Substack

Showing posts with label Education. Show all posts
Showing posts with label Education. Show all posts

Saturday, May 16, 2026

Weekend reading links

Germany has what may be the most diverse bread culture in the world. The official bread registry overseen by Germany’s national bread institute (yes, really) lists more than 3,000 types. Specialities include pumpernickel, Dreikornbrot (three-grain bread) and Kürbiskernbrot (pumpkin-seed bread). There are specific regional iterations of rolls: Brötchen in the north, Semmeln in the south. In German the word “bread” is partially interchangeable with “meal”—a working lunch is Pausenbrot (break-time bread), dinner is Abendbrot (evening bread). Bavarians, who always do things differently, add Brotzeit (bread time).

2. The number of Indians studying abroad has tripled in five years to 1.8 million in 2025.

3. Visakhapatnam's data centre ambitions are staggering in scale.
Andhra Pradesh has promised Google, Meta, Reliance, Tata Consultancy Services, and half a dozen others a combined 5 GW of data-centre capacity in Vizag alone. That is more than three times everything India has built in 30 years, in a city that had near-zero data-centre infrastructure six months ago... (the government) has committed to 6 GW across Andhra Pradesh in five years, a cable network twice the size of Mumbai’s, and three undersea cable-landing stations—essentially building a digital future on the eastern coast... The state’s own electricity planning documents project Vizag’s peak district demand at 2.2 GW by 2029. Google alone has applied for 2.1 GW from the local distribution company... 

Google is building a 1 GW campus across three sites: Tarluvada, Adavivaram, and the Rambilli-Atchutapuram cluster. Meta and information-and-communications-technology company Sify are reportedly building a 500 MW facility at Paradesipalem, a village 25km from the city. Reliance and alternative asset manager Brookfield’s joint venture has signed a $11 billion MoU for another GW. TCS, Adaniconnex and real-estate developer Anant Raj round out the cluster. Even if the announced 5 GW materialises, Vizag would rank among the largest data-centre clusters in the world. Northern Virginia, the global leader, sits at 6.6 GW. Beijing, London, Tokyo, Singapore—all around 2 GW each. Mumbai, India’s current data-centre capital, has around 600 MW of operational capacity.

The emerging constraint to these ambitions is power supply.

Deloitte has warned that data centres in Andhra Pradesh alone could add 2–3 GW of peak electricity demand by 2030—up to 20% of the state’s entire current peak load—risking grid instability if transmission infrastructure doesn’t keep up... The Andhra government’s Data Centre Policy 4.0 (the “4.0” a chosen suffix for most of the current TDP government’s industrial policies) offers electricity duty waivers for five years and a Re 1 per unit discount on industrial electricity tariffs for 15 years... state has committed over Rs 22,000 crore in incentives to Google alone... Vizag’s data-centre sites are on the eastern coast, far from the state’s renewable-energy generation zones in the south and west. “You would need entirely new, dedicated high-voltage transmission infrastructure. Not an upgrade to existing lines, but new corridors built from scratch,” said a former APIIC official. “In India, this typically takes years to tender and build. And I don’t see them speeding up the process for these mega projects.”

And the solution is to outsource electricity generation or sourcing to the data centre developers themselves. 

In a first for the state, it has granted a private entity, Google, a distribution company licence, allowing it to bypass the standard grid entirely and procure power directly from generators. Reliance is going further still, building its own 6 GW solar project to supply its data-centre operations... when Google contracts directly with generators at premium rates, those generators have less power to sell to the state discom at regulated prices. The discom, which still has the same demand to meet, has to make up the shortfall by either paying more on the open market (which it then recovers through higher tariffs) or simply cutting supply to consumers who have no alternative. If enough large consumers exit the grid, the discom’s revenue base shrinks while its fixed costs stay the same. Eventually, the grid gets more expensive for everyone who remains on it... The data centres planned in Vizag will operate on a hybrid model—hyperscalers will anchor the demand, local operators will build and run the physical infrastructure. Google is the end user. Adaniconnex builds the campus and co-invests in the power infrastructure. Airtel builds the cable-landing station and fibre backhaul.

4. The rise and rise of Chinese cars.

The market share of foreign firms in China has almost halved in five years, to around 30% in 2025. Moreover, in 2023 China passed Japan to become the world’s largest exporter of cars. In 2025 over 8m of its vehicles went abroad, nearly a third more than the year before. In Europe over the past five years, Chinese brands have gone from almost nowhere to nearly 9% of all sales, estimates Schmidt Automotive Research, a consultancy. Incumbents are also under siege in markets from Mexico and Brazil to Indonesia and Malaysia.
In recent weeks the State Council, or China’s cabinet, has issued two menacing decrees. One threatens trade curbs in response to actions that undermine Chinese supply chains (potentially including shifting orders to foreign factories). The other vows countermeasures against firms that apply foreign sanctions against Chinese companies, which in effect criminalises compliance with American law.

6. If the US sanctions individuals, they will be denied access to the services offered by among others, Amazon, Alphabet, Meta, Microsoft, Visa, Mastercard, Paypal, Apple, Slack, WhatsApp, Zoom, YouTube, Uber, Instagram, UPS, Fedex, Booking.com, and Expedia. FT writes about the scenario of US extending sanctions to services. 

Weaponising services would mark a clear escalation from trade disputes over goods and have huge repercussions for both sides. For decades, Europe’s economic relationship with the US has been defined by deep integration: goods flowing westward across the Atlantic, services coming back the other way. The EU’s surplus for goods in 2023 was €156.6bn; the EU’s deficit for services that same year was €108.6bn. As geopolitical tensions rise, that interdependence is seen by many EU capitals as a weakness that needs to be fortified as fast as possible.

