Thank you for this work. Question for you after reading… As the West pursues "de-risking" and "friend-shoring," can China’s localized clusters survive a decoupled world where they lose access to high-end Western chips or specific consumer markets in Europe and North America? Can a "robot army" innovate at the frontier, or is it better suited for perfecting existing manufacturing processes?
On decoupling: Western decoupling is too hard to pull off. Even Apple can’t really decouple. The best they’ve managed is moving final assembly to India and Vietnam, while the vast majority of their supply chain stays in China. On his current Beijing trip, Trump has been unusually warm toward Xi, more deferential than he's been with most other leaders. That tells you something about how irreplaceable China is right now.
On chips: The squeeze is real at the very top end (the most advanced chips that need cutting-edge lithography machines), but it's narrower than the headlines suggest. Most of what China actually needs chips for (e.g. factory automation, EVs, power electronics, and robotics) runs perfectly well on older generation chips. China's domestic chipmakers and tool builders are already largely self-sufficient at that level. So the pressure at the frontier just speeds up substitution rather than breaking the cluster.
On the robot army and frontier innovation: the answer is yes. Perfecting existing processes is how you get to the frontier.
Examples of Chinese innovation that flowed directly from this:
1. LFP battery dominance gave them the cost structure and chemistry know-how that's now producing sodium-ion batteries.
2. Building EVs and drones at scale built up the motor, battery, and sensor supply base that's now powering China's lead in humanoid and industrial robots. The components are largely the same.
3. China's manufacturing clusters are precisely what enable the rapid testing and iteration necessary to train robots into useful, intelligent machines. https://www.youtube.com/shorts/QlfLsJ0TyiE
Confirms, again, the kind of momentum that China is attaining and the force, scale, and forward directed vision of where they want to go.
Compared to the exhausted ideals of the western countries and the sense of contested political narratives competing for pro-business vs sustainability agendas at odds with each other about the way forward, the contrast is stark.
The West thinks it can contain China and even derail or dominate. Seems like China might just steamroll and flatten the once dominant western order if the ruling classes don't pick up the pace and embrace the scale of the challenge. Not because of Chinese malice, but because they are going breakneck speed in their own direction of developing the global South when the West falters.
Amazing how China has done so well in such a short time, relatively speaking.
We agree that China’s long-term orientation, as well as its scale of development, are very impressive.
When it comes to Western decline, it is essential to differentiate between specific regions. Europe is currently navigating significant economic headwinds: structural productivity gaps and persistent energy-cost pressures have tangibly slowed its growth trajectory.
Ultimately, the US and China have been the two best-performing major economies over the last few decades. We are optimistic about the long-term potential of both (not investment advice).
Other factors do impinge on the fate of countries and culture and there's plenty of challenges on the horizon for humanity, going forward.
My seat is in Europe and I can't say I am feeling optimistic.
There's lots of potential in many places. Turning potential into actualisation is the important bit.
Commentators on the US talk about the fourth turning. I believe that is a different way of referring to a revolution. Europe, it seems, could be heading in a similar direction for different reasons.
Perhaps competent leaders will emerge and change my outlook, but I don't think anyone will be unscathed by environmental impacts and the demographic implications of the current situation in the long term. Not just aging workforce bumps on the road, but profound challenges that will force extreme choices. But my attitude sort of exemplifies the sense of western uncertainty and anguish about what direction to take from here. Western cultural crisis is about collective psychology, as much as it is about infrastructure, future plans and a sense of historical guilt. Was the scientific industrial revolution worth it, considering the pollution and other consequences? China provides a kind of redemption for that guilt by having picked up the mantle of technological progress and sprinting ahead.
There is ultimately a gap between Europe and the US. While European economic malaise is difficult to ignore, looking at the United States through a singular, federal lens often obscures the true drivers of its resilience. A defining feature of the American federal system is that substantial governance and economic competency occur at the state level, where pro-growth policies and infrastructure investments continue to stimulate dynamic economic activity despite national political theater.
Regarding the legacy of the scientific industrial revolution, the historical data is clear. Industrialization is the fundamental driver behind humanity’s greatest material triumphs. Global life expectancy has skyrocketed since the 19th century, accompanied by an unprecedented rise in living standards, literacy, and public health. Furthermore, industrialization is now enabling the development of clean energy and transportation.
