GPT models, created by OpenAI, is more secular than any country on earth (see chart 1). Gemini models, made by Google, place more weight on individual freedom (for example, “homosexuality is justifiable”) than people do anywhere. No model reflects the worldviews of most African or Muslim countries.

12. The Economist looks at the issue of popular backlash against AI. This scenario in particular is important.

Scenarios in which some countries give in to popular rage but others forge ahead are also worrying. If America succumbs, it could cede the global ai frontier, and the attendant cyber and military capabilities, to authoritarian China. Europe and Canada are more risk-averse than America. If they choked off ai while the rest of the world kept pushing forward, their losses could be unrecoverable. More than two centuries after the Industrial Revolution, few countries have managed to catch up with the first movers.

13. Rolex SA is a profit-making company with $12-13 bn in revenues and $3-4 bn in profits whose ultimate owner is a spiritual holding company (SHC), a charitable trust called the Hans Wildorf Foundation. Rolex SA has no public shareholders, investors, or owning family, and has been so since 1960. A similar example is Robert Bosch GmbH, the German engineering giant, which has 94% ownership by the Robert Bosch Foundation (SHC) holds 94 per cent and the Bosch family the rest. In both cases, the management and ownership have been clearly separated.

Weekend reading links

1. PE firms sitting on $4 trillion of unsold assets, on investments largely made between 2020 and 2022 when rates were slashed to zero, are finding creative ways to offload them. Sample this

Blackstone is marketing a so-called collateralised fund obligation that will bundle more than $2bn of stakes in leveraged buyout funds into bonds to sell to investors and insurers, according to people familiar with the matter. The deal would provide an infusion of cash to investors in a Blackstone Strategic Partners fund, the firm’s unit that invests in other private equity groups’ funds. It is unclear if Blackstone will ultimately go ahead with the securitisation or seek to sell the stakes in a secondary transaction, one person briefed on the matter said... The vehicles, which are sliced and diced to give investors exposure to different levels of risk and return, have boomed. Issuance of CFOs soared to a record of $25.9bn last year from a modest $4.8bn in 2021, according to credit rating agency KBRA.

2. This is a brilliant articulation of the problem with articulating something purely in terms of absolute numbers and aggregates.

In his novel Hard Times, Charles Dickens described a girl called Sissy, who was having a terrible time in her lessons. Her schoolmaster told her to imagine that her schoolroom was a nation in possession of “fifty millions of money”. Wouldn’t that mean it was a prosperous and thriving state? “I said I didn’t know,” she relayed afterwards to a friend. “I thought I couldn’t know whether it was a prosperous nation or not, and whether I was in a thriving state or not, unless I knew who had got the money, and whether any of it was mine. But that had nothing to do with it. It was not in the figures at all.”

3. Interesting story about how old companies are reinventing themselves to profit from the AI-boom.

AI servers must be more tightly linked together, increasing the need for advanced cabling and optics. Shares in Corning, the 175-year-old inventor of Pyrex glass that also supplies screens for Apple’s iPhones, have increased by more than 270 per cent in the past year after it signed deals with Meta and Nvidia to supply optical fibre cabling to AI data centres. The vast amounts of electricity needed for AI training are also fuelling demand for specialised power management, high-voltage electronics and cooling technologies. This has led to big interest in traditional suppliers of electrical equipment, typically deployed in residential and industrial projects. Eaton, an Ohio-based power management company, received 240 per cent more data centre orders in Q1 this year...

 

French electrical equipment maker Legrand has doubled its revenues this decade with half of the growth coming from data centres, which now make up more than a quarter of its turnover. Air conditioning and liquid cooling — using water to stop chips from overheating — are in demand too. Shares in AC maker Comfort Systems USA have shot up 260 per cent over the past year, while Schneider Electric bought a stake in data centre liquid cooling specialist Motivair for $850mn last year. Utilities are rushing to supply AI companies with power — including Spain’s Iberdrola, a leading supplier of power contracts to tech groups in Europe, according to Pexapark data, and Entergy in the US, whose share price hit a record high after a $10bn deal with Meta... Several generator and engine companies have also pivoted to supplying data centres, including Caterpillar, Boeing supplier Howmet Aerospace, Finnish ship engine maker Wärtsilä and Baker Hughes, which formerly focused on oilfield services.