7. A New York Fed study finds that around 90% of the Trump tariffs have been borne by US consumers and companies. 

Further, the complexity of the tariff regimes and its multitude of carve-outs means that the effective rate is lower than the headline tariff.
8. Global economic imbalances are back. Two graphics capture them starkly. The first is how China and the US represent the two sides of the problem

Global public sector indebtedness is at historic highs. 
This is a good description of the way out, though it is unlikely to happen on its own. 
As a first-best response, the Centre for Economic Policy Research’s fourth Paris Report recommends fiscal consolidation in the US, boosting household consumption in China and an increase in productive investment — modelled on former Italian premier Mario Draghi’s report — in Europe. These measures would encourage more balanced patterns of global saving and investment.

9. A ten-fold increase in export restrictions since the pandemic.

According to Global Trade Alert, the number of distortive export restrictions and bans has increased dramatically since the pandemic. Before Covid, an average of 22 export restrictions were being introduced a year. Since 2020, that average has shot up to 228.

Saturday, April 25, 2026

Weekend reading links

1. The world's food supply chain is deeply enmeshed in fossil fuels from the Gulf.
In 2024, for instance, Saudi Arabia, Oman and Qatar together supplied more than three-quarters of India’s ammonia imports and 30 per cent of Morocco’s. As a result, food production in south Asia and north Africa has become deeply dependent on Gulf nitrogen flows... About 70 per cent of the world’s ammonia is used in fertiliser production, and just under30 per cent of global ammonia exports originate in the Middle East... Roughly half of the world’s global seaborne sulphur passes through the Strait of Hormuz, with most of this produced by the Gulf’s state-owned energy companies — above all Adnoc, QatarEnergy, the Kuwait Petroleum Corporation and Saudi Aramco... Gulf countries account for 35 per cent of global urea trade; Saudi Arabia was the world’s largest urea exporter in 2024, while Oman ranked third. Monoammonium phosphate (MAP) and diammonium phosphate (DAP), two of the principal fertilisers used to supply crops with phosphorus, are also closely tied to Gulf production and export routes. In 2024, countries upstream of Hormuz accounted for 18 per cent of global MAP and DAP trade.

As Leiden University’s Christian Henderson has recently shown, Gulf countries have also become deeply enmeshed in cross-border control of large agribusiness companies throughout the Middle East as a whole. Egypt, the world’s second-largest urea exporter, offers a clear example of what this means for the production of fertiliser. A substantial share of Egypt’s export-oriented nitrogen capacity is controlled by Fertiglobe, a company in which the UAE’s Adnoc now holds a controlling stake and that claims to be the world’s largest seaborne exporter of urea and ammonia, according to its 2024 financial results. Fertiglobe’s Egyptian assets include the Egyptian Fertilizers Company, with an annual capacity of 1.7mn tonnes of urea and 0.9mn tonnes of ammonia, alongside Egypt Basic Industries Corporation, which adds another 0.7mn tonnes of ammonia. For comparison, Misr Fertilizers Production Company (MOPCO), which operates Egypt’s largest nitrogen fertiliser plant, reported 1.7mn tonnes of urea and 1.1mn tonnes of ammonia in 2024. About 44 per cent of MOPCO is owned by Saudi and UAE investment funds.

This level of dependence on the Middle East makes claims of food security ring hollow in countries like India. These countries can exercise chokeholds that can expose countries to deep vulnerabilities in their food security system. It is an area that needs to be kept in mind and diversification strategies should be pursued.

2. European luxury houses are struggling.

So far this year, nine leading European luxury stocks have lost at least a collective €140bn in market capitalisation, a bitter blow for an industry that was riding high during the first half of this decade, when LVMH was the continent’s most valuable company... The luxury sector, which supersized between 2019 and 2023, was already grappling with some hard truths before the conflict began. Middle-class shoppers who previously spent tens of billions of dollars on luxury items pulled back once their Covid-era savings and furlough payments ran out and the cost of living rose. Some 50mn luxury consumers exited the market between 2022 and 2024, according to a report by Bain, most of them aspirational shoppers who felt left behind by skyrocketing prices... the Chinese market, the motor of growth until 2023, has been hit by relatively weak consumption in the pandemic’s aftermath.   

And the problems in the Middle East will worsen matters, given that the UAE is an important market. 

3. India's contract manufacturers command much higher PE valuations than their much bigger global counterparts.

Take Dixon Technologies. Over five years, its revenue has grown nearly fivefold to about Rs 18,000 crore, helped along by the PLI scheme and by assembling for companies like Xiaomi and Google... And yet, for all that scale, the economics remain surprisingly thin. Profit margins hover around 2%. A meaningful chunk of profits comes from government incentives. More tellingly, even at this scale, Dixon still depends on imported components, external designs, and global clients. India may now assemble a significant share of the world’s smartphones, but much of the value still sits outside the factory.

What happens when PLI gets phased out?

4. Sobering statistics about higher education in general and specialised fields like Agriculture

A 2020 survey at the Tamil Nadu Agricultural University found that less than 12% of students thought of farming as a future career. Nearly 60% of students wanted to be government employees, and more than a quarter of them wanted to get into business and entrepreneurship. Only 3% said they wanted to work for private companies. And it’s not just about the students. Their goals come from practical considerations. Take the case of the University of Agricultural Sciences, Bangalore. Just a little over 16% of its total 882 students of agriculture got placed in 2023–24. It only gets slightly better in the postgraduate courses, where only 37% out of the 287 students were placed. The story is similar in other universities as well.

What does it tell us about the career prospects in specialised fields like agriculture when nearly 60% of students want to be government employees?

