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Tuesday, March 10, 2026




French AI startup AMI raises $1B to develop 'universal intelligent systems'


French artificial intelligence startup AMI on Tuesday said it has raised $1 billion to develop AI systems designed to understand the physical world "in the way animals and humans do", unlike the language-based models behind chatbots such as ChatGPT. The company said it expected to produce "fairly universal intelligent systems" within five years.

Issued on: 10/03/2026 - 
By: FRANCE 24

Co-founder of French artificial intelligence startup AMI Yann LeCun attends the World Economic Forum annual meeting in Davos on January 23, 2025. © Fabrice Coffrini, AFP

French artificial intelligence startup AMI, co-founded by Meta's former chief AI scientist Yann LeCun, announced Tuesday it has raised $1 billion to develop models able to understand the physical world.

This first funding round for AMI (Advanced Machine Intelligence) was carried out by five investment funds and attracted investment from several big groups, including Toyota, Nvidia and Samsung.

Notable names in tech, including former Google CEO Eric Schmidt and Amazon founder Jeff Bezos, also bought in.

LeCun told AFP that, with the funding round complete, AMI would bring aboard 20-30 people "in the very short term".

He and five co-founders plan to "shift into a higher gear" on developing "world models", or AI systems designed to understand the physical world.

Unlike the text-based large language models (LLMs) behind chatbots like ChatGPT and Gemini, such AIs should understand the world "in the way animals and humans do," he added.

"Yann LeCun is turning a new page in artificial intelligence. This is the France of researchers, builders and the bold. Bravo!" President Emmanuel Macron posted on X.

Based in Paris with offices in New York, Singapore and Montreal, AMI was valued at around $3.5 billion before this funding round.
'Paradigm shift'

LeCun announced his departure from Meta in November, after 12 years with the owner of Facebook, Instagram and WhatsApp.

He now serves as AMI's non-executive chairman, while Alexandre Lebrun is the Paris-based startup's CEO.

Within three to five years, AMI plans to produce "fairly universal intelligent systems" that could be used for almost any task requiring intelligent machines, such as autonomous driving and robotics, LeCun said.

"I am very clearly in the camp that believes we need a paradigm shift" from the AI reliance on LLMs, he told AFP.

LeCun has been a vocal critic of major AI developers' laser focus on LLMs, which was one reason for why he left Meta – although he insists he still has "a good relationship with Mark Zuckerberg".

AMI's work will take up where LeCun left off with research at Meta on a new AI architecture dubbed JEPA.

"It's a direct continuation of that project," he said.

Researchers hope world models will allow AI systems to analyse and predict the behaviour of complex systems, such as a jet engine, a power plant or the organs of a human patient.

LeCun, a dual French-American citizen who remains a computer science professor at New York University, said AMI would focus on research and development in its first year.

Discussions with corporate partners could be held within six to 12 months, he added.

(FRANCE 24 with AFP)
Forging A Robust Middle Class: Lessons Learned From Comparisons Between Indonesia And China – Analysis


March 10, 2026 
 ISEAS - Yusof Ishak Institute
By Sherry Tao Kong and Maria Monica Wihardja


The expansion of the middle-class has long been viewed as an indicator of successful development.[1] In China, large-scale poverty reduction under an industrialisation-led growth model beginning in the late 1970s was accompanied by sustained wage growth and the gradual expansion of social insurance. This allowed income gains to translate into greater economic security and the emergence of a large middle-class that has since consolidated.[2] Indonesia’s experience, however, presents a more fragile trajectory. Despite significant progress in lifting people out of poverty, middle-class expansion has slowed and even reversed in recent times.

Indonesia’s secure middle-class share has declined since 2018, while nearly half of the population remains economically insecure despite being no longer poor or near poor. Many households that have moved beyond poverty and near poverty remain exposed to income volatility, informal employment, and limited social protection. Stagnant real wages, weak manufacturing and high-end service sector growth, and rising informality have constrained upward mobility, while recent episodes of social unrest point to growing anxiety among those who are not poor or near poor but who remain economically insecure.

This Perspective argues that the central challenge facing Indonesia—and many middle-income economies in Southeast Asia—is not only how to expand the middle-class, but how to ensure that its expansion is resilient and durable. It advances a conceptual framework for middle-class resilience, defined as the capacity of households to sustain their economic position over time, absorb shocks, and convert income gains into lasting welfare and political stability. By comparing Indonesia with the case of China, the analysis shows how labour market conditions, social protection systems, structural transformation, and the fiscal capacity–governance nexus shape middle-class outcomes.

DEFINING THE MIDDLE-CLASS


Globally, there is no consensus when it comes to identifying the middle-class. Commonly adopted approaches include absolute (fixed) income (or expenditure) cutoffs, relative positions within the income distribution, and subjective self-identification. In Indonesia, the National Statistics Agency uses an absolute measure to define the middle-class where the cutoff values are based on economic vulnerability, following the approach used in the World Bank’s middle-class report for Latin America.[3]


It groups individuals into five economic classes:[4]

Poor: Those who live below the poverty line.

Vulnerable (near poor): Those who live above the poverty line but face more than a ten-percent probability of becoming poor in the following year.

Aspiring middle-class: Those who are neither poor nor vulnerable but face more than a ten-percent probability of becoming vulnerable in the following year.

Middle-class: Those who face less than a ten-percent probability of falling into poverty or vulnerability but face greater than a ten-percent probability of falling into the aspiring middle-class during the following year.

Upper-class: Those who face less than a ten-percent probability of falling into aspiring middle class or below in the following year.


With this definition, the middle-class are those who are relatively free from economic insecurity. Using the calculation described in Appendix 1 to set the expenditure threshold for each class category, the middle-class threshold is set at 3.5 to 17 times the poverty line. In 2024, this translates into those who consume IDR2.04 million-IDR9.91 million per capita expenditure per month (approximately USD136-USD661 per capita expenditure per month or USD6.5K-32K per household per year).

Figure 1: Indonesia’s household expenditure distribution (2010-2024)


Source: Susenas, 2010-2024; authors’ calculations. Note: Horizontal lines are indicated in the graph as higher and lower bounds for identifying middle class in Indonesia: 3.5-17 x national poverty line per capita expenditure per month.

Figure 1 shows that Indonesia’s middle-class consolidation has proven fragile. Although the middle-class was the fastest-growing expenditure group during the 2010s, its share has declined since 2018, with many households slipping back into the aspiring middle-class and the vulnerable class. This reversal reflects income volatility and limited access to social protection, particularly among wage earners without stable contracts or adequate employment protections. More fundamentally, the types and quality of jobs created over the past two decades have not generated sufficient upward mobility to absorb a substantial share of the aspiring middle-class into secure middle-class status.