4. China demographics facts of the week.

This year’s cohort of gaokao-takers were mostly born in 2008, a year of 16.1m births. By 2025 births had more than halved, to just 7.9m. The demographic cliff is already visible in nurseries, which saw pupil numbers plummet from 46m to 32m between 2022 and 2025. Numbers in primary schools have also started to thin. Inevitably, over time, secondary schools and then colleges will follow.

And technology adoption

A survey of 322,000 students last year by the China National Academy of Educational Sciences, a state-affiliated think-tank, found that 85.6% of them had already tried using AI to complete their homework. On popular apps such as Zuoyebang (“Homework Help”) and Yuanfudao (“Ape Tutoring”), pupils snap photos of questions and ai walks them through the solutions. (Teachers are using similar technologies to help mark homework.)

5. Public moods on the role of government in the UK - 70% support nationalising energy and 82% water.

Rail subsidies have been rising, £12bn in operational support in 2024-25, up in real terms from £2bn in 2000-01. 

6. Indian economy facts of the week.

The World Trade Organization data show that for non-agricultural goods, the share of tariff lines in the category 10-15 per cent increased sharply from 1.4 per cent to 33.5 per cent between 2014 and 2024 and for the tariff category 15-25 per cent from 1.7 per cent to 14.9 per cent, while the share of tariff lines in the category 0-10 per cent fell steeply from 90.5 per cent to 42.5 per cent over the same period.

7. From Thomas Astbridge's book on the Black Death 

In its most intense phase, from 1347 to 1353, the Black Death killed more than 100mn people, or about half the population in the areas infected, Asbridge estimates. This makes it more lethal than two other great pandemics — the 6th-century Plague of Justinian in the Mediterranean and the pestilence that swept across Asia from the mid-19th century until the aftermath of the second world war — and far worse than Covid-19 in our times... Asbridge demonstrates that the Black Death was probably more devastating in cities such as Cairo and Damascus than in, say, Constantinople or Florence. In Cairo, a metropolis of 500,000 people, almost 10 times larger than London’s population, perhaps 250,000 died, Asbridge suggests.

8. On the role of luck in football tournaments.

According to one study of historical matches, the chances of the team with the worse record winning was 45 per cent in football, compared with just 36 per cent in America’s National Football League. (Yes, this pep talk has statistics. Bite me.) The knockout structure raises the role of chance, as just one dodgy penalty can crash a team out of the competition. According to numbers crunched by James Tozer of Prospect, a sports analytics company, betting odds gave the top four teams in the most recent Premier League a combined 89 per cent chance of winning (after adjusting for bookies’ ability to take advantage of fans’ optimism that their team would win). In the World Cup an upset is more likely, as that figure is only 48 per cent.

9. Aldi effect, as the discount grocery retailer seeks to expand aggressively, as it envisages 4000 stores at an investment of $9 billion in a US market where consumers are facing higher prices due to persistent inflation.

Credit card data analysed by the bank found that when an Aldi store opened, it shaved an average of one percentage point off annual sales from competitors within a 10-mile radius... Aldi prospered in postwar Germany under brothers Karl and Theo Albrecht before a disagreement led to a split in the 1960s. One offshoot, Aldi Süd, oversees Aldi’s US business after opening the first store in Iowa in 1976. The other, Aldi Nord, owns the quirky US grocer Trader Joe’s. The discounter’s stores are austere places with only about six staff on duty. They are designed for maximum efficiency: groceries are shelved without leaving their cardboard shipping trays and oversized bar codes are printed on packing so checkout operators can scan at pace. Customers must deposit a coin to obtain a shopping trolley, which is refunded if they return it. Operating cost savings fund the chain’s low prices... Aldi’s compact stores, which stock only about 2,000 product lines, are often located near competitors such as Walmart, whose large-format stores carry about 120,000 products, including low-priced groceries.

10. Andhra Pradesh shrimp production facts.

India exports approximately 8 lakh tonnes of shrimp a year, with Andhra Pradesh accounting for over 60 percent of production. The state accounts for 80 percent of the country’s shrimp exports and 34 percent of marine exports, valued at around Rs 21,246 crore annually. The state has 2.5 lakh aqua farmer families, of which 2 lakh are small and medium farmers. Another 30 lakh people depend on allied sectors. According to the Union Ministry of Commerce and Industry, India exported a record 17,81,602 MT of seafood worth US$ 7.38 billion (Rs 60,523.89 crore) in 2023-24, of which frozen shrimp alone accounted for 92 percent — a significant share from Andhra Pradesh.