5. Some stock market facts on the Adani Group.

Adani Green is trading at a trailing price-to-earnings (P/E) multiple of 1,109X, compared to peer Tata Power’s 47X, according to data from market information provider Screener.in. And Adani Total Gas’s trailing P/E multiple is 473X, compared to Indraprastha Gas’ 18X... the shareholding patterns in Adani group companies... several of them shared common foreign portfolio investors (FPIs). And strangely, several of them had negligible investments in non-Adani companies. As a result, the percentage of shares effectively available for trading by the public was just about 5% in Adani Total Gas and 11% in Adani Green. The comparable figure for Indraprastha Gas is 55%, and for Tata Power, 53%... only one FPI owns more than 1% of Adani Green now, compared to 10 in December 2020. But that FPI—Asia Investment Corporation (Mauritius)—is still heavily invested in the Adani Group, with 93% of its holdings in Adani companies... LIC’s stake in multiple Adani Group companies has gone up over the last few quarters.
See also this and this on the conglomerates in the Indian economy.

6. The New Yorker essay raises the question of whether Sam Altman can be trusted.
Altman has a relentless will to power that, even among industrialists who put their names on spaceships, sets him apart. “He’s unconstrained by truth,” the board member told us. “He has two traits that are almost never seen in the same person. The first is a strong desire to please people, to be liked in any given interaction. The second is almost a sociopathic lack of concern for the consequences that may come from deceiving someone.” The board member was not the only person who, unprompted, used the word “sociopathic.” One of Altman’s batch mates in the first Y Combinator cohort was Aaron Swartz, a brilliant but troubled coder who died by suicide in 2013 and is now remembered in many tech circles as something of a sage. Not long before his death, Swartz expressed concerns about Altman to several friends. “You need to understand that Sam can never be trusted,” he told one. “He is a sociopath. He would do anything.”

This is a good portrait.

Altman is not a technical savant—according to many in his orbit, he lacks extensive expertise in coding or machine learning. Multiple engineers recalled him misusing or confusing basic technical terms. He built OpenAI, in large part, by harnessing other people’s money and technical talent. This doesn’t make him unique. It makes him a businessman. More remarkable is his ability to convince skittish engineers, investors, and a tech-skeptical public that their priorities, even when mutually exclusive, are also his priorities. When such people have tried to hinder his next move, he has often found the words to neutralize them, at least temporarily; usually, by the time they lose patience with him, he’s got what he needs. “He sets up structures that, on paper, constrain him in the future,” Wainwright, the former OpenAI researcher, said. “But then, when the future comes and it comes time to be constrained, he does away with whatever the structure was.” “He’s unbelievably persuasive. Like, Jedi mind tricks,” a tech executive who has worked with Altman said.
Guyana, a former British colony on the north-eastern flank of South America with a population of about 800,000, is undergoing rapid change following ExxonMobil’s 2015 discovery of about 11bn barrels of oil, one of the largest finds in decades. Crude production has since risen to more than 900,000 barrels per day, with consultancy Wood Mackenzie projecting that the government’s share of oil profits will total $41bn over the next five years. Between 2019 and 2024, Guyana’s GDP almost quintupled to $25bn.

8. India's trade balance sheet.

The cumulative exports (merchandise and services) during FY26 (April-March) are expected to be $860.09 billion, as compared to $825.26 billion in FY25 (April-March), an estimated growth of 4.22 per cent. A closer look reveals stagnation in merchandise exports over the last four years, with a negative CAGR (compound annual growth rate) of 0.42 per cent, while total export figures have been lifted by services exports, which grew at a CAGR of about 8.9 per cent over the same period... in April 2015, the government said that the objective of the Foreign Trade Policy 2015-20 was to double India’s share in global merchandise exports in five years. The reality is that since 2014, India’s merchandise exports have grown from $314 billion to $441 billion, a CAGR of 2.9 per cent, and India’s share in global merchandise exports has remained stuck at about 1.8 percent.

9. Ruchir Sharma points to the spectacular boom in South Korean and Taiwanese equity markets led by three semiconductor stocks - TSMC, Samsung, and SK Hynix.

Over the past year, these two nations accounted for 75 per cent of emerging market returns, and most of those gains came from just three stocks — all big makers of semiconductors... Together their profits are on track to top those of Apple, Amazon and Alphabet combined. Samsung is expected to increase operating profit more than sixfold this year to around $185bn, surpassing every member of the “Mag Seven” American companies other than Nvidia... TSMC is the most widely held stock, owned by 92 per cent of global equity funds. In comparison, Microsoft, the most widely owned US stock, is held by 84 per cent of those funds... Today, by some measures, emerging markets have grown even more concentrated than the US, with the leading five stocks accounting for a greater share of the index. While the top US stock (Nvidia) represents 8 per cent of the US index, the top EM stock (TSMC) accounts for a record 13 per cent of the EM index. In fact, based on MSCI methodology, TSMC now constitutes a larger share of the MSCI EM index than all the stocks in India put together.

10. China could boost consumption by cutting its high payroll taxes.

China levies European-level payroll taxes, creating a large wedge between the cost of employing a worker and their after-tax income — around 38 per cent. These taxes are also highly regressive, applied to income below a ceiling of three times the average wage. Payroll taxes raised 6.5 per cent of GDP in 2024, against just 1.1 per cent for personal income taxes. A dramatic, permanent payroll tax cut would therefore significantly boost consumption. It would put more money in workers’ pockets, especially lower-income workers with the highest propensity to spend. It would raise employment by lowering labour costs. And it would reduce informal labour by giving workers stronger incentives to participate in the social security system.

