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WSJ Quiz on data centers- test your knowledge. Does China have the most data centers? No the US with 4000, followed by Britain with 515 and Germany with 500 showing that China is not in the AI craze the way the US is even though the idea of the US falling behind in AI is used to get trillions of dollars in AI funding. This only means infrastructure that is dilapidated and broken in the US will not be replaced, and that the US plan to reindustrialize to get jobs will lack funding as dollars are diverted from these essential and vital needs to AI. Eventually Asian countries with new infrastructure will find ways to get that US technology without having to pay for it. The American public will be paying for this AI craze. We at Lyrarc.com checked how many data centers China has built? The number is 250 data centers are operational and note this in the MIT Technology Review it says 80% of these data centers are not being used, there is 80% overcapacity in China. Because China's AI such as Deep Seek is designed so that it uses less computing power. What this means is that only the US will put over 3 times the combined data centers put in by China, UK and Germany for AI and US will put in 16 times the data centers China has put in. As China only needs or is using 20% of its 250 operational data centers or 50 data centers the US is putting in 80 times the data center capacity China is using in 2026. Why 80 times? Because China has a Plan and it can manage the supply to the need or demand. In the US each company is trying to put so many in so it can get the leadership position in the market. For example Amazon puts in $200 billion instead of the $100 billion it can afford simply to be in the leadership ranks. There is much wasteful spending in the US market system than China's coordinated effort in a new technology even though ideologues like to say the US system is superior, and a plan by the state is frowned upon in the US, costing the US dearly when it lost its entire manufacturing base to China while economists said everything was OK. Even the WSJ Quiz fails to ask the question we asked about China and how many data centers China has actually made operational, how much is overcapacity- 250 datacenters and 80% overcapacity. Showing how little the public knows and even WSJ has looked into, giving a few companies such as Google, Amazon, Apple, Microsoft and others the freedom to spend in a reckless way so that future infrastructure investments and reindustrialization investments will be crowded out in the US economy. And economists as usual will say its OK. ...

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DJT arrives in Beijing China May 13 2026. Topics that will be discussed are - the Iran War and how to resolve it, trade with China, tariffs, and US Taiwan policy. China continues to run trillion dollar surplus in trade with the world with lower trade surplus with the US after DJT tariffs. From $295 billion in 2024 under Biden the new DJT administration with DJT, Bessent and Jamieson has lowered this to $202 billion by 2026. In that same period the world trade surplus of China has increased from $992 to $1.19 billion. It is not clear whether some of the drop in the US figures is from China sending product through channels to Mexico and Vietnam that is then shipped to the US. DJT showed results in his policies by lowering the trade imbalance by 32%, while trade imbalance with the rest of the world has worsened (increase in trade surplus of China) by 20%. What does this show? We can safely assume that excessive trade imbalances are not in either China, EU, or America's interest. China increases trade and political friction by doing so, and it leaves its own policy weak by overdependence on exports, too little effort to increase domestic consumption and living standards.  FOr the US and EU trade imbalances with China of over $1 trillion reflect misguided policy at the top by US and EU decision makers and governments. By exposing their manufacturing base they are losing valuable jobs by the millions and creating a situation where the few with good jobs in select industries live in large cities and the rest of the country in smaller towns and rural areas suffering from lack of amanufacturing base. This weakens the investment base for public services and leads to lack of investment ininfrastructure. This is called deindustrialization which the DJT and Biden administrations both fight hard to reverse for the last 10 years since the disastrous years of the Obama and Bush administrations 2000-2016. For this reason we can say a good Republican is as good as a good Democrat, a bad Republican is as bad as a bad Democrat, political labels are just that labels. The media in US and EU are on a wrong footing and still fail to cover this the way it should be covered to shake off the lethargy in public sentiment in the US so that a rapid drive to reindustrialize and build new new infrastructure on top of the old that was built after World War 1 can take place. In today's world India is stepping up with major infrastructure building just as the US and EU ramp up their rebuilding.  ...