Using Indonesia’s national definition of the middle-class, in 2024, Indonesia’s middle-class was estimated to have reached 47.9 million or only 17.1 percent of total population. It peaked at 22.5 percent in 2018 before declining to a share similar to that of a decade ago (2014). The middle-class lies between the 82nd and 99th percentiles of the consumption distribution.[5] Note that when an absolute measure is used, the middle-class does not necessarily comprise those in the ‘middle’ of the income or expenditure distribution as seen in the case of Indonesia.

Figure 2: China’s household income distribution (2010-2024)


Source: CFPS data and authors’ calculation. Note: Horizontal lines are indicated in the graph as higher and lower bounds for identifying the middle class in China: 80K-400K in 2010, 2012; 90K-450K in 2014, 2016; 100K-500K in 2018 and after, per household per year. The 2024 data is still preliminary.


China’s middle-class consolidation contrasts sharply with that of Indonesia. Like Indonesia, China adopts the absolute measure approach for its national definition of the middle-class albeit using income instead of expenditure. China’s National Bureau of Statistics categorises households into three income groups: low-income, middle-income and high-income. It defines the middle-income-group, a loosely comparable notion to the middle-class, using an absolute measure, namely those who earn RMB100K-500K (approximately USD14K-71K) per household per year in 2018 and after.

Figure 2 shows that over the past decade, China’s income distribution has shifted from a steep pyramid toward a more ‘elongated vase’, reflecting a broad-based expansion of middle-income households.[6] While income dispersion remains and mobility across income groups is substantial, the middle of the distribution has thickened over time, reflecting a net expansion of middle-income households. This structural shift has been supported in part by sustained wage growth and rising formal employment; these have helped reduce the risk of large-scale backsliding even as income mobility remains high. In 2022, China’s middle-class is estimated to have reached 591 million people or close to 40 percent of total households​​, up from 14.4 percent in 2012, to lie neatly between the 53rd and 97th percentiles of the income distribution.

WHY THE MIDDLE-CLASS MATTERS

In Indonesia, the middle-class contributes significantly to national consumption. Indonesia’s middle-class accounted for 38 percent of total household consumption in 2024, which was disproportionately larger than the 17 percent share of the middle-class in the population.[7] Indonesia’s economy is largely driven by household consumption, which contributes a robust 53 percent of GDP. Robust domestic consumption, fueled by the middle-class, is therefore not just desirable; it is a strategic necessity for economic resilience and sustained growth. Moreover, a 2024 study in Indonesia shows that the middle-class contributed 51 percent of total tax revenues despite only receiving 9 percent of total government subsidies.[8]


Aside from its economic significance, a resilient middle-class is often correlated with greater political stability. Global experiences including Thailand,[9] Brazil,[10] and Indonesia[11] show that a fragile middle-class easily generates political instability. A recent study by Basri (2026) shows a strong correlation between social unrest intensity and middle-class shrinkage among emerging markets between 2019 and 2024.[12] This segment of the population is distinctly more educated than those in poorer sections of the population and typically make demands for better governance, transparency, and public services.[13] In Indonesia, more than one in four individuals aged 15 or older in the middle-class have a bachelor’s or equivalent degree, compared to only 9 percent or lower of those in the less economically secure class groups (Figure 3). Their political participation – whether through formal politics, civil society, or consumer activism – shapes national agendas and fosters more responsive institutions.

The middle-class is also distinct from other class groups in their consumption patterns and in quality of jobs. The middle-class spends more on non-food items than food items, unlike the more vulnerable class groups (Figure 4). They drive demand in key sectors such as automobiles, education, healthcare, entertainment, travel, and e-commerce, and they invest more in their children’s education and help break intergenerational poverty.[14] Moreover, Indonesia’s middle-class mostly work as wage employees in formal employment unlike those in lower-class groups who mostly work in the informal employment (Figure 5).


Figure 3: Highest Educational Attainment for Population Aged 15 and Above in 2024
 (Indonesia)

Figure 4: Average Share of Food and Non-Food Items by Income Class in 2022 (Indonesia)

Figure 5: Employment Status in 2024 (Indonesia)



Like Indonesia, China’s middle-class carries significant economic weight and exhibits stronger educational and occupational advantages compared to the low-income group. In 2022, it accounted for nearly half of total household consumption, exceeding its share of the population. Middle-income households in China have substantially higher educational attainment and spend more on non-food items compared to low-income households (Appendix Figure 1-2). They are more closely linked to formal employment in public and private enterprises compared to low-income households (Appendix Figure 3).


THE PILLARS OF MIDDLE-CLASS RESILIENCE: A COMPARATIVE ANALAYSIS


This section develops a framework organised around four pillars—quality jobs, structural transformation, social protection, and the fiscal capacity-governance nexus—to explain why poverty reduction has been more likely to translate into middle-class consolidation in China, while that class has remained more fragile in Indonesia. These pillars are inter-related. Structural transformation shapes the availability of productive jobs, which in turn determines labour market formality and wage dynamics, while social protection, fiscal capacity and governance provide the conditions in which income risks are managed over the life cycle. By using China as a benchmark for middle-class consolidation, the analysis of Indonesia’s case yields lessons for other middle-income economies across Southeast Asia.

Structural Transformation and Productivity

Structural transformation forms the foundation of middle-class resilience and shapes the economy’s capacity to generate productive, well-paying jobs. Middle-class expansion is more likely to be durable when labour moves into higher-productivity sectors and occupations that support sustained wage growth, rather than into low-productivity activities that limit earnings and job upgrading, and reinforce informality.

Indonesia’s structural transformation has been limited. Investment has increasingly been oriented towards resource-based activities and capital-intensive sectors, while labour-intensive manufacturing has failed to expand.[15] The high-end services sector has also been constrained by a limited supply of high-skill workers. While labour has transitioned away from the low-productivity agricultural sector, it has primarily been absorbed by the low-end services sector.[16] As a result, job creation has been concentrated in low-productivity services and informal activities, limiting wage growth and reinforcing employment precarity. This pattern helps explain why employment expansion has not translated into more substantial middle-class consolidation, despite rising consumption.


In contrast to Indonesia’s limited structural transformation, partly attributed to ‘premature deindustrialisation’ starting in the early 2000s, China’s middle-class expansion was underpinned by a sustained shift of labour into manufacturing and, more recently, to technology- and knowledge-intensive activities.[17] This transformation raised productivity and created large numbers of wage-paying jobs in the formal sector capable of supporting income growth over time. While not all employment has been high-quality, and regional disparities persist, the overall structure of growth has generated the productive jobs needed to sustain a broad middle-income group.

The contrast highlights a core vulnerability. In Indonesia, household consumption accounts for a large share of GDP—around 53 per cent—yet this consumption-led growth has not been matched by a productivity-driven employment base. Without deeper structural transformation into sectors that generate ‘good jobs’, middle-class expansion is likely to remain fragile.