11. India's PPP pioneers

GVK’s 216-megawatt (Mw) Jegurupadu plant became an early proof-of-concept under a power purchase agreement. IL&FS built a 12-km toll road between Rau and Pithampur in Madhya Pradesh, marking India’s first private toll concession.

12. This is a true success story for the Indian economy.

Between 2020 and 2026 the number of Indian retail investors rose from around 40m to 130m.

Weekend reading links

1. Europe too has its chokepoints over China and the US.

A group of experts called the Geostrategic Europe Taskforce last week published a report which “identifies 41 critical chokepoints where China depends on the EU for more than 80 per cent of its imports, and 67 such dependencies for the United States. These span essential inputs including insulin, pharmaceutical intermediates, medical technologies, and specialised machinery for agriculture, paper production, and industrial processing.” And the German economic think-tank Dezernat Zukunft has also just released a study highlighting that “Europe has more cards than it thinks. We control 80 per cent of US uranium imports. Siemens dominates the turbines US data centres desperately need.”

2. US and Western VCs are struggling to exit their China investments.

Ten of the biggest buyout firms with investments in China including KKR, Blackstone and CVC had zero publicly disclosed complete divestments from mainland Chinese portfolio companies in 2025, according to data from providers PitchBook and Dealogic.

3. Declining attention spans.

A 2022 survey by King’s College London found that 49 per cent of UK adults feel their attention span is shorter than it used to be. Forty-seven per cent feel “deep thinking” has become a thing of the past. Studies that monitor people’s attention in their real-world environment show that since 2004, the average time people stay focused on a single task has dropped from about 2.5 minutes to roughly 47 seconds, according to data tracked in Attention Span, a book by Gloria Mark, professor of informatics at the University of California, Irvine.

4. South Korean stock markets rose 76% last year to become the best-performing major market. 

Retail investors have bought a net Won6.3tn ($4.3bn) of locally listed stocks since the start of 2026, according to Korea Exchange, the country’s securities market operator. In addition, they have pumped Won13tn into Korean ETFs, helping boost the benchmark Kospi by 35 per cent this year and making it one of the world’s best-performing stock market indices for the second year running... The number of individual active stock trading accounts in Korea topped 100mn for the first time last month — the equivalent of roughly two accounts for every member of the population. Deposits held at retail brokerages, reserved for stock purchases, hit a record Won103tn this month, up from Won87tn at the end of last year. Margin balances (the funds investors have borrowed from brokerages to buy stocks) have also surged to a record at Won31.5tn.

5. The MAGA right and progressive left converge in their opposition to emerging AI trends.

AI opposition spans the political spectrum. Democrat Senators Bernie Sanders and Elizabeth Warren warn against corporate power concentration and job displacement, while Maga strategist Steve Bannon and Republican Senator Josh Hawley spread warnings about the dangers of empowering tech billionaires... The list of grievances being raised against AI is varied. At the local level, communities are fighting the construction of data centres that they worry will disrupt resources such as water, land and electricity... Meanwhile, in Hollywood, celebrities have launched the “Stealing Isn’t Innovation” campaign against the use of creative work for AI training, and parents, along with 37 state attorneys-general, are pressing for accountability after Grok, xAI’s chatbot, facilitated the generation of non-consensual nude images of women and children.

6. China announces restrictions on exports of rare earth magnets and other critical minerals, in the guide of "dual-use materials", to dozens of Japanese companies, especially vehicle makers.

7. Contrary to Elon Musk's claims that space-based data centres are three years away, they may be decades away.

Google’s satellite-based data centre initiative, Project Suncatcher, estimates that launch costs would need to fall below $200 per kilogramme (a sevenfold reduction from current levels) before this becomes economically viable. That threshold isn’t expected until the mid-2030s. Even if costs do fall, the components required — including radiation-hardened servers, on-orbit communications infrastructure and in-space servicing capabilities — do not yet exist at commercial scale. Adding to the conundrum, orbital data centres turn routine IT management into a complex space systems problem. On Earth, a failed server can be replaced in minutes. In orbit, that task requires either sophisticated in-space servicing or acceptance of degrading performance and stranded capital that becomes orbital debris as components age and fail. Burning satellites up when they become obsolete is not environmentally neutral: the process injects metal particles into the upper atmosphere where they can affect winds, temperatures and ozone chemistry.