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Where do you place a winner of the Democratic primary in Maine, Graham Plattner, an oyster farmer who dropped out of college at George Washington University, served briefly in the Middle East wars of Bush and Obama, and had PTSD. Is he working class, middle working class or is he from a downwardly mobile professional class considering he has parents who are well educated and father a prominent lawyer in Maine? Plattner easily defeated a 3 term governor of Maine with his average working class demeanor and language. He is for universal health care, (Medicare for All) universal child care, affordable housing, affordable college. Politics in the US has been moving away from the simple divisions before 1950 created by the Industrial Revolution- the workers in factories and the owners of capital allied with the professional middle class. The few owners of capital mostly college educated allied with people from the non college educated workers in factories who are conservative in their values and beliefs and on the other side the college educated professional middle class now downwardly mobile because of the many recessions and high unemployment from frequent financial crises, with college costing $80,000 a year putting them in deep debt. There is today in the WSJ a story of a professional worker who at $194,000 a year salary is not able to payoff $15000 debt which owners of capital have set at 26% interest and is in downward spiral. Some of this comes from large college and other debt. There is says WSJ Analysis $1.25 trillion in credit card debt alone with highest delinquency rates in decades in 2026. Cost of living has only made things worse and some of this happened as Biden poured money into the economy to help people hurt by the pandemic, yet with some short run consequences with demand strong businesses including hotels, restaurants and grocery stores, auto dealers, jacking up their prices by over 20% in 1 year and Biden failing to respond, getting overwhelmed by open borders migrants under Mayorkas and Harris (also hit by a sudden Venezuelan migrant influx). This is the America one has today- a confusing mix. This in reality means Democrats may take issue with Democrats, Republicans take issue with Republicans, and Democrats join with Republicans on issue by issue basis. It might actually be rational than irrational. On cultural issues if the country has gone over its head and moved too fast on some issues that are not for the general public good, people of different backgrounds can come together to get the best path. On economic issues things are never so straightforward, there are unpredictable consequences and the rules of economics are really not so straightforward either.  Providing relief can mean the government shouldering the burden as during the pandemic which it should, yet with caution as businesses can use the excess demand to raise prices and one is back to square one with everybody worse off as happened with Biden. Migrant flows and fears of insecurity in public spaces can lead to a severe public "discomfort that can waylay the best intentions of a Harris or Biden, leading to public "backlash." In fact the title of a recent book is "Whiplash." Current books include Floridan Marco Rubio's "Decade's of Decadence- How our Spoiled Elites Blew America's Inheritance of Liberty, Security and Prosperity." Rubio means it. Its authentic because as Rubio says repeatedly, his parents could make a living in the 1960's working in a factory with decent wages, low cost of living and low cost of college, the arithmetic between salaries and what you needed for decent home in suburbs and sending children to good public schools, then to college, all adding up. The result is that Rubio could go to college and serve in the Florida legislature. Rubio says in 2026, after the elites under Bush and Obama and faulty economic theory shipped all of our factories to China, that the story of his parents and his education would simply be impossible. This is what he told people in India on his first visit last week. His parents were Cuban immigrants, yet he identifies with Spain and with western civilization, a devout Roman Catholic. Rubio is a Republican, and is in large contrast with Alejandro Mayorkas, also from Cuba, and Biden's Head of Homeland Security. This is the mix of people and representatives in Congress,  business people, small business owners, professionals, that we have today in 2026 in the US. Plattner and Rubio, one a Democrat and one a Republican- both have something in common. Plattner also has general disdain for "the corporate interests, the billionaires, the Washington DC elites, and the establishment politicians."  The winds are blowing in the direction of getting things right- remembering that Eisenhower continued the work of the Kennedy and LBJ administrations (Eisenhower built the Interstate Highway System for instance, and LBJ gave America Social Security and Medicare). Before that Franklin Roosevelt a Democrat built on the work of his uncle Republican Theodore Roosevelt (TR gave America the idea of good governance and built the US Navy, FDR fought the Depression and stabilized a faltering economy after mistakes made by Republican Herbert Hoover could have happened even if Hoover was a Democrat. FDR was himself from a wealthy New York family and when he first met fellow New Yorker Frances Perkins before his struggle with polio, a haughty New York gentleman. That was before Frances Perkins as FDR's Labor Secretary joined forces with Roosevelt to give New York a modernized administration governance structure by 1940 that was applied to all 51 states after 1950. It allied labor with capital with fairness for all, and was the first such modern structure of this size the world had ever seen, which was the fundamental strength of the United States of America. It was imitated in Asia, first in the Shanghai region then China, and first in the Ahmedabad region and now India. The US is faced with the challenge of recreating and rebuilding this today, as first China, then India remind America of its roots which they have followed in their own style and culture.  First good governance, then good institutional structures, alligning labor and capital with fairness for all, strong affordable + accessible educational and healthcare systems, and investments of capital and labor for infrastructure + industrial development. ...