11. Striking facts about India's gold ownership.

Between 2011 and 2025, India imported approximately 12,670 tonnes of gold at a cumulative cost of roughly $609 billion. At the current spot price of $4,677 per ounce (as of 4 April 2026), that gold is now worth approximately $1.905 trillion. The $1.3 trillion appreciation alone exceeds India’s entire stock of foreign exchange reserves. No other asset class, government scheme, or financial product has generated comparable wealth for Indian households over this period. Data shows there is not a single year between 2011 and 2025 in which holdings have not at least doubled in value... Gold imported in 2015 for $35 billion is now worth $157 billion—a 350% gain... Even the pandemic year of 2020, when India imported just 430 tonnes at $22 billion, has returned $65 billion at today’s prices... Estimates from the World Gold Council suggest Indian households hold between 25,000 and 34,600 tonnes of gold. At today’s prices, that equates to a holding worth between $3.8 trillion and $5.2 trillion—roughly equivalent to India’s entire GDP.

12. Norway's brand equity of democracy and humanitarianism comes up against allegations of being a war profiteer due to rising oil prices, as it adds billions to its $2.2 trillion sovereign wealth fund. 

The country has earned about $140bn more in 2022 and 2023 from petroleum following Russia’s full-scale invasion of Ukraine than it did in 2021. Now, Nordea credit investment director Robert Næss has forecast Norway has earned at least an additional $8bn from the conflict in Iran, which shows no immediate signs of ending...

Norway was something of a regional laggard in terms of support to Kyiv in the early days of the Ukraine conflict, behind the Baltic states and on some metrics neighbouring Sweden and Denmark relative to the sizes of their economies. It has since somewhat caught up but its support as a percentage of GDP is still behind Estonia and Lithuania, according to the Kiel Institut’s Ukraine Support Tracker.

13. AI bests humans in table tennis.

An AI-powered robot has beaten expert table tennis players in a landmark machine-over-human triumph in a major competitive sport. The mechanical maestro, known as Ace, uses a network of cameras and AI to achieve the rapid planning and reaction times needed to compete. The invention made by Japanese tech group Sony highlights how researchers are using AI to improve robots’ ability to adapt to physical tasks they have struggled with, particularly those involving people... Ace beat three out of five elite table tennis players who had more than ten years of training, and scored 48 points versus 70 in two defeats to professionals, according to a paper published in Nature on Wednesday. The robot had improved further, Sony said: since the paper’s submission, it had played four further matches against humans, beating two elite players and winning one out of two matches against professionals. The robot handled spin and unexpected changes in trajectory caused by the ball clipping the net on its way over, the researchers said. It outscored the elite players in aces — points won directly from serve — by 16 to eight.

14. EVs make up half of car sales in China. Of the 27.8 m cars sold in China in 2025, 13.9 m were EVs accounted for 13.9 m, a steep increases from just 1.3 m five years back.

The government aims to have 28mn public charging facilities installed by the end of next year, up from 21mn at the beginning of this year. This would be enough to power about 80mn EVs (there are already more than 50mn on China’s roads). The plan targets underserved areas such as rural communities, as well as expressway service stations and public parking lots. State media estimated the three-year investment period would drive about $28bn in spending on equipment and construction. Chinese companies are also pouring billions of dollars into research aimed at improving EV range and charging speed. CATL, the world’s biggest battery maker, on Tuesday unveiled cells that power a car for 1,500km on a single charge. As battery technology and access to charging infrastructure improves, analysts expect consumers in lower-tier cities — who number in the hundreds of millions — will favour EVs.

15. India rural-urban income facts of the week.

According to the Institute for Competitiveness’ 2025 report on Income Inequality and Labour Markets in India, in 2023-24, the top 10 per cent urban income threshold of ₹44,000 was more than double the rural equivalent of ₹21,500. The top 1 per cent urban threshold of ₹90,000 was 80 per cent higher than its rural counterpart, up from 68 per cent in 2017-18. At the bottom, the urban floor of ₹6,000 was double the rural equivalent of ₹3,000, a figure that has remained flat in nominal terms over seven years.

16. Some striking graphics from a16z. The combined market cap for the 10 largest companies in the S&P is about six times larger than it was in 2015. 

Since 2023, Tech has been responsible for more than 60% of earnings growth.
While tech is big today, it’s still not nearly as big (relatively) as Transport (or Real Estate and Finance) ever were at their peaks in the 19th Century.
Finally, about 70% of today's market is in industries that were tiny or non-existent in 1900. While in 1900, the economy was basically textiles, iron, coal, steel, and tobacco, the rails to transport them, and the banks to finance them, today those sectors are a tiny fraction of the overall pie.

Saturday, April 18, 2026

Weekend reading links

 1. Net FDI from India has been negative for several months now.

2. WSJ graphics on US health care system. Cost of inpatient procedures are much higher than elsewhere.


Cost of pharmaceuticals too are much higher.
3. The rise and rise of iPhone manufacturing in India
The company assembled about 55 million iPhones in India in 2025, up from 36 million a year earlier, people familiar with the matter said, asking not to be named because the numbers aren’t public. Apple makes about 220 million to 230 million iPhones a year globally, with India’s share of the total increasing rapidly.

4. For those advocating currency depreciation as the response to a sharp increase in oil prices, Sachidanand Shukla has a cautionary note pointing to the importance of stability and credibility of the rupee.  

The allure of a depreciating exchange rate lies in its simplicity: It makes ones’ goods cheaper for foreigners. However, this is often a Faustian bargain. For many emerging and developed markets alike, the reality of a currency in freefall is not a boom in exports, but often a harsh blow to purchasing power and investor confidence. Imagine yourself in the shoes of a big global financial investor. How confident will you be in investing a billion dollars if you lose 9-10 per cent in a year due to depreciation?