Quality Jobs

Labour market conditions are central to middle-class resilience in Indonesia, since wages (labour incomes) are the primary income source for its middle-income households. Stable real-wage growth and access to formal employment reduce income volatility and help households sustain middle-class living standards, while stagnant wages and informality increase the risk of backsliding.

Indonesia’s trajectory is concerning in this regard. Real wages have stagnated since around 2017, a reversal of the pre-2017 trend when real wages grew by 4.2 percent annually between 2010 and 2017.[18] Job creation has increasingly occurred in the informal sector rather than in the formal sector, reversing the long-term trend of formalisation.[19] It is notable that the issue here is not in job creation but in job quality. Recent shifts have weakened earnings stability and reduced access to employment-linked protections; this contributes directly to the decline since 2018 of the secure middle-class. The pattern reflects a structural change in labour market dynamics rather than a temporary cyclical slowdown.

In contrast to Indonesia’s recent labour-market trajectory, middle-income households in China have a mix of relatively secure formal employment in the public sector and private enterprises, alongside owning private businesses and self-employment. Wages in China account for around 70 per cent of middle-class income. While income mobility remains high and some downward movement persists, sustained wage growth has ensured that upward mobility has, on balance, exceeded downward mobility.


Social Protection


While labour market conditions and structural transformation establish the foundation for middle-class incomes, access to essential services and social protection determines whether those gains can be sustained in the face of economic shocks. Social protection is however not a substitute for decent jobs.[20] The extent and effectiveness of the safety nets thus constitute a third pillar of middle-class resilience.


Due to lack of access to social protection programmes, Indonesia’s middle-class has been described by some as ‘consuming like the middle-class but living with the anxiety of the poor’, reflecting limited insurance coverage and high exposure to health and economic shocks. Indonesia’s situation is characterised by a heavy reliance on private services (for those who can afford them) that have emerged in lieu of public alternatives that remain underdeveloped. For example, while 49 percent of government employees have a pension fund, this is true only for 12 percent of private-sector employees.[21] The share of workers in household enterprises with a pension fund is only 0.18 per cent. Moreover, while 75 percent of government employees have health insurance, only 69 percent of private-sector employees and less than 3 percent of workers in household enterprises do.[22] This qualitative dimension of fragility is evident in expenditure patterns, where middle-class households allocate a significant share of their spending to private health and education—a defensive strategy that drains resources which could otherwise be saved or invested for upward mobility.[23] The under-provision of public social protection also shifts risk management onto households, leaving them financially exposed. Without a functional safety net, the economic security of the middle-class remains provisional.

In contrast, the expansion of social insurance in China has proceeded in tandem with middle-class growth, providing a measurable degree of security. Coverage for medical insurance and old-age pensions exceeds 57 per cent of the relevant population, reflecting a systematic effort to build a broad-based safety net.[24] Although the social protection system, while extensive, remains incomplete, institutional backing has helped to cushion middle-income households against health emergencies and retirement insecurity, reducing the risk that a single shock could push them back into poverty.

The contrast between China’s institutionalised, albeit incomplete, system, and Indonesia’s fragmented, individually financed model, underscores the fact that the durability of the middle- class depends not only on the ability to earn a stable income but also on the collective capacity to pool risks and ensure general access to essential services.

Fiscal Capacity and Governance


The state’s capacity to mobilise resources, deliver services, and maintain public trust plays an important role in determining whether the economic foundations of middle-class resilience can be fully realised. Labour markets, structural transformation, and social protection do not operate in an institutional vacuum; their effectiveness is mediated by fiscal capacity and the governance pact between the state and its citizens.

Revenue mobilisation​ is the bedrock of state capacity, enabling investments in public goods that support middle-class stability. However, Indonesia struggles with low tax revenues relative to its economy, constraining the government’s ability to fund essential services.[25] This fiscal gap undermines the very public investments needed to consolidate the gains made from poverty reduction, leaving the middle-class exposed to underfunded systems.

State capacity and service delivery​ determine whether revenue translates into tangible benefits for households. When the state provides quality education, healthcare and infrastructure efficiently, it reinforces middle-class trust and reduces the need for costly private alternatives. In Indonesia, however, perceived inefficiency or corruption in public service delivery erodes confidence; this prompts households to opt for private services as a rational choice that, in turn, weakens the tax base and perpetuates underinvestment in public services. This vicious cycle highlights the fact that effective governance is not merely about collecting taxes but about demonstrating credible delivery to secure citizen buy-in.


In contrast, in China, rapid economic growth has expanded the tax base, allowing for substantial public spending on infrastructure, education and healthcare. These are key drivers of productivity and household security. Access to quality education, healthcare and infrastructure has also reduced the need for costly private services.

The dynamics of the above four pillars produce a critical political economy feedback loop. A resilient middle-class tends to support long-term investment and fiscal capacity, and thus becomes a stabilising force, while a large, fragile ‘aspirational’ class—no longer poor or near poor but lacking economic security—can fuel grievances and populism, undermining the very policies that can foster long-term resilience.[26] While a state that delivers on its promises nurtures a resilient, tax-compliant middle-class, a mismatch between rising expectations for public services and limited fiscal capacity fuels political anxiety. Thus, in Indonesia, rebuilding the governance pact—where credible service delivery meets tax morale—is essential to prevent middle-class fragility from undermining long-term resilience.

Furthermore, the large share of Indonesian households clustered near the threshold of middle-class status (the aspiring middle-class) has translated into rising expectations for public services and protection, without a commensurate expansion of the stable tax base or fiscal space. By contrast, where income growth and employment are closely anchored in productivity gains, as in the case of China, governments have been better able to mobilise resources and expand social protection alongside middle-class growth. More broadly, the experience of Indonesia suggests that middle-class fragility can generate political pressures that, if not managed, risk reinforcing economic vulnerability and making reforms more difficult to implement.[27] This is an issue that holds growing relevance for middle-income countries across Southeast Asia.

POLICY IMPLICATIONS

For Indonesia, the transition from poverty reduction to a resilient middle-class is not an automatic process. By using China as a benchmark case, the analysis in this paper shows that middle-class consolidation requires a deliberate and integrated policy approach that addresses the interconnected pillars of labour markets, social protection, and structural transformation, which are at the same time underpinned by sound fiscal capacity and governance and adapted to the country’s developmental context.[28] For Indonesia, there is an urgent need for middle-class consolidation​ in order to prevent backsliding.

Indonesia’s policy agenda needs to aim at stabilising its vast aspirational class and halting the erosion of its secure middle-class. This requires a coordinated strategy across the following three areas. First, policies must reverse the trend of de-formalisation. This involves labour market deregulation to incentivise formal hiring, coupled with targeted skills training aligned with the needs of higher-value sectors.

Second, to address the profound vulnerability highlighted by the social protection​ pillar, the government must prioritise expanding the social safety net. Enhancing the coverage and adequacy of health insurance and pension fund, and introducing a credible unemployment benefits system, are critical to reducing households’ exposure to shocks and building trust in state institutions.