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US president Biden's $2 trillion infrastructure spending plan is being compared to the New Deal infrastructure plans of Franklin Delano Roosevelt in the 1930's. FDR was preceded by Republican administrations under Hoover and other presidents who followed policies that can be compared to the Reagan administration policies when public sector spending was not seen to be as efficient as private sector spending. By the time of the economic collapse in the 1930's it had become clear that only the federal government could save the country in the depression. During the pandemic and collapse of the health systems it was clear that only the federal government could save the country. It is now also evident that infrastructure building led by the government can rebuild America. In the 1930's and during other periods in American history such as the building of the Erie Canal and other public sector infrastructure projects in the 19th century it was the federal government that led the way to building America. ...

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This NYT report says US president Biden is different from past presidents in two ways. He is pushing for infrastructure spending on a big scale from the very beginning of his administration. He is also not interested in shrinking his plans for multi-trillion dollar infrastructure spending to win support from Republicans. A big reason is that he sees the opportunity to go ahead because the perceptions of the American people have changed in the last five years, and have changed even more in the last year with the pandemic. Health, education,  infrastructure, and competitive technology leadership resource development spending with government playing a leading role is seen as indispensable for the US as a nation if it is to play the leading role that it has played over much of the last 100 years. Government leadership is seen as indispensable including in redesigning the existing global supply chain so that the US is no longer dependent on other nations and taking on risks. ...

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For 2025 US stocks S&P 500 returns 19%, foreign stocks in Europe 36%. An extraordinary year for foreign stocks with Germany's big investments in the economy. Actually the average S&P stock was down 3.7%. It was the large investments in AI that propelled the US stock markets S&P 500 to the 19% gain.  AI investment may take a long time to be profitable and some companies may lose money yet the building of data centers creates demand for construction activity, and tariffs are bringing larger investments into the US economy. Media skeptical about tariffs led to many missing the surge in stocks. It was the same overseas after years of Merkel and limits placed in the constitution on needed spending, and the SPD coaltition struggling to get through FDP obstruction to investment spending. Chancellor Merz of CDU joined the SPD to make a big $1 trillion investment in German infrastructure and defense, and removed the constitutional brake on investment Merkel had unwisely put in, with so much of Germany's infrastructure and digital in bad shape. This pushed up European stocks that had languished under the austerity logic of Cameron/Johnson-Merkel. This also was missed by many as the old logic was suddenly and quickly taken out with Russia emboldened in Ukraine taking over much of the eastern Ukraine's Donetsk region. Defense is now a rapidly growing part of the German economy. 2025 was a year of sudden and rapid change in the world economy with tariffs, US investment deals, and Germany taking on defense and infrastructure, which few could predict. And in which the media created confusion by saying the opposite of what was required from investors. ...