On a related note, as the RBI deploys an expansive toolkit to stabilise the rupee, Rajeswari Sengupta writes that RBI has engaged strongly in the forex markets, selling over $30 bn in the spot markets in March. Its other actions were intriguing. 

It imposed regulatory restrictions —barring banks from taking positions in the offshore non-deliverable forward (NDF) market and capping their daily onshore FX exposure to $100 million each... The RBI did not merely restrict new positions; it required banks to unwind existing ones, reportedly at a cost of ₹4,000–5,000 crore. In effect, banks were penalised for actions that were fully legitimate at the time. Such retrospective costs risk undermining confidence and making banks more cautious in FX markets. Lower participation could reduce liquidity. And when liquidity dries up, currencies tend to become more volatile, not less.

5. The human cost of Israel's bombings of Lebanon.

On the day the cease-fire came into shaky effect — and most civilians across the region began to breathe a sigh of relief — Israel proceeded to launch one of the deadliest strikes on Lebanon ever, including in the heart of densely populated Beirut, without any warning. The operation, which the Israel Defense Forces sayattacked Hezbollah command centers, hit 100 targets in 10 minutes, killed over 350 people and wounded well over 1,000, many of them civilians... over the past six weeks, Israeli strikes in Lebanon continue, and have forced more than a million people from their homes and have left over 2,000 people dead and multiple villages in ruins.

6. The rise of China's export control measures.

China announced restrictions on exports 30 times between 2021 and 2025, the report by the EU Chamber of Commerce in China found, up from just 11 in the previous five years. Since 2020, Beijing had turned to “geoeconomic” controls — measures aimed at achieving geopolitical goals, it said. These include 10 that made use of global chokepoints in supply chains, such as China’s rare-earths exports, and 10 others aimed at coercing other countries using economic measures.
China has also announced sweeping new regulations to punish foreign companies that are trying to decouple their supply chains from China by increasing reliance on non-Chinese suppliers. These measures are part of the government's efforts to counter rising protectionism and decoupling from China. 
The 18-point regulations, described in state media as an effort to “prevent security risks in industrial and supply chains,” supplement the already formidable authority afforded to Chinese regulators to investigate multinational corporations for moving supply chains out of China. Under the new rules, regulators can question employees and examine corporate records during investigations. The regulations also allow authorities to bar companies and individuals from leaving China if they are suspected of moving supply chains elsewhere under foreign pressure... The State Council, China’s cabinet, justified the measures as necessary to protect the country’s economic stability and national security — a rationale it has previously used to expand its ability to pressure companies. China has also adopted sweeping state secrets laws to prevent information from leaving the country.
During the pandemic, Beijing vowed to invest $400 billion in the country in the coming decades in exchange for a steady supply of oil. In 2024, it purchased 90 percent of Iran’s oil exports, according to the International Energy Agency. China also accounted for roughly a quarter of Iran’s non-oil exports from 2019 to 2024, according to data compiled by Harvard University’s Atlas of Economic Complexity, purchasing billions of dollars of Iranian chemicals and metals.
Payments are made in renminbi, China’s currency, avoiding the use of dollars and the need to involve American banks, which are often the primary entities used to help enforce sanctions violations. China, in return, appears to provide nearly 30 percent of the commodities that Iran imports, selling everything from furniture to sunflower seeds. There is another crucial layer of trade between the nations not recorded in official statistics. Both countries have engaged in a complicated barter system that involves secret financing channels. Iran ships oil to China and in return, Chinese state-backed construction companies have built airports and other infrastructure.

8. The new fragile European countries - Britain, Italy, and France (or Bifs).

Europeans still trust the EU over their national political systems, and the margin is wider than it has been since the noughties. (More on this later.) Support for the euro, which was as low as 51 per cent in 2013, has grown to a record high of 74 per cent in the EU, and 82 per cent in the Eurozone. To repeat, that is a near-consensus in favour of the single currency at a time of economic malaise in much of the continent. As for the country-by-country findings, 21 per cent of Austrians think membership is a bad thing. That makes them the most Euro-sceptical people in the union.

10. India reached peak college education premium in 2011?

11. Jason Bordoff makes the important point that, unlike earlier, the risk of oil shocks is a less restraining factor on US supplies.

In 2012, the US was far less equipped to absorb even a small disruption. US crude production averaged just 5mn barrels a day in 2009; last year it approached 14mn. Two decades ago, the US imported about 60 per cent of its oil consumption. Today it is a net exporter and the world’s largest exporter of liquefied natural gas.
12. The data centre construction boom in the US is being held back by construction and other delays, with almost 40% of those due this year at risk of falling behind schedule

13. Finally, excellent description of the regressive nature of income taxation especially for the richest Americans.
In 2021, ProPublica published an investigation built on a bunch of leaked tax documents revealing what the richest Americans really pay — or don’t. Warren Buffett had a true tax rate of 0.1 percent; Jeff Bezos had 0.98 percent; Michael Bloomberg had 1.3 percent... Let’s focus on Jeff Bezos because he’s much more of a classic case. Jeff Bezos started his own business. He owns a dominant amount of the stock. And over the course of the years, he has taken a salary that is no higher than $82,000. It’s been more than 20 years now, and his salary is always capped at $82,000.

You might say: Well, why would it be? He started the company — he’s the man. Why isn’t he taking a huge salary to reflect all that he put into the company? The reason is: Salaries are for suckers. When people take a salary, they’re subject to high income taxes and payroll taxes, and Jeff Bezos and a lot of our other multibillionaires have no interest in paying those taxes.