China’s remarkable technological progress and continued sprint is a vital chapter in this ongoing global expansion. This was initially enabled by China building systematically upon the historical lessons, foundational technologies, and global capital provided by the West. Rather than a zero-sum replacement, we view this as an evolution of the global industrial mantle, and we remain focused on how effectively both the US and China deploy their distinct structural advantages moving forward.
While it is accurate that robots do not pay personal income tax, the economic output they generate is subject to tax. Companies deploying robots and AI achieve higher productivity and profit margins; consequently, they pay higher corporate income taxes and value-added taxes (VAT). Furthermore, as these capital investments drive companies' market value upward, shareholders ultimately pay higher capital gains taxes upon realizing those returns. Ultimately, the source of tax revenue increasingly shifts away from individual labor and towards capital and corporate profits.
An expansion in aggregate economic output, regardless if it comes from human labor or automation, fundamentally expands the amount of revenue that can be taxed. When automation increases productivity, the resulting economic output generates proportionately higher corporate income taxes and capital gains revenues.
While a demographic decline inevitably alters the composition of the tax base, shifting the burden away from broad labor payrolls and toward corporate profits and capital owners, total net tax revenue can still rise as long as overall economic output increases.
The fiscal system does not necessarily collapse: it simply adapts to redistribute revenues derived from capital rather than labor. Ultimately, the capacity to sustain a fiscal system is dictated by the total economic value generated, not the specific ratio of human workers to automated systems.
In short run capital mkt will priced this with leverage, but in long run, aging problemXinflation structureXreal meaning total demand shrinks therefore derived from the financial mkt performance
This perspective is the definitive macroeconomic bear case: an aging population structurally contracts aggregate domestic demand, which ultimately limits long-term financial market performance.
However, this demand-side view underestimates the global orientation of the ongoing structural transformation. AI and industrial robotics present an opportunity for China to fundamentally expand its share of global GDP.
With cheaper and increasingly abundant energy, unmatched manufacturing capacity, and a rapidly expanding robotic workforce, competing with the Chinese industrial base will become increasingly difficult for other economies.
Furthermore, this transition will allow China to climb the value chain to dominate higher-margin sectors, such as green technology, advanced mobility, and automated biomanufacturing.
Capturing these higher margins directly translates to greater aggregate and per-capita economic output, even when taking into account a shrinking population.
The resulting explosion in automated productivity allows China to capture a significantly larger proportion of international demand.
Ultimately, total wealth generation will be driven by unmatched global export competitiveness and structural energy resilience, rather than relying strictly on an expanding number of domestic consumers.
1. You are shifting the discussion from demographics to industrial competitiveness. Those are not the same problem.
China gaining market share does not automatically solve aging, shrinking households, or declining domestic demand.
2. Productivity is increasingly a software problem, not a hardware problem.
A better model, OS, workflow, or AI architecture can generate massive productivity gains with minimal hardware upgrades.
The highest-margin layer is rarely the factory.
It is usually the software stack controlling the factory.
3. The top of the value chain is coordination, not manufacturing.
Apple captures more value than Foxconn.
Microsoft captures more value than PC assemblers.
OpenAI, Anthropic, Palantir, Nvidia are all examples of software and platform leverage outperforming pure manufacturing scale.
4. Robots can increase output. They cannot create end demand.
A factory can produce more goods.
That does not mean households can consume more goods.
Production and consumption are different economic functions.
5. Capital markets may price automation aggressively in the short run.
Higher margins.
Higher earnings.
Higher multiples.
Higher asset prices.
But long-term economic sustainability still depends on demographics, household formation, consumption, and fiscal stability.
6. You are assuming global demand is infinite.
It isn’t.
If every major economy is aging simultaneously, the question is not who can produce more.
The question is who can consume more.
7. This is exactly why Anthropic, OpenAI and others increasingly talk about distribution, institutions and economic transition rather than raw automation.
The bottleneck is no longer simply production.
The bottleneck is who captures value, who spends it, and how societies remain stable when labor becomes less central to production.
⸻
The core disagreement is simple:
You are arguing that automation solves supply.
I am arguing that demographics determine demand.
Those are two different variables.
And so far you have mostly responded by changing the subject from demand to market share.
Thank you for this work. Question for you after reading… As the West pursues "de-risking" and "friend-shoring," can China’s localized clusters survive a decoupled world where they lose access to high-end Western chips or specific consumer markets in Europe and North America? Can a "robot army" innovate at the frontier, or is it better suited for perfecting existing manufacturing processes?