Third, these efforts will be futile without a shift in structural transformation. Policy must consciously steer away from capital-intensive, resource-extractive FDI towards job-creating, competitive manufacturing and knowledge-intensive modern services, supported by improved regulatory certainty. Ultimately, these economic measures must be framed within a broader new social contract that demonstrates tangible improvements in public service delivery through the broadening of the tax base; this will break the vicious cycle of low tax morale and underfunded public goods.

REFERENCES

Basri, Chatib. 2025. ‘Indonesia’s Fragile Middle Class’. Carnegie Endowment for International Peace. 

Basri, Chatib. 2026. ‘Why Development Becomes Harder: The Policy Economy of the Possible’. CID Speakers Series. Harvard Kennedy School. https://youtu.be/vZvAEvTw7gg?si=P98eNoizjw0Mltnf

Channel News Asia (CNA). 2026. Insight 2025/2026 – Inequality in Indonesia. https://www.channelnewsasia.com/watch/insight-20252026/inequality-in-indonesia-5878896

Dalen, K. 2020. ‘Welfare and Social Policy in China: Building a New Welfare State’. In A. Hansen et al. (eds.), The Socialist Market Economy in Asia https://doi.org/10.1007/978-981-15-6248-8_10

Jäger, K. 2012. ‘Why did Thailand’s middle class turn against a democratically elected government? The information-gap hypothesis’. Democratization, 19(6), 1138–1165. https://doi.org/10.1080/13510347.2011.623353

Kong, Sherry Tao, and Shaobo Chen. 2025. Expanding the Middle-Income Group: Measurements, Characteristics and Policy implications (扩大中等收入群体研究). Social Sciences Academic Press (社会科学文献出版社). (In Chinese)
Li, S. 2023. ‘Understanding China’s road to common prosperity: background, definition and path’. China Economic Journal, 16(1), 1–13. https://doi.org/10.1080/17538963.2023.2164950

LPEM FEB UI. 2025. ‘Indonesia Economic Outlook Q3 2024’. 

Nagara, Khaerul Budhy, & Rusma Rizal. 2025. ‘The Burden of Education Costs for the Middle Class in Indonesia: An Analysis of Challenges and Implications’. Jurnal Serambi Ilmu, 26(2), 153–164. https://doi.org/10.32672/jsi.v26i2.3766

Negara, Siwage Dharma and Maria Monica Wihardja. 2025. ‘Post-Sri Mulyani, Indonesia’s Unrestrained Growth Ambitions Carry Serious Risks.’ Fulcrum. ISEAS-Yusof Ishak Institute.

Qin G. 2021. ‘Liberal or Conservative? The Differentiated Political Values of the Middle Class in Contemporary China’. The China Quarterly. Vol. 245:1-22. https://doi:10.1017/S0305741020000296

Su, Hainan, Hong Wang, Fenglin Chang. 2022. The Rise of the Middle Class in Contemporary China. Palgrave Macmillan Singapore. DOI: https://doi.org/10.1007/978-981-19-5099-5

Yang, Xiuna, Terry Sicular, Björn Gustafsson. 2024. ‘China’s Prosperous Middle Class and Consumption-led Economic Growth: Lessons from Household Survey Data’. The China Quarterly. 258:479-494.

Wihardja, Maria Monica and Putu Sanjiwacika Wibisana. 2024.
Fulcrum. ISEAS-Yusof Ishak Institute.

Wihardja, Maria Monica and Chatib Basri. 2025. ‘Growing or Shrinking? How Indonesia’s Middle Class is Really Doing’. Fulcrum. ISEAS-Yusof Ishak Institute.

Wihardja, Maria Monica, Mohamad Ikhsan and Vivi Alatas. 2025. ‘Times Are Changing: Can Indonesia Stay the Course?’ Bulletin of Indonesian Economic Studies, Vol.61, No.2, 1-36. https://www.tandfonline.com/doi/full/10.1080/00074918.2025.2526824

Wijaya, Ria Fortuna. 2026. ‘AEI Economists: Middle Class Holds Key to Indonesia’s 2026 Growth’. Jakarta Globe.ID. https://jakartaglobe.id/business/aei-economists-middle-class-holds-key-to-indonesias-2026-growth#goog_rewarded

World Bank. 2013. Economic Mobility and the Rise of the Latin American Middle Class. Washington, DC: World Bank. https://documents.worldbank.org/en/publication/documents-reports/documentdetail/647651468053711367

World Bank. 2019. Aspiring Indonesia–Expanding the Middle Class. Washington, DC: World Bank. https://www.worldbank.org/en/country/indonesia/publication/aspiring-indonesia-expanding-the-middle-class

World Bank. 2021. Pathways to Middle-Class Jobs in Indonesia. Washington, DC: World Bank. https://www.worldbank.org/en/country/indonesia/publication/pathways-to-middle-class-jobs-in-indonesia

World Bank. 2025. ‘China Economic Update’. Washington, DC: World Bank. https://www.worldbank.org/en/news/press-release/2025/12/11/advancing-reforms-can-enhance-prospects-china-economic-update


For appendices and endnotes, please refer to the original pdf document.



About the authors:
 Sherry Tao Kong is Head of Research at the Institute of Social Science Survey, and Senior Research Fellow at the Institute of Digital Finance, Peking University. She also teaches at the Institute of Area Studies, Peking University. 

Maria Monica Wihardja is Visiting Fellow and Co-coordinator of the Media, Technology and Society Programme at ISEAS – Yusof Ishak Institute, and also Adjunct Assistant Professor at the National University of Singapore.

Source: This article was published by ISEAS – Yusof Ishak Institute

ISEAS - Yusof Ishak Institute

The Institute of Southeast Asian Studies (ISEAS), an autonomous organization established by an Act of Parliament in 1968, was renamed ISEAS - Yusof Ishak Institute in August 2015. Its aims are: To be a leading research centre and think tank dedicated to the study of socio-political, security, and economic trends and developments in Southeast Asia and its wider geostrategic and economic environment. To stimulate research and debate within scholarly circles, enhance public awareness of the region, and facilitate the search for viable solutions to the varied problems confronting the region. To serve as a centre for international, regional and local scholars and other researchers to do research on the region and publish and publicize their findings. To achieve these aims, the Institute conducts a range of research programmes; holds conferences, workshops, lectures and seminars; publishes briefs, research journals and books; and generally provides a range of research support facilities, including a large library collection.
Thinking About The Unthinkable: Iran’s Grand Plan To End U.S. Presence In The Middle East – OpEd


March 10, 2026 
By Michael Hudson


Iran and Donald Trump have each explained why failure to fight the current war to the end would simply lead to a new set of mutual attacks. Trump announced on March 6 that “There will be no deal with Iran except unconditional surrender,” and announced that he must have a voice in naming or at least approving Iran’s new leader, as he has just done in Venezuela. “If the U.S. military must utterly defeat it and bring about a regime change, or else you go through this, and then in five years you realize you put somebody in who’s no better.” It will take at least that long for America to replace the weaponry that has been depleted, rebuild its radar and related installations and mount a new war.