So instead, they take their benefits through the growing value of their stock — and their stock has grown enormously. And that massive growth of stock happens entirely tax free — with no time frame under our current system in which that stock will ever be subject to tax. That is because we only impose a tax if the stock is sold, and Bezos never has to sell the stock because he can simply borrow against the stock and use that money to support his lifestyle and to pay any interest that’s due on the loan... you’re just taking out one loan after another, sometimes paying one loan back with another, and you’re just doing this again and again.

The interview also makes a reference to Andrew Mellon's views on capital gains (or investment returns) taxation.

The fairness of taxing more lightly incomes from wages, salaries and professional services than the incomes from business or from investments is beyond question. In the first case, the income is uncertain and limited in duration; sickness or death destroys it, and old age diminishes it. In the other, the source of income continues; the income may be disposed of during a man’s life, and it descends to his heirs.

Saturday, March 28, 2026

Weekend reading links

1. Jemima Kelly calls out the delusion among the successful Silicon Valley venture capitalists about the limits to their knowledge.
“If you go back, like, 400 years ago it never would have occurred to anybody to be introspective,” said a great sage of Silicon Valley last week, during the modern-day equivalent of a Socratic dialogue (a podcast). “Great men of history didn’t sit around doing this stuff.” The sage was none other than Marc Andreessen — venture capitalist, crypto enthusiast, devoted Democrat turned Donald Trump adviser, and author of the 2023 late-capitalist cry for help, the “Techno-Optimist Manifesto” (“love doesn’t scale . . . let’s stick with money”). The man who bet big on Web3 (remember that?) and NFTs (remember them?), and who once described criticisms of the metaverse as “reality privilege”. (Meta, on whose board Andreessen sits, announced this week it was all but pulling the plug on the metaverse.) The a16z founder was proudly explaining to Founders podcast host David Senra that he had “zero” levels of introspection. “Move forward. Go,” was his own anti-introspective mantra. “I’ve found that people who dwell on the past get stuck in the past. It’s a problem at work and it’s a problem at home.” He went on to claim that the very concept of the individual was only invented a few hundred years ago and that it wasn’t until the start of the 20th century that we started to believe in guilt and self-criticism.

She says something which more people should be talking about.

Andreessen seems to conflate the idea of overthinking, and even of guilt, with introspection, a word deriving from Latin that simply means “looking within”... He also fails to realise that the current era is the only one in which we would even have the option of not being introspective; the only one in which the a16z-backed merchants of the attention economy have made non-optional boredom extinct. In a recent X post, Andreessen described his “information consumption” thus: “1/4 X, 1/4 podcast interviews of the smartest practitioners, 1/4 talking to the leading AI models, and 1/4 reading old books. The opportunity cost of anything else is far too high, and rising daily.” (One wonders whether he reads the old books, or asks those leading AI models for their summaries.) My main issue with Andreessen is not so much that he’s wrong; it’s that he’s so confident about it. He sounded similarly confident when he told us that bitcoin represented a breakthrough akin to the internet, that Web3 was the future and that we shouldn’t fear AI because “the moral of every story is the good guys win”. We seem to believe, as a society, that wealth, influence and confidence can be equated with wisdom.

2. The market does not think that the war is about to end anytime soon.

In the last two weeks, there has been a big build-up of call options — which give a holder the right, but not the obligation, to buy an underlying futures contract — compared with put options, which give the holder the right to sell a futures contract. In the first week of the conflict, the opposite was true. That suggests the market believes we are in for further upside in oil prices rather than downside. The average strike for call options expiring in June expiration was $126 a barrel of oil whereas for put options it is $81. Worth noting, there is a small build in call options with a June strike price of $450 a barrel.

3. Off-grid energy is on the rise in the US to power data centres.

By the end of 2025, an estimated 39 percent of the gas power capacity being developed in the United States was designed to serve data centers on-site, according to the Global Energy Monitor, a nonprofit organization that tracks energy projects. That is up from 5 percent at the end of 2024...

Wait times vary by region, but it now takes an average of four years or more for data centers to connect to U.S. grids, according to JLL, a real estate services firm... Companies are gravitating to gas because it can theoretically generate electricity all day, unlike the wind or sun. And smaller gas generators and engines can be installed much faster than nuclear power plants... Industry analysts and executives also question whether power plants built alongside data centers will remain competitive if it becomes easier to connect to the grid.
3. Paul Graham has a brilliant essay on how the brand has become the product itself, illustrated with the example of Swiss watch makers. 
The most striking thing to me about the brand age is the sheer strangeness of it. The zombie watch brands that appear to be independent and even have their own retail stores, and yet are all owned by a few holding companies. The giant, awkwardly shaped watches that reverse 500 years of progress in making them smaller. The business model that requires a company to rebuy their own watches on the secondary market to catch rogue customers. The very concept of rogue customers. It's all so strange. And the reason it's strange is that there's no function for form to follow.

Up to the end of the golden age, mechanical watches were necessary. You needed them to know the time. And that constraint gave both the watches and the watchmaking industry a meaningful shape. There were certainly some strange-looking watches made during the golden age. They weren't all beautifully minimal. But when golden age watchmakers made a strange-looking watch, they knew they were doing it. In fact they give the impression of having done it as a deliberate exercise, to avoid getting into a rut.

That's not why brand age watches look strange. Brand age watches look strange because they have no practical function. Their function is to express brand, and while that is certainly a constraint, it's not the clean kind of constraint that generates good things. The constraints imposed by brand ultimately depend on some of the worst features of human psychology. So when you have a world defined only by brand, it's going to be a weird, bad world.