8. On the importance of manufacturing for national economic development.

Most successful development stories — from Britain’s Industrial Revolution to South Korea’s transformation to China’s ascent — have run through the factory floor. Manufacturing drives productivity through economies of scale that services struggle to replicate. It generates innovation spillovers that ripple through entire economies. It enables countries to access global markets at a scale services cannot match. And contrary to fears about automation eliminating manufacturing jobs, countries like China demonstrate that manufacturing can absorb hundreds of millions of workers even as robots proliferate... Digital platforms, financial services, and business process outsourcing... cannot replace manufacturing’s role as the engine of sustained productivity growth and structural transformation...

Between 1750 and 1950, the West’s establishment as the world’s economic hegemon was fundamentally a process of becoming the world’s manufacturing hegemon. Since 1950, this pattern has persisted with remarkable consistency. A World Bank study published in 2008 identified 13 countries that sustained annual growth rates of 7% or higher for a period of 25 years or longer. Among these growth miracles, only two — Botswana and Oman, both small countries with highly idiosyncratic economic structures — achieved this without manufacturing-led development... recent data by the UN Industrial Development Organisation (UNIDO) arrive at similar conclusions. In their Industrial Development Report 2026, they highlight that 64% of growth episodes over the last 50 years can be directly attributed to manufacturing... Manufacturing firms spend heavily on research and development (R&D), generating strong innovation spillovers throughout the economy. In fact, manufacturing is attributed to 53% of global R&D activity. Manufacturing provides the material foundation for innovation, creates demand for new technologies, and enables the accumulation of productive capabilities that underpin further innovation.

9. Britain has a peculiar worsening trend in graduate fortunes. 

10. Good illustration of how regulations may be stifling European business environment. From Pieter Garciano

The whole point of the AI Act, is to create an extremely consistent and level playing field across all of Europe to allow like companies to face a much larger market straight away. The problem is that because of directives, the actual enforcement of a given law is left to the member state and the member states are ordered to create their own regulatory bodies. So for example, in the case of the AI Act, every single member state is ordered to have a notifying authority and an enforcement authority... these different regulators, they talk to each other, but they’re not necessarily forced to agree with each other... And so you have cases where the Irish regulations happened with GDPR, the Irish Data Protection Authority said to Meta, this is excellent. You can do X or Y. And then the Austrian and German data protection authorities disagreed and then fine Meta billions of euros. And so, this is a case where the law, even if you agree with the intent of the law, the way it’s currently being executed, which is through directives, makes it so that you’re going to always get an extremely high friction and fragmented regulatory system... They currently have, I think the count is between these four laws, they’ve created 270 different tech regulators... And that of course has really distortionary effects as well for what kind of basically very large fixed cost. And so if you’re a large company, if you’re a Google or a Meta, you have a thousand guys in your Brussels compliance office and they’re really good at this. But if you’re a smaller company, then you actually really struggle with figuring out what the 270 different bodies want you to do.

European regulators have been influenced by beliefs against big corporations and their market power, which explains both their anti-trust actions against Big Tech and refusal to approve European mergers like those between Siemens and Alstom.  

11. China is leading the race for humanoid robots, including those which resemble human beings and mimic their facial expressions while talking. This is a real advance.

Galbot’s silvery humanoid folds T-shirts, retrieves a bottle of water from a shelf and rolls walnuts about in its hands. Developing multifunctional hands has been a major challenge for robot makers, requiring advanced sensitivity and a high density of mechanical components. The Beijing-based company says its robots can be used for household tasks or in retail contexts such as shops and pharmacies... Galbot, backed by Chinese battery giant CATL, also showed its humanoid picking up irregular shards of broken glass, suggesting “integration of perception, grasp planning, and controlled force and precision, differentiating the performance from purely staged movement”, according to analysts at Morgan Stanley.

12. Is the National Green Tribunal (NGT), the primary appellate authority against orders of the Ministries of Environment of state and central governments, becoming a captive of ease of doing business?