Iranian officials likewise recognize that U.S. attacks will keep being repeated until the United States is driven out of the Middle East. Having agreed to a ceasefire last June instead of pressing its advantage when Israeli and regional U.S. anti-missile defenses were depleted, Iran realized that war would be resumed as soon as the United States could re-arm its allies and military bases to renew what both sides recognize as a fight to some kind of final solution.

The war that began on February 28 can realistically be deemed to be the formal opening of World War III because what is at issue are the terms on which the entire world will be able to buy oil and gas. Can they buy this energy from exporters in currencies other than the dollar, headed by Russia and Iran (and until recently, Venezuela)? Will the present U.S. demand to control of the international oil trade require oil-exporting countries to price it in dollars, and indeed to recycle their export earnings and national savings into investments in U.S. government securities, bonds and stocks?

That recycling of petrodollars has been the basis of America’s financialization and weaponization of the world’s oil trade, and its imperial strategy of isolating countries that resist adherence to the U.S. ruler-based order (no real rules, but simply U.S. ad hoc demands). So what is at issue is not only the U.S. military presence in the Middle East – along with its two proxy armies, Israel and ISIS/al Qaeda jihadists. And the U.S. and Israeli pretense that it is about Iran having atomic weapons of mass destruction is as fictitious an accusation as that levied against Iraq in 2003. What is at issue is ending the Middle East’s economic alliances with the United States and whether its oil-export earnings will continue to be accumulated in dollars as the buttress of the U.S. balance of payments to help pay for its military bases throughout the world.

Iran has announced that it will fight until it achieves three aims to prevent future wars. First and foremost, the United States must withdraw from all its military bases in the Middle East. Iran has already destroyed the backbone of radar warning systems and anti-aircraft and missile defense sites in Jordan, Qatar, the United Arab Emirates (UAE) and Bahrain, preventing them from guiding U.S. or Israeli missile attacks or attacking Iran. Arab countries that have bases or U.S. installations will be bombed if they are not abandoned.


The next two Iranian demands seem so far-reaching that they seem unthinkable to the West. Arab OPEC countries must end their close economic ties to the United States, starting with the U.S. data centers operated by Amazon, Microsoft and Google. And they not only must stop pricing their oil and gas in U.S. dollars, but disinvest in their existing petrodollar holdings of the U.S. investments that have been subsidizing the U.S. balance of payments since the 1974 agreements that were made to gain U.S. permission to quadruple their oil-export prices.

These three demands would end U.S. economic power over OPEC countries, and thus the world oil trade. The result would be to dedollarize the world’s oil trade and re-orient it toward Asia and Global Majority countries. And Iran’s plan involves not only a military and economic defeat for the United States, but an end to the political character of the Near Eastern client monarchies and their relations with their Shi’ite citizens.

Step 1: Driving the United States out of its Middle Eastern military bases

Iraq’s parliament has continued to demand that U.S. forces leave their country and stop stealing its oil (sending most of it to Israel). It has just approved legislation yet again directing that American forces leave their country. Meeting with senior advisor to Iraq’s interior minister and his accompanying military delegation in Tehran last Monday (March 2), Iran’s Brigadier General Ali Abdollahi reiterated the demand that Iran has been making for the last five years, ever since Donald Trump closed his first administration on January 3, 2020. by ordering the treacherous assassination of the two top Iranian and Iraqi anti-terror negotiators, Qassem Soleimani and Abu Mahdi al-Muhandis, who were seeking to avoid an all-out war. Seeing that Trump is now continuing the same policy, the Iranian commander stated: “Expulsion of the United States is the most important step toward the restoration of security and stability to the region.”


But all the Arab kingdoms are hosting U.S. military bases. Iran has announced that any
country permitting U.S. aircraft or other military forces to use these bases will risk immediate attack to destroy them. Kuwait, Bahrain and the United Arab Emirates have already come under attack, leading Saudi Arabia to promise Iran not to permit the U.S. military to use its territory for part of its war.

Spain has banned the U.S. use of its airfields to support its war against Iran. But when its Prime Minister Pedro Sánchez forbade the United States from using them, President Trump pointed out at an Oval Office news conference that there was nothing that Spain really could do to prevent the U.S. air force from using the Rota and Morón installations in southern Spain that the U.S. and Spain share, but which remain under Spanish command. “And now Spain actually said we can’t use their bases. And that’s all right, we don’t want to do it. We could use the base if we want. We could just fly in and use it, nobody is going to tell us not to use it.” What would Spain do to prevent it, after all? Shoot down the U.S. aircraft?

This is the problem confronting the Arab monarchies if they try to deny U.S. access to their own U.S. bases and airspace to fight Iran. What can they do?

Or more to the point, what may they be willing to do? Iran is insisting that Qatar, the United Arab Emirates, Bahrain, Kuwait, Saudi Arabia, Jordan and other Near Eastern monarchies close all U.S. military bases in their kingdoms and block U.S. use of their airspace and airports as a condition for not bombing them and extending the war to the monarchic regimes themselves.

Refusal – or inability to prevent the U.S. from using bases in their countries – will lead Iran to force regime change. This would be easiest in countries in which Palestinians are a large proportion of the labor force, as in Jordan. Iran has called for Shi’ite populations in Jordan and other Near Eastern countries to overthrow their monarchies to break away from U.S. control. There are rumors that Bahrain’s king has left the country.

Step #2: Ending the Middle East’s commercial and financial linkages to the U.S.


Arab monarchies are under further pressure to meet Iran’s ultimate demand that they decouple their economies from that of the United States. Ever since 1974, they have tied their economies to the United States. Most recently, Bahrain, the UAE and Saudi Arabia have sought to use their energy resources to attract computer data centers, including Starlink and other systems that have been associated with U.S. regime-change and military attacks on Iran.

Opposing U.S. plans to tightly integrate its non-oil sectors with the Arab OPEC Middle East, Iran has announced that these installations are “legitimate targets” for its drive to expel America from the region. One cloud computing manager suggested that Iran’s AWS attack on Amazon’s data center was targeted because it was serving military needs, much as Starlink (which the UAE is interested in financing) was used in February in the U.S. attempt to mobilize demonstrations against Iran’s government.
Step #3: Ending the recycling of OPEC oil exports into U.S. dollar holdings

The most radical Iranian demand has been for its Arab neighbors to dedollarize their economies. That is a key to preventing U.S. businesses from dominating their economies and hence their governments. An Iranian official told CNN that Iran has accused companies that buy U.S. government debt and invest in Treasury bonds of being partners in the war against itself, because it sees them as financiers of this war. “Tehran considers these companies and their managers in the region as legitimate targets. These individuals are warned to declare their capital withdrawal as soon as possible.”