4. Interesting correlation between Truth Social posts of President Trump and oil market actions.

Traders made bets worth half a billion dollars in the oil market about 15 minutes before Donald Trump’s post touting “productive” talks with Iran sent the price of crude tumbling and ignited volatility in other assets. Roughly 6,200 Brent and West Texas Intermediate futures contracts changed hands between 6.49am and 6.50am New York time on Monday, just a quarter of an hour ahead of the US president’s post on Truth Social that there had in recent days been “productive conversations” with Tehran to end the war in Iran. The notional value of those trades was $580mn, according to FT calculations based on Bloomberg data... It was not known whether one entity or several entities were behind Monday’s trades. Trump’s announcement at 7.04am triggered a sharp sell-off across global energy markets and jumps in S&P 500 stock index futures and European equities as investors dialled back bets of a prolonged conflict.
The well-timed trades echoed the flurry of large highly profitable bets made on prediction market Polymarket on the timing of the US’s attacks in recent months on Iran and Venezuela... Several hedge funds noted that this was one of a number of examples in recent months of large trades being made ahead of official US government announcements. One trader at a major hedge fund said energy consultants had recently noticed several large block trades that they found to be unusually timed. Another portfolio manager said a series of large and well-timed trades had created a “level of frustration” among investors. “My gut from watching markets for the last 25 years is this is really abnormal,” he added. “It’s Monday morning, there’s no important data today, there aren’t any Fed speakers you’d want to front run. It’s an unusually large trade for a day with no event risk . . . Somebody just got a lot richer.”

See also this by Paul Krugman.

After the War broke out, the statements of Trump and his team have sharply lowered prices. Researchers somewhere are surely working on these to scrutinise market actions emerging alongside these decisions. 

5. Ed Luce brilliantly points to a striking home truths about the war in the Middle East.

One moment, Trump is threatening “an amount of strength and power that Iran has never seen or witnessed before”. Then, roughly 36 hours later, he declares that the US and Iran have been having “very good and productive conversations”. Few took the latter on trust. It is a strange situation where the world must await a statement from Iran to check whether there was any truth to what a US president said. Iran replied that no talks had taken place. Who were we to believe? 

... Trump will dial the invective up or down depending on Iran’s apparent negotiating position. The one offer Iran will never make is to give up its ability to disrupt the global energy markets. Yet that is the one thing Trump must have. Indirect talks are thus geared to swing from wild threat to outsized promise in line with Trump’s mood. Each time he is exposed as having made an empty threat that failed to push Iran into the desired concession, he will need to step up his threat level. This used to be known as the credibility gap. It does not take a seer to guess that at some point he will hint at using nuclear weapons.

6. A less discussed risk associated with the Gulf war is that on the semiconductor industry. Tej Parikh writes that the chip industry will face supply chain squeezes as the war drags on. 

7. Mohammed El Erian writes about how the Gulf war could impact global financial markets. 

The GCC countries have generated a current account surplus of more than $800bn in the past four years... Over the years, the GCC countries have expanded the scale and scope of their strategies to invest their patient capital, embracing the full spectrum of public and private markets, direct investments and more. Along the way, the countries have built deep financial relationships around the world and, most recently, the GCC has been at the vanguard of investments in AI, life sciences and robotics.

He points to reduced revenues and increased war reconstruction expenditures as likely to lower surplus flows into the global markets. This would come at a time when the global financial markets are feeling the pressure of sharply increased government deficit financing, refinancing of maturing debt, and a massive surge in AI investment-related borrowings. He says that the net impact on bond yields, even if in the short- to medium-term, can be significant. 

8. It can have adverse long-term impacts on the energy markets.

Critical Gulf energy infrastructure that was presumed to be safe is now seen as vulnerable, he said. A precedent has been set. “Buyers will price that risk for longer than the initial outage itself,” Jan-Eric Fahnrich, a senior analyst at Rystad Energy, wrote in an analysis. Countries in Asia and Europe, which depend on L.N.G., are likely to face more expensive gas prices long after the Strait of Hormuz reopens.

And this

“This is by far the largest disruption of crude oil and refined products that we’ve ever seen in history,” said Jason Miller, a professor in supply chain management at Michigan State University. “Petroleum goes into everything,” he said, so the inflationary impact could be enormous… Higher energy prices tend to slow economic growth, increase unemployment and speed inflation. It is also important to note that the price of diesel and jet fuel — which are processed differently — generally rise faster than the gasoline that drivers buy at the pump. And that has a disproportionate effect on moving goods around the globe, whether by plane, ship or truck. Those elevated energy prices could eventually increase the priceof practically every avocado, automobile, pair of sneakers, cellphone and drug that is bought and sold around the world.  

9. Nice article that points to how much of Trump's current actions are a replay of what he said and did nearly four decades back

He sketched out the first outlines in 1987, spending $94,801 to place a full-page ad in three US newspapers. The world was “laughing” at America’s leaders over the Gulf crisis triggered by the Iran-Iraq war, Trump declared. As the US escorted tankers through the Strait of Hormuz, he said Washington was trying to “protect ships we don’t own, carrying oil we don’t need, destined for allies who won’t help”. It is a line that his tirades echo today. But back then, as he tested the waters for a possible presidential run, Trump had concluded the problem was a lack of “backbone”. Appearing a few weeks later at a New Hampshire rotary club event in 1987, Trump sneered at how the Iranian navy — “little runabouts with machine guns” — had held America to ransom. “Why couldn’t we go in there and take some of their oilfields near the coast?” he asked. The then 41-year-old businessman put it even more starkly in a 1988 interview with the Guardian: “One bullet shot at one of our men or ships, and I’d do a number on Kharg Island. I’d go in and take it.”