Between 2020 and 2025, of the 329 appeals filed by citizens and activists against the grant of clearances by the Government, only in 20% (65 cases), did the NGT rule in favour of the appeal. Conversely, when the project’s proponents appealed against the denial of clearances by the government, in nearly 80% (126 of 160) of the cases, they secured relief. This is not a historical norm. Data from 2016-2019 shows a more balanced era where relief for both sides hovered between 18% and 31%. This pro-project trend has accelerated sharply in the last 24 months. Between 2024 and 2025, only 7% of appeals challenging clearances were successful. In contrast, 88% of industry-led appeals against clearance rejections got relief... of the 264 unsuccessful citizen appeals during 2020–2025, a significant portion was dismissed on technical grounds, labelled “time-barred” for more than 90 days delay in filing. The rest were dismissed as “not tenable,” or lacking “any merit.”

13. Excellent article by Richard Hurowitz on how gum arabic, a sap that comes from the acacia tree, is fuelling the civil war in Sudan, joining Sierra Leone's blood diamonds and DRC's cobalt in fuelling their respective civil wars. 

Found in everything from soft drinks and candy to cosmetics and pharmaceuticals, gum arabic is a critical ingredient for Coke and Pepsi and gives an M&M its distinctive shell. Commonly listed as E414 on labels, it’s an ingredient in pet food, chewing gum, lipstick, pill capsules and throat lozenges... the groves of Sudan’s subsistence farmers produce 70-80 per cent of the global supply. And no one has yet found an effective synthetic substitute. Sudan exported some 60,000 tonnes of its “white gold” in the year prior to the conflict. It is no surprise, then, that multinationals have been stockpiling gum arabic since the civil war started... 

It is also, tragically, being used to finance what the UN has declared the world’s worst humanitarian disaster. Since April 2023, Sudan has been engulfed in a civil war between the government in Khartoum’s Sudanese Armed Forces and the rebel Rapid Support Forces. The war has drawn in foreign powers including Saudi Arabia, the UAE, Turkey, Russia and Egypt... The crisis in Sudan dwarfs any other current conflict on every measure... According to a former US envoy, over 400,000 people have died. More than 15mn have been displaced. Tens of thousands of Sudanese have been massacred, there is widespread sexual violence and a man-made famine has sent millions into starvation... Both sides have used the commodity to finance their efforts... and the SAF continues to export what it can while the RSF smuggles its supplies abroad... The RSF controls large portions of the main gum-producing regions in Darfur and Kordofan where they have looted warehouses, seized shipments and imposed fees on harvesters and traders. Tens of millions of dollars’ worth of gum arabic has been stolen, smuggled and sold to finance their military operations. At the same time, the SAF controls Port Sudan, where taxes on gum arabic exports fill its coffers with revenue.

14. The killing of Nemesio Oseguera, the leader of Mexico's Jalisco New Generation Cartel (CJNG) has once again drawn attention to Mexico’s pervasive drug gang problem.

Weekend reading links

1. On the origins of infrastructure financing in the UK.

In the summer of 1858, Britain’s parliamentarians soaked the curtains in the Palace of Westminster with lime chloride in an attempt to counter the “Great Stink” emanating from the river Thames. It failed. The prime minister demanded the Metropolitan Board of Works construct a sewerage system, legislating to allow the board to raise £3mn. This was to be repaid by a three-penny levy on all London households for 40 years. By 1900, the municipal bond market in England was about 50 per cent of the market for UK government debt. Today it is just 4.7 per cent. Back then, most infrastructure projects were not only financed by the private sector but also backed by hypothecated cash flows from money raised locally. For example, the debt for the 1892 Elan Valley Aqueduct to pipe water into Birmingham was funded by an increase in water rates on businesses and households there. So the residents of, say, Manchester were not funding infrastructure elsewhere.

2. India is marching ahead on adoption of electrotech.  

3. Germany is the poster child for central bank independence.

4. Spurred by surging data centre loads, electricity demand is rising sharply in the US.

Data centre power demand will surge from 34.7 gigawatts in 2024 to 106GW by 2035, according to BloombergNEF, a research group, equivalent to more than 80mn homes. Overall US electricity demand is forecast to jump by a quarter by 2030 and by 78 per cent by 2050, compared with 2023, according to consulting firm ICF... Between January and November, the latest month for which data is available, the cost of electricity for residential customers in the US increased by 11.5 per cent.