Saudi Arabia, UAE, Kuwait, and Qatar are indeed discussing withdrawing from U.S. and other investments, as Iran’s blocking of Hormuz has led them to stop producing oil and LNG now that their storage capacity is full. Their income from energy, shipping and tourism has stopped. The Gulf States met on Sunday, March 8, to discuss drawing down their $2 trillion in U.S. dollar investments (mainly from Saudi Arabia). The threat is that this is an initial step to diversifying OPEC investment outside of the U.S. dollar.

In conjunction with U.S. surrender of its military bases in the Middle East, such decoupling from the dollar would greatly reduce U.S. control of Middle Eastern oil. It would end the U.S. ability to use this oil trade as a chokepoint with which to coerce other countries into adhering to Trump’s America First ruler-based order (his own whims, with no clear rules).


For the monarchies themselves, the changes demanded by Iran to end the U.S. war to control the Middle East may have an effect similar to the aftermath of World War that ended the epoch of European monarchies. In this case, it may end monarchic regimes in many of the countries whose economies and political alliances have been based on an alliance with the United States.

For starters, pressure is now on Saudi Arabia, Qatar, Egypt, Jordan, Bahrain, Kuwait and the United Arab Emirates, all of which have agreed to join Trump’s Board of Peace. Indonesia, with the world’s largest Islamic population, has just withdrawn its offer to provide 8000 troops for his Gaza “peace plan.” And Iran is pressuring Arab monarchies to follow suit by withdrawing to protest U.S. policy.

Will they do so? And will they go so far as to end U.S. access to bases in their territory? runs if they try to avoid being offensive to the United States, they will leave themselves open to Iranian accusations that they are not really opposing the war. But if they follow Iran’s request, they run the risk that the United States may simply seize or at least freeze their dollar holdings to force them to change their mind.

Iran is putting pressure on the most U.S.-friendly Arab monarchies. The last few days have seen it attack two Saudi oil depots, and a drone has hit a desalination plant in Bahrain in response to an attack launched from Bahrainian territory on Iran’s desalination plant at Qeshm Island. Most of the Arab kingdoms depend on desalination to a much higher degree, topped by Saudi Arabia at 70% and Bahrain at 60%. That makes Bahrain’s attack akin to the folly of fighting with bricks while living in a glass house oneself.
Collateral effects of Iran’s goal to drive the United States out of the Middle East

Iran will escalate as Israel and the U.S. military exhaust their supply of anti-aircraft and missile defense, enabling Iran to launch its serious attack on a scale that it stopped short of last June when it agreed to a ceasefire. It will start using its most sophisticated missiles to attack Israel and other U.S. proxies.

There’s nowhere to put additional Arab oil production now that Iran has closed the Strait of Hormuz to all but its own ships, most of which are carrying oil destined for China. The storage tanks are full, with nowhere to save new production, which has therefore been forced to stop. And as for liquified natural gas, which is exported mainly by Qatar, its LNG gas works have been bombed. They will have to be rebuilt, which will take two weeks plus an equal time to put them back online by cooling this gas properly.

In any case, no ships are even trying to approach Hormuz because Lloyd’s of London is not issuing insurance policies. The U.S. military has recently sunk or seized Russian ships carrying oil, but the soaring oil prices have led it to permit such transfers in order to stem global inflation. Treasury Secretary Scott Bessent has said the Treasury Department is examining whether additional sanctioned Russian crude shipments could be released to the market. “We may unsanction other Russian oil,” he said. “There are hundreds of millions of barrels of sanctioned crude on the water … by unsanctioning them, Treasury can create supply.” His remarks follow a U.S. decision to issue a temporary 30-day waiver allowing Indian refiners to purchase Russian oil in an effort to maintain global supply.


Throughout the world, rising oil and gas prices will force economies to choose between having to cut back domestic social spending in order to pay their dollar debts. This war is splitting the US/NATO West from the Global Majority, by creating strains that Japan, Korea and even Europe no longer can afford. The chaotic effect of the U.S. attack has destroyed the narrative that has enabled U.S. diplomats to demand subsidies and “burden sharing” for its global military spending. The predicate fiction is that the world needs U.S. military support to protect it against Russia and China, and now Iran, as if these countries pose a real threat to Europe and Asia.

But instead of protecting the rest of the world by waging the present Cold War, the chaos in world oil and gas markets resulting from its attack on Iran shows that the United States actually is the greatest threat to the security, stability and prosperity of its allies. Its attack has fallen largely on its closest allies – Japan, South Korea and Europe. Their gas prices have soared by 20% and are now on their way further upward today. Korea’s stock market has plunged 18% in the last two days. All this is shifting support for removing U.S. control of Near Eastern oil and reorienting it to a market free from U.S. demands for control and dollarization of the world’s energy trade.


Michael Hudson

Prof. Hudson is Chief Economic Advisor to the Reform Task Force Latvia (RTFL). Michael Hudson is President of The Institute for the Study of Long-Term Economic Trends (ISLET), a Wall Street Financial Analyst, Distinguished Research Professor of Economics at the University of Missouri, Kansas City and author of Killing the Host (2015) Super-Imperialism: The Economic Strategy of American Empire (1968 & 2003), Trade, Development and Foreign Debt (1992 & 2009) and of The Myth of Aid (1971). For more of his writing check out his website: http://michael-hudson.com

Monday, March 09, 2026

Fake AI satellite imagery spurs US-Iran war disinformation


By AFP
March 8, 2026


The rise of generative AI has turbocharged the ability to fabricate convincing satellite imagery that can be exploited during conflicts - Copyright AFP ATTA KENARE
Anuj CHOPRA

The satellite image posted by an Iranian news outlet looked real: a devastated US base in Qatar. But it was an AI-generated fake, underscoring the accelerating threat of tech-enabled disinformation during wartime.

The rise of generative AI has turbocharged the ability of state actors and propagandists to fabricate convincing satellite imagery during major conflicts, a trend that researchers warn carries real-world security implications.

As the US-Israeli war against Iran rages, Tehran Times, a state-aligned English daily, posted on X a “before vs. after” image it claimed showed “completely destroyed” US radar equipment at a base in Qatar.

In fact it was an AI-manipulated version of a Google Earth image from last year of a US base in Bahrain, researchers said.

The subtle visual giveaways included a row of cars parked in identical positions in both the authentic satellite photo and the manipulated image.

Yet the manipulated photo garnered millions of views as it spread across social media in multiple languages, illustrating how users are increasingly failing to distinguish reality from fiction on platforms saturated with AI-generated visuals.

Brady Africk, an open-source intelligence researcher, noted an “increase in manipulated satellite imagery” appearing on social media in the wake of major events including the Middle East war.

“Many of these manipulated images have the hallmarks of imperfect AI-generation: odd angles, blurred details, and hallucinated features that don’t align with reality,” Africk told AFP.