This is similar to his belief that tariffs should be used to correct trade deficits, which he advocated in the case of Japan in the 1980s. 

10. Saudi Arabia may be a bigger proponent of regime change than Israel. A NYT report suggests.

Prince Mohammed, the people familiar with the discussions said, has argued that Iran poses a long-term threat to the Gulf that can only be eliminated by getting rid of the government. Prime Minister Benjamin Netanyahu of Israel also views Iran as a long-term threat, but analysts say Israeli officials would probably view a failed Iranian state that is too caught up in internal turmoil to menace Israel as a win, while Saudi Arabia views a failed state in Iran as a grave and direct security threat... 
Prince Mohammed has argued that the United States should consider putting troops in Iran to seize energy infrastructure and force the government out of power, according to the people briefed by U.S. officials... while Prince Mohammed probably preferred to avoid a war, he is concerned that if Mr. Trump pulls back now, Saudi Arabia and the rest of the Middle East will be left to confront an emboldened and furious Iran on their own. In this view, they say, a half-finished offensive would expose Saudi Arabia to frequent Iranian attacks. Such a scenario could also leave Iran with the power to periodically close the Strait of Hormuz.

11. German railways fact of the week.

Last year, Deutsche Bahn’s punctuality fell to the lowest level recorded in the 190 years since the first railway line was opened between Nuremberg and Fürth in Franconia. A mere 60 per cent of all long-distance trains arrived with less than six minutes delay, compared with 90 per cent two decades earlier. But this data excludes all of the trains that were cancelled. Deutsche Bahn now underperforms even the worst British train operator.

12. Sanctioned oil, where it used to go and where it goes now.

13. Fascinating account of China's genius-class students.
An estimated 100,000 talented Chinese teenagers are selected every year to enter a network of science-focused talent streams run across the country’s top high schools. The genius classes, also called “experiment” or “competition” classes, coach gifted students to compete in international competitions in maths, physics, chemistry, biology and computer science... For decades, genius classes have been turning out the leading lights of China’s science and technology sectors... Genius-class graduates include the founder of TikTok’s parent company, ByteDance, and the core developers behind its powerful content recommendation algorithm. Both leaders of China’s two biggest ecommerce platforms, Taobao and PDD, came from the genius stream, as did the billionaire who started the food delivery “super-app” Meituan. The two brothers behind the chipmaker Cambricon, now one of the leading Chinese rivals to Nvidia, were in genius classes. So were the core engineers behind leading large language models at DeepSeek and Alibaba’s Qwen, not to mention Tencent’s celebrated new chief scientist, poached from OpenAI late last year...

China’s genius classes differ in important ways from talent streams in the west. First, the system dwarfs its international competitors in scale. Second, it is state-driven. China graduates around five million majors in science, technology, engineering and maths every year, according to the state media Xinhua, compared with about half a million in the US. Tens of thousands of these graduates are genius-class students, taken out of regular classes for an intense period of study between the ages of 16-18. While others swot for China’s feared college admissions exams, the gaokao, those on the genius path have the chance to bypass that fate altogether, bagging places at top universities before they are out of high school, depending on their results in starry international competitions. The best students continue to more advanced talent schemes at the top Chinese universities, such as the elite computer science programmes at Tsinghua and Shanghai Jiao Tong universities... Starting in the 2000s, university admissions were reformed, giving more flexibility to colleges to allocate places without relying solely on the results of the gaokao. National competitions were set up for students at the end of their sophomore year of high school. Those who won top prizes in the national exam could receive direct admission to one of the 985 Project universities, China’s 39-member Ivy League equivalent...

The chance to skip the gaokao was a strong incentive for students to participate in the genius stream. The traditional pathway for high-school students in China is three years of study in the gaokao’s mandatory subjects of Chinese, English and Maths, as well as three more chosen subjects from physics, chemistry, biology, history, geography and politics. Exams in all six subjects are taken at the end of the third year. Genius-class students, on the other hand, focus on their “competition subjects”. A student competing in the International Physics Olympiad, for example, needs to not only finish three years of high-school physics but also at least half of the college-level syllabus, in order to be competitive enough to take the national exam.

Should it be any surprise then that Chinese teams sweep most of the gold medals at Olympiads, with 22 out of the 23 contestants sent in 2025 winning gold medals.  

14. Energy consumption responds to prices.

After the Russian energy price shock, German households and industry used 17 and 26 per cent less gas respectively. A study of Britain’s response by economists at the Institute for Fiscal Studies found that a 45 per cent rise in residential energy prices triggered a 14 per cent drop in households’ consumption.

15. Some staggering statistics about the age of omniscalers and extreme business concentration. A new MGI report identifies nine "super-wizard" companies, omniscalers - Alphabet, Amazon, Apple, Microsoft, Meta, Tesla/SpaceX, Alibaba, Huawei, and Samsung - that are set to dominate many of the 18 fastest growing markets of the future

Collectively they generated $2.7tn of revenue in 2025, a sum larger than the GDP of Italy. They also invested more than $800bn in research and development and capital expenditure, a share of revenue three times greater than at companies in traditional industries... In 2024, the six US omniscalers generated $550bn of operating cash flow. That was 2.5 times the money raised on US equity markets that year and not far shy of the $600bn of total bank lending to the non-financial sector... Over the past 20 years, these nine companies have been active acquirers of smaller businesses, with Alphabet and Microsoft snapping up more than 200 companies apiece. Even when a US judge found Google to have been operating an “illegal monopoly”, he refrained from breaking up the company.

Saturday, February 21, 2026

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