On decoupling: Western decoupling is too hard to pull off. Even Apple can’t really decouple. The best they’ve managed is moving final assembly to India and Vietnam, while the vast majority of their supply chain stays in China. On his current Beijing trip, Trump has been unusually warm toward Xi, more deferential than he's been with most other leaders. That tells you something about how irreplaceable China is right now.
On chips: The squeeze is real at the very top end (the most advanced chips that need cutting-edge lithography machines), but it's narrower than the headlines suggest. Most of what China actually needs chips for (e.g. factory automation, EVs, power electronics, and robotics) runs perfectly well on older generation chips. China's domestic chipmakers and tool builders are already largely self-sufficient at that level. So the pressure at the frontier just speeds up substitution rather than breaking the cluster.
On the robot army and frontier innovation: the answer is yes. Perfecting existing processes is how you get to the frontier.
Examples of Chinese innovation that flowed directly from this:
1. LFP battery dominance gave them the cost structure and chemistry know-how that's now producing sodium-ion batteries.
2. Building EVs and drones at scale built up the motor, battery, and sensor supply base that's now powering China's lead in humanoid and industrial robots. The components are largely the same.
3. China's manufacturing clusters are precisely what enable the rapid testing and iteration necessary to train robots into useful, intelligent machines. https://www.youtube.com/shorts/QlfLsJ0TyiE
Iteration at scale gets you to the frontier.
Thank you for the knowledge 👏
Outstanding article.
Confirms, again, the kind of momentum that China is attaining and the force, scale, and forward directed vision of where they want to go.
Compared to the exhausted ideals of the western countries and the sense of contested political narratives competing for pro-business vs sustainability agendas at odds with each other about the way forward, the contrast is stark.
The West thinks it can contain China and even derail or dominate. Seems like China might just steamroll and flatten the once dominant western order if the ruling classes don't pick up the pace and embrace the scale of the challenge. Not because of Chinese malice, but because they are going breakneck speed in their own direction of developing the global South when the West falters.
Amazing how China has done so well in such a short time, relatively speaking.
We agree that China’s long-term orientation, as well as its scale of development, are very impressive.
When it comes to Western decline, it is essential to differentiate between specific regions. Europe is currently navigating significant economic headwinds: structural productivity gaps and persistent energy-cost pressures have tangibly slowed its growth trajectory.
America though possesses its own distinct, resilient advantages: https://blog.inverteum.com/p/america-will-keep-succeeding
Ultimately, the US and China have been the two best-performing major economies over the last few decades. We are optimistic about the long-term potential of both (not investment advice).
Yes, well. Economically that may be the case.
Other factors do impinge on the fate of countries and culture and there's plenty of challenges on the horizon for humanity, going forward.
My seat is in Europe and I can't say I am feeling optimistic.
There's lots of potential in many places. Turning potential into actualisation is the important bit.
Commentators on the US talk about the fourth turning. I believe that is a different way of referring to a revolution. Europe, it seems, could be heading in a similar direction for different reasons.
Perhaps competent leaders will emerge and change my outlook, but I don't think anyone will be unscathed by environmental impacts and the demographic implications of the current situation in the long term. Not just aging workforce bumps on the road, but profound challenges that will force extreme choices. But my attitude sort of exemplifies the sense of western uncertainty and anguish about what direction to take from here. Western cultural crisis is about collective psychology, as much as it is about infrastructure, future plans and a sense of historical guilt. Was the scientific industrial revolution worth it, considering the pollution and other consequences? China provides a kind of redemption for that guilt by having picked up the mantle of technological progress and sprinting ahead.
Time will tell what happens next.
We appreciate your deep reflection on this issue.
There is ultimately a gap between Europe and the US. While European economic malaise is difficult to ignore, looking at the United States through a singular, federal lens often obscures the true drivers of its resilience. A defining feature of the American federal system is that substantial governance and economic competency occur at the state level, where pro-growth policies and infrastructure investments continue to stimulate dynamic economic activity despite national political theater.
Regarding the legacy of the scientific industrial revolution, the historical data is clear. Industrialization is the fundamental driver behind humanity’s greatest material triumphs. Global life expectancy has skyrocketed since the 19th century, accompanied by an unprecedented rise in living standards, literacy, and public health. Furthermore, industrialization is now enabling the development of clean energy and transportation.
China’s remarkable technological progress and continued sprint is a vital chapter in this ongoing global expansion. This was initially enabled by China building systematically upon the historical lessons, foundational technologies, and global capital provided by the West. Rather than a zero-sum replacement, we view this as an evolution of the global industrial mantle, and we remain focused on how effectively both the US and China deploy their distinct structural advantages moving forward.