“Others appear to be an image manipulated manually, often by superimposing indicators of damage or another change on a satellite image that had no such details to begin with,” he said.

– ‘Fog of war’ –

Information warfare analyst Tal Hagin flagged another AI-generated satellite image purporting to show that Israeli-US jets had targeted the painted silhouette of an aircraft on the ground in Iran, while Tehran seemingly moved real planes elsewhere.

The telltale clues included gibberish coordinates embedded in the fake image, which spread across sites including Instagram, Threads and X.

AFP detected a SynthID, an invisible watermark meant to identify images created using Google AI.

The fabricated satellite images follow the emergence of imposter OSINT — or open-source intelligence — accounts on social media that appear to undermine the work of credible digital investigators.

“Due to the fog of war, it can be very difficult to determine the success of an adversary’s strikes. OSINT came as a solution, using public satellite imagery to circumvent the censorship” inside countries like Iran, Hagin said.

“But it’s now being preyed upon by disinformation agents,” he added.

Reports of fake satellite imagery created or edited using AI also followed the Russia-Ukraine conflict and the four-day war between India and Pakistan last year.

– ‘Critical awareness’ –

“Manipulated satellite imagery, like other forms of misinformation, can have real-world impacts when people act on the information they come across without verifying its authenticity,” Africk said.

“This can have effects that range from influencing public opinion on a major issue, like whether or not a country should engage in conflict, to impacting financial markets.”

In the age of AI, authentic high-resolution satellite imagery collected in real time can give decision-makers vital clues to assess security threats and debunk falsehoods from unverified sources.

During a recent militant attack on Niamey airport in Niger, satellite intelligence company Vantor said it detected images circulating online purporting to show the main civilian terminal on fire.

The company’s own satellite imagery helped confirm that the photos were fake, almost certainly generated using AI, Vantor’s Tomi Maxted told AFP.

“When a satellite image is presented as visual evidence in the context of war, it can easily influence how people interpret events,” Bo Zhao, from the University of Washington, told AFP.

As AI-generated imagery grows increasingly convincing, it is “important for the public to approach such visual content with caution and critical awareness,” Zhao said.

ECOCIDE

Venezuela: 'At night, the east of the country is brighter than Caracas because of gas flaring'

‘If this gas was used or sold, we’d have more money’



Issued on: 09/03/2026 




Venezuela continues to burn natural gas produced as a byproduct of oil extraction in a process called gas flaring, which wastes a valuable resource and also has negative consequences for the environment and poses health risks. We spoke to people in Venezuela with knowledge of gas flaring and its effects in the northeast of the country, where the practice is particularly prominent.

"When you look at [satellite] images taken at night, the east of Venezuela is brighter than Caracas,” said one of our Observers, who previously worked in the oil sector.

You can indeed see a large luminous patch over the Venezuelan state of Monagas both in satellite images recorded by the National Oceanic and Atmospheric Administration (NOAA), a US government body, and on the website Open Infrastructure Map.

In these satellite images, you can see the light emitted in the Venezuelan state of Monagas (outlined in blue). © NOAA NESDIS STAR, March 3, 2026 (at left) / Open Infrastructure Map (at right)


What are those patches of light?

"The gas that is burning there,” says our Observer.

In other words, the light that can be seen from the sky is the result of gas flaring, which involves burning the natural gas emitted during oil extraction. The gas, a valuable resource, is wasted in this process.

Two photos of the same site show gas flaring in the Venezuelan state of Monagas in late February 2026. © Images shared with our team


Our team also examined satellite images taken during the day and was able to spot at least 40 chimneys with flames coming out of them in Monagas state in 2025. These chimneys are actually the flares used in gas flaring.

These yellow markers indicate where we spotted gas flares being used in Monagas state in Venezuela in 2025 by looking at images captured by Google Earth, Copernicus and Esri World Imagery Wayback. © FRANCE 24 Observers

According to a report from the World Bank, Venezuela is ranked as number 5 in the list of top gas-flaring countries in the world based on the total volume of gas burned, behind Russia, Iran, Iraq and the United States. However, if you consider the intensity of gas flaring – meaning the volume of gas flaring per barrel of oil extracted – Venezuela comes just second after Syria.

‘If this gas was used or sold, we’d have more money’

The high levels of gas flaring are mainly due to a lack of investment in equipment, says Gilberto Morillo, an energy consultant in Venezuela who previously worked for the public oil company PDVSA. He left in 2003, after an unprecedented wave of layoffs.

“When gas is produced alongside oil, you need specialised equipment if you want to capture it, store it, clean it, separate the liquid from the gas, etc. If you are able to gather it effectively, this gas can be used in many different ways. It can be used in industry or as domestic gas. It can also be injected into oil wells to increase their pressure or sold.

After 2003, PDVSA started to lose money and decline in a technical sense. The company didn’t invest in infrastructure to capture the gas. And if the gas isn’t captured and treated, then it needs to be burned [Editor’s note: otherwise, there is a risk of explosion]. Currently, I would say that about 50 percent of gas emitted during oil extraction is burned. That’s my own estimate because very little information is released by PDVSA and Venezuela’s oil ministry, but, in any case – that’s a huge amount of gas. Before, when I was working there, the percentage burned was closer to 10 percent [Editor’s note: a number that we were not able to independently verify].

Burning gas has economic consequences. If it were used or sold, we’d have more money.”

According to an investigation into PDVSA published in 2020 by the platform Connectas, the company loses "millions of dollars" when it burns the gas or releases it into the atmosphere without burning it – a practice more common in the west of the country.

Our Observer’s estimate that 50 percent of that gas is burned is close to the estimate made by an expert at Columbia University cited by the New York Times in this article.


These photos of gas flaring were taken by a Venezuelan woman who lives in Punta de Mata, Monagas state, Venezuela. © Images shared with our team

‘Gas flaring produces CO2, which contributes to global warming’

Aside from financial losses, gas flaring also has consequences for health and the environment. In 2024, gas flaring generated the equivalent of 389 million tons of CO2, according to the report by the World Bank.

Fernando Morales is a professor and environmental expert at Venezuela’s Simon Bolivar University.

“In the east of the country, the wells produce a large amount of associated gas. Enormous volumes of gas are constantly being burned there, when, in theory, gas should only be burned in an emergency situation. This produces CO2, which leads to global warming.

At a local level, the burning of gas isn’t clean – it generates soot and polycyclic aromatic [hydrocarbons], [air pollutants] like benzo(a)pyrene, naphthalene and anthracene, which are really harmful if breathed in. They have a similar effect to the fumes released by a badly maintained diesel vehicle. Benzo(a)pyrene, in particular, is linked to lung cancer in cases of chronic exposure. Other components, while not known carcinogens, can also lead to other lung diseases or irritation."

A former resident of Maturín (the capital of Monagas state) who now lives abroad spoke to our team on condition of anonymity. They said they knew people who had experienced “cancer, breathing difficulty and eye irritation”, which she linked to the pollution generated by oil infrastructure.