5. Most Indian state boards focus on memory and conceptual understanding, as opposed to analysis and application. 

6. At 16%, US after tax corporate profit margins are at historic highs.

7. Nick Bloom, Paul Mizen, Gregory Thwaites et al have an estimate of the costs of Brexit (HT: Adam Tooze)

These estimates suggest that by 2025, Brexit had reduced UK GDP by 6% to 8%, with the impact accumulating gradually over time. We estimate that investment was reduced by between 12% and 18%, employment by 3% to 4% and productivity by 3% to 4%. These large negative impacts reflect a combination of elevated uncertainty, reduced demand, diverted management time, and increased misallocation of resources from a protracted Brexit process.

8. Some data on students and migrants from Asia in the US. Even as enrolment of Chinese students has declined, that of Indian students has taken off since 2014. While Chinese students were mainly for the UG programs, Indian students have been mostly for PG studies. (HT: Adam Tooze)

Indian students dominate the workforce of computer science workers. 

Similarly, Indians dominate physicians and Filipinos dominate nursing. 

9. India has one of the lowest free floats in its equity markets.

10. Japan's public debt at 237% of GDP is way off the charts, and considerably constrains Sanae Takaichi's room to manoeuvre. 

11. Tej Parikh writes that UK's biggest economic challenge is its political instability.

The UK doesn’t have a productivity puzzle. The causes of Britain’s weak underlying growth are well known and discussed ad nauseam. Why policymakers aren’t delivering is the bigger conundrum. Instability undermines business investment, hiring and planning decisions, and absorbs the political bandwidth that could be used to address lacklustre growth... Uncertainty and slow growth weaken the appeal of UK assets too. Pound sterling and British stocks have underperformed relative to peers over the past decade. Long-term UK government borrowing costs have remained elevated compared with other G7 nations, having come under frequent selling pressure thanks to fiscal mishaps... For all the turbulence, Britain remains attractive. London remains the leading European destination for foreign direct investment. The country’s strengths in finance, university research, tech and life sciences are draws. Cheap assets add to the allure.

12. Fascinating account of China's largest hotel chain, H World, with 12,700 hotels, adding 1700 hotels in 2025, aiming for 20,000 hotels by 2030, and took in 8.3 m guests during last year's Lunar New Year holiday. As a reference, Marriot has 10,000 hotels worldwide. 

H World was launched in 2005 by Ji Qi, co-founder of online travel booking site Ctrip, after he took inspiration from the multi-brand French group Accor... Its Hanting Inn brand, a fixture of the streets of major Chinese cities, often charges well below Rmb300 ($43) a night, while mid-range Ji Hotels typically cost slightly more. H World has several other brands, while internationally it also operates German brand Steigenberger. Its franchise model mirrors an approach that other Chinese businesses have used to expand in consumer sectors from bubble tea to fast food. For the “vast majority” of its franchised hotels, H World retains a degree of control, sending in hotel managers on its own payroll under what it calls a “manachise” approach. In the US, “typically the franchisees decide almost everything . . . we think in China this would not work,” said He. “A lot of people would not abide by your rules.”

13. VC funding for India's tech startups has fallen 73% since 2021, which also coincided with the rise of Byjus.

14. Fascinating account of the Jeffrey Epstein world. 

15. Shruti Rajagopalan has a good essay on India's AI ambitions, and more. This on regulation.

The EU went first and went heavy, a binding cross-sector AI Act with tiered risk categories, compliance obligations, and a governance apparatus that could employ a small city. China took the authoritarian-efficiency route. Regulate fast, regulate specifically, and make sure the state retains control over what models can say and do. The US, characteristically, has been light touch at the federal level, leaving governance to a patchwork of executive orders, state laws, and vibes. India, with these guidelines, has landed somewhere interesting, closer to the US in its instinct to avoid a standalone AI law, but far more deliberate in articulating why it is choosing not to regulate horizontally yet. The framework’s core bet is that India’s existing legal infrastructure (the IT Act, the Digital Personal Data Protection Act, sectoral regulators like the RBI and SEBI) can handle most AI risks if enforced properly and updated where needed...