Um..Robot can’t pay TAX
While it is accurate that robots do not pay personal income tax, the economic output they generate is subject to tax. Companies deploying robots and AI achieve higher productivity and profit margins; consequently, they pay higher corporate income taxes and value-added taxes (VAT). Furthermore, as these capital investments drive companies' market value upward, shareholders ultimately pay higher capital gains taxes upon realizing those returns. Ultimately, the source of tax revenue increasingly shifts away from individual labor and towards capital and corporate profits.
VAT is paid by consumers.
Income taxes are paid by workers.
Payroll taxes are paid on labor.
Robots pay none of them.
The question isn’t whether robots increase output.
The question is whether they can replace taxpayers.
Those are two very different economic functions.
A shrinking population may still produce more.
That doesn’t automatically mean it can consume more, pay more taxes, or sustain the same fiscal system.
An expansion in aggregate economic output, regardless if it comes from human labor or automation, fundamentally expands the amount of revenue that can be taxed. When automation increases productivity, the resulting economic output generates proportionately higher corporate income taxes and capital gains revenues.
While a demographic decline inevitably alters the composition of the tax base, shifting the burden away from broad labor payrolls and toward corporate profits and capital owners, total net tax revenue can still rise as long as overall economic output increases.
The fiscal system does not necessarily collapse: it simply adapts to redistribute revenues derived from capital rather than labor. Ultimately, the capacity to sustain a fiscal system is dictated by the total economic value generated, not the specific ratio of human workers to automated systems.
In short run capital mkt will priced this with leverage, but in long run, aging problemXinflation structureXreal meaning total demand shrinks therefore derived from the financial mkt performance
This perspective is the definitive macroeconomic bear case: an aging population structurally contracts aggregate domestic demand, which ultimately limits long-term financial market performance.
However, this demand-side view underestimates the global orientation of the ongoing structural transformation. AI and industrial robotics present an opportunity for China to fundamentally expand its share of global GDP.
With cheaper and increasingly abundant energy, unmatched manufacturing capacity, and a rapidly expanding robotic workforce, competing with the Chinese industrial base will become increasingly difficult for other economies.
Furthermore, this transition will allow China to climb the value chain to dominate higher-margin sectors, such as green technology, advanced mobility, and automated biomanufacturing.
Capturing these higher margins directly translates to greater aggregate and per-capita economic output, even when taking into account a shrinking population.
The resulting explosion in automated productivity allows China to capture a significantly larger proportion of international demand.
Ultimately, total wealth generation will be driven by unmatched global export competitiveness and structural energy resilience, rather than relying strictly on an expanding number of domestic consumers.
Highly doubt that narrative.
1. You are shifting the discussion from demographics to industrial competitiveness. Those are not the same problem.
China gaining market share does not automatically solve aging, shrinking households, or declining domestic demand.
2. Productivity is increasingly a software problem, not a hardware problem.
A better model, OS, workflow, or AI architecture can generate massive productivity gains with minimal hardware upgrades.
The highest-margin layer is rarely the factory.
It is usually the software stack controlling the factory.
3. The top of the value chain is coordination, not manufacturing.
Apple captures more value than Foxconn.
Microsoft captures more value than PC assemblers.
OpenAI, Anthropic, Palantir, Nvidia are all examples of software and platform leverage outperforming pure manufacturing scale.
4. Robots can increase output. They cannot create end demand.
A factory can produce more goods.
That does not mean households can consume more goods.
Production and consumption are different economic functions.
5. Capital markets may price automation aggressively in the short run.
Higher margins.
Higher earnings.
Higher multiples.
Higher asset prices.
But long-term economic sustainability still depends on demographics, household formation, consumption, and fiscal stability.
6. You are assuming global demand is infinite.
It isn’t.
If every major economy is aging simultaneously, the question is not who can produce more.
The question is who can consume more.
7. This is exactly why Anthropic, OpenAI and others increasingly talk about distribution, institutions and economic transition rather than raw automation.
The bottleneck is no longer simply production.
The bottleneck is who captures value, who spends it, and how societies remain stable when labor becomes less central to production.
⸻
The core disagreement is simple:
You are arguing that automation solves supply.
I am arguing that demographics determine demand.
Those are two different variables.
And so far you have mostly responded by changing the subject from demand to market share.