In the investigation published in 2020 by Connectas, the president of the college of medicine in Anzoategui, a state that borders Monagas, said that there was a higher rate of respiratory illness in cities where the oil industry was in operation.
‘At night, there is a yellow light in the sky from the flares’

Flares are also linked to "light, sound and thermal pollution", says Carlos Piccinoni, another Maturín resident.

“In the day, you can only see the flames. But at night, there is a yellow light in the sky, which comes from flares located 30 kilometres from here. We notice it especially if there is a power cut in town. What we see is like a controlled fire in the sky. When you are close to it, you can almost drive without headlights on because there is so much light in the sky.

It’s also noisy for those who live nearby. The flares make a particular sound, something similar to a blowtorch. It’s like the sound of a gas burner, but one with a diameter of two metres. The heat is also very strong. I think it is probably about 10 degrees hotter nearby."

The sky in Punta de Mata in Monagas state in Venezuela in late February 2026. © Images shared with our team

Piccinoni says that local people have faced domestic gas shortages in the past and that gas is expensive. Our team spoke to a former resident of Maturín, who now lives in Caracas:

“In 2017, we spent nine months without gas. At the time, I had neighbours who paid as much as $100 for a single cylinder of gas. And during that time, from my window, I could see the gas flares burning gas all day.”
Renewing the oil sector?

In late January, less than a month after the United States seized Venezuelan president Nicolas Maduro, the Venezuelan parliament approved a reform to its hydrocarbons law under pressure from the United States. As a result of the new law, which favours the private sector, the US removed a number of sanctions.

Both Gilberto Morillo and Fernando Morales say these measures should result in the oil sector receiving more money, which could allow it to modernise its infrastructures and increase production, as well as reduce flaring.

"If all the investments come in, then my colleagues and I estimate that we could be producing three million barrels of oil per day in eight or nine years,” Morillo says – a number that would be three times the current amount produced.

This article has been translated from the original in French by Brenna Daldorph.
BY:

The FRANCE 24 Observers

Chloé LAUVERGNIER

Sunday, March 08, 2026

 

Breaking down the battery problem



A researcher at the Cockrell School of Engineering is continuing a legacy of battery science that began right here at The University of Texas at Austin.




University of Texas at Austin

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Credit: The University of Texas at Austin




Consider the humble rechargeable battery: Many people start their day by unplugging their phone from a charger to check the weather or commute to work, or throw on their favorite podcast. They’ll end the day by plugging in their phone to charge again overnight.

This cycle represents decades of battery research pioneered right here at The University of Texas at Austin. Without the small, energy-dense, and safe lithium-ion battery, our morning routine would be very different.

“Even if you come up with other battery technologies, lithium-ion batteries will still be there,” said Arumugam Manthiram, a professor in the Walker Department of Mechanical Engineering. He has been working on the chemistry that happens inside batteries at the Cockrell School since 1986. “It might be replaced … but that will be a slow [process] if it is ever going to happen.”

His latest research, published in Nature Energy, explores a framework that could be used to advance a crucial part of lithium-ion batteries. Roughly 75% of the cost of lithium-ion batteries is the materials, and the majority of these batteries use expensive oxide cathodes. This is the problem Manthiram and his students are tackling: How do we begin to make these oxide cathodes more efficient?

Texas Engineers are already working on creating batteries made from more abundant—and more environmentally friendly—materials like sulfur or sodium, but this tech is still in the prototype stage. While this tech is promising, “it’s one thing to do something in the lab, and it’s another thing to make it, put it in your hand, and use it,” Manthiram said.

Why Fundamental Research

Lithium-ion batteries dominate the rechargeable market for their safety, power-to-weight ratio, and long cycle life, which means long-term reliability. The lithium-ion battery market was estimated to be worth $60 billion in 2024. That number is expected to triple in the next decade as demand for more efficient electric vehicles and energy storage rises.

Yet, sourcing the materials necessary for these batteries is becoming tougher, not easier, as supply chain disruptions from local conflict, politics, or environmental causes become more common.

A cathode, the positively charged electrode, is one of three essential components to a battery. It’s also the most expensive, usually making up half the total materials cost of a battery. The cathode is composed of nickel, but also lithium and cobalt, which are the mined minerals that are so vulnerable to supply-chain disruptions.

Understanding how these materials mix is crucial to meeting future market demand, keeping costs down, and maintaining safety.

“It involves a lot of fundamental knowledge. That’s where I come into the picture,” Manthiram said, “The cathode needs a lot of fundamental chemistry and physics knowledge to make it behave properly in engineering.”

Manthiram worked closely with Nobel Prize winner John Goodenough at Cockrell, who is credited with inventing cathode materials for lithium-ion batteries in the 1980s and which has revolutionized our morning routines.

Now, he’s working with his own “wonderful” students and postdocs to push the technology forward.

The Nature article breaks down the complexities of oxide cathodes and how machine-learning datasets can become valuable to speed up the development of future batteries.

Manthiram identifies three factors of the oxide cathode that control its behavior and properties: electronic configuration (or, how the electrons are arranged in the atoms of material), chemical bonding and chemical reactivity. Each of these individual parts of a cathode’s equation affects the battery’s performance.

Different chemical bonds can shift operating voltage and alter thermal stability and safety. Chemical reactivity can affect gas generation and cycling stability. Electronic configuration can determine which materials should or shouldn’t be grouped together. Even something as stable as iron can have adverse effects when paired with lithium in an oxide cathode.

That’s a lot of data to handle. Understanding the influence of these factors well would take years of research and significant resources, but the broader materials industry is already training machine learning algorithms to assist experimentalists in their work.

“You cannot depend only on machine learning or artificial intelligence. You also need human intervention. That means whatever comes out of that [research], we better understand what it is.”

Why AI Matters in the Frontier of Materials

There are already examples of AI being used to take advantage of huge datasets and predict promising leads for researchers. Google DeepMind’s GNoME project predicted 528 new compounds that could potentially be lithium-ion conductors. There is some discussion as to just how novel or useful of these compounds could be, but that’s where scientific expertise becomes paramount.

Manthiram’s group is using Texas Materials Institute’s facilities to conduct characterization experiments, which create complex datasets that AI trained by the group can then parse. After that, the experiments are done again, repeating the cycle of creating data to train a ML-model to predict materials to experiment on.

“We invent the materials; we invent the process in academic labs; and then [industry] has to scale up and implement it,” Manthiram said.

Pushing the technology forward, reducing the amount of cobalt used, overcoming the instability concerns of more nickel in the mix. These are all bite-sized solutions for a big challenge that affects everyone.

“I tell my students, we’re all learning. That’s the attitude I have.”

Manthiram hopes this article builds on an educational framework and pushes researchers towards a better understanding of cathodes, which in turn would speed up development while reducing safety problems.