Do not regulate the technology itself, govern its applications through the regulators who already understand those domains. Build incident databases so you learn from failures instead of pretending to prevent them through preemptive compliance theater. Use “techno-legal” mechanisms (standards, system-architecture-level controls, provenance tools) so that compliance scales without armies of auditors. Create sandboxes so regulators can see what actually goes wrong before writing rules. The explicit preference for “innovation over restraint,” listed as a core principle, rejecting the EU’s precautionary posture. Both committees looked at Brussels and decided that regulating AI the way you regulate pharmaceuticals, before you know what the side effects actually are, is a bad trade for a country where AI adoption is still nascent and unevenly distributed... The liability framework it recommended is graded. The regulated entity remains liable to consumers for any losses, but first-time failures where the entity followed prescribed safeguards and reported promptly would not automatically trigger full supervisory penalties. A rigid liability regime that punishes every probabilistic error will cause institutions to constrain AI capabilities to the point of uselessness.

16. Shyam Saran writes about Marco Rubio's speech at the Munich Security Conference, describing it as an "unabashed white, racist manifesto". 

His remarks celebrated the history of conquest, exploitation, barbarity, and even ethnic cleansing, which has marked the history of Western imperialism and colonial empire-building across Asia, Africa, and Latin America. He wants this to be a source of pride and inspiration, not something to “atone for purported sins of past generations”. What is perplexing is that the history of the world after the Second World War, which is often described as an American era, is instead seen as a period of Western decline: 

“But in 1945, for the first time since the age of Columbus, it [i.e. the West] was contracting. The great western empires had entered into terminal decline accelerated by godless communist revolutions and by anti-colonial uprisings that would transform the world and drape the hammer and sickle across vast swaths of the map in the years to come.” Anti-colonial uprisings, which would include our own against British colonialism, are not celebrated as struggles for freedom and human dignity but as evidence of the abdication of the Western will to rule. Strange that this should come from a representative of a country that is celebrating 250 years of its own successful war of independence against British colonialism.

17. AI is leading to changes in software industry business models, resulting in less predictability and more uncertainty.

Software companies have, for decades, sold their wares on a “per seat” basis, where an employee gets unlimited use of a package of tools. Think of the traditional Microsoft 365 licence... In a world of AI “agents” carrying out duties autonomously, that model makes less sense. The unit of account will no longer be users but tasks completed, queries undertaken, and data “tokens” used. Sticky, predictable, year-round software-as-a-service revenue — the kind of thing that private equity firms love because it makes companies easier to load up with debt — may become an endangered species. Some are already embracing the post-seat era. Snowflake, a data management software maker, charges based on consumption, as does Databricks, an unlisted hotshot valued at $134bn, according to Crunchbase. ServiceNow is one of many working on hybrid models, where monthly fees meet pay-as-you-use add-ons... consumption-based pricing... Software companies’ predictability was an asset that contributed to high valuations.

18. Europe telecom industry facts of the day

Europe has more than 44 mobile operators that each have more than 500,000 subscribers compared with eight in the US and just four in China, according to industry group Connect Europe’s State of Digital Communications 2026 report.

19. China high-speed railway facts.

China’s railways have in recent days been ferrying about 20mn passengers a day, with half a billion train trips expected over the 40-day lunar new year period... Nearly three-quarters of passengers will travel at speeds of greater than 200kph, streaking across the country in the white and silver high-speed trains that have become a defining symbol of China’s industrial might. In December, China reached 50,000km of high-speed rail, enough track to circle the globe, compared with 8,500km in the whole of the EU as of 2023. Just over two decades after it was launched, the network now links 97 per cent of cities with populations of more than half a million... China opened its first high-speed passenger line in 2003 between Qinhuangdao and Shenyang in the north-east, with speeds of 200kph. The World Bank estimated in 2019 that China spent about $17mn to $21mn per kilometre on high-speed rail... Another 20,000km of track is planned by 2035... 

China has benefited from a combination of relatively cheap land, enormous scale, standardised designs and a permissive regulatory environment, experts say. The country’s rail project is now overseen by China State Railway Group, a huge state-owned enterprise that operates the network and helps fund new line development. The group plans to invest Rmb520bn ($75bn) this year... The group’s total liabilities have mounted to Rmb6.4tn. China State Railway reported a modest profit of Rmb11.7bn in the first three quarters of 2025, following several years of losses during the Covid-19 pandemic. Analysts said profits from the freight network helped offset losses from passenger high-speed rail. Local governments typically share the burden of building and operating the tracks. But many are struggling with their own shaky finances following the pandemic and the collapse of the property market.

20. Finally, the US Supreme Court has struck down the tariffs imposed by Donald Trump under the International Economic Emergency Powers Act. Also this.