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US president Biden's multi-trillion dollar spending plans for infrastructure, climate change plans, education and healthcare, are based on a changing perception about the effectiveness of the public sector spending initiatives. The Reagan period idea that the public sector is not as efficient as the private sector that lingered through the Clinton, Bush and Obama, Trump administrations is no longer accepted. After the pandemic another perception is taking root that when it comes to health infrastructure the government has a leading and indispensable role to play. Gone are the doubts about this that hung like a cloud over the nation's plans for infrastructure in health, education and supply channels. Following the global competition with China a new factor is also playing its part. The need for government to play an active role in trade, in protecting technological resources, and in supporting US technological firms in competition with other countries. There is a new perception that the government should be determined to play this role. In the effort to be self-reliant after the pandemic the government is expected to play a role in redesigning the supply channels and providing the direction and incentives for supply channels worldwide that give America a competitive advantage and less dependence on other nations. ...

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Biden is a US president in a hurry, says this analysis in The Times. And it says this is for a good reason. Biden as vice president in the Obama administration has watched as time slipped by and much of the hopes remained unfulfilled for infrastructure and other plans including climate change. Biden also has long experience in Congress and long experience working with Congressional rules. He also understands that the Democratic majority may not last beyond 2 years, better to go all out now and lose no time. This is the thinking behind his plan for $2 trillion in infrastructure spending in the first 100 days of his administration, and the idea that he does not need to win Republican support by watering down his plan.

The American people now support this kind of bold vision and bold plan after the pandemic showed the weak nature of presidential plans and aspirations till now for three decades.

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Binyamin Applebaum of the NYT Editorial Board says the gap from 1972 to 2021 of 21% of GDP in spending and 17% of GDP in taxes taken in is a serious problem because it creates $31 trillion in debt and over 475 billion in interest payments each year. And much of the spending is wildly popular 63% that goes to Social Security and Medicare, and vital spending on health care and education, social services that takes up 15%. The rest is defense and interest payments. The rest of the G7 spend about 50% more on average he says. This is why he says Republicans holding up raising the debt ceiling is not the issue that needs to be faced each year there are better more direct and sensible solutions that also address the need for the Renewal of America after years of underinvestment in everything from infrastructure to health and education. And capital markets that overcrowded essential government spending to finance massive capital misallocation by tech companies, the costs of which are only now being understood in America. ...

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Merz popularity dips slightly as he brings up tough issues such as 4 days work weeks in Germany, Many working part time and CDU calling for restricting part time to workers giving care to elderly, childcare, and for education. The German welfare payments close to minimum wage was an issue in Germany but is declining in significance. Most significant today at 35% is the issue of social inequality. Taxes unfairly distributed at 13%, and the asylum seekers issue at 9% lower today by 2%. On the economy Merz pointed out that- "Prosperity cannot be maintained with a four-day work week and an exaggerated work-life balance." He also criticized the high number of sick leave days at 14.5 average days sick leave per employee per year. Polls in February 2026 show CDU at 26%, SPD at 15%, Greens at 12%, Left at 10%, AfD at 24%, FDP 3% BSW 3%. Popularity in Germany is highest for defense minister Pistorius and next comes foreign minister Wadephul. Merz is less popular but he is raising the tough issues and taking strong action compared to Merkel who was more interested in her personal popularity than what was good for Germany. Also not given credit for action is Merz removing constitutional brake on spending for investing in Germany's infrastructure and defense, and fixing problems left behind by Merkel who neglected infrastructure, digital economy, and defense. ...

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Chancellor Merz New Year Message to Germany 2025, reflects on the events of 2025 with the DJT US administration distancing itself from Europe in favor of a peace agreement in the Ukraine war- with Europe left to take responsibility for defending it's region. By December 2025 the US asserted the Monroe Doctrine and made securing the western hemisphere the top priority, not Europe. Merz and SPD's Lars Klingsbeil removed the constitutional brake on spending placed by Merkel and passed a bill in parliament by December 2025 for a one trillion dollar infrastructure buildup and defense buildup. “Germany is a great country that has, time and again, reinvented itself, emerged stronger from crises, given rise to new cohesion and offers all of its citizens a livable and lovable home.” “We are not the victims of extraneous circumstances. We are not at the mercy of great powers. Our hands are not tied.” A similar situation is happening in South Asia as India faces China over a long border in the Himalayas and India puts up roads, bridges, tunnels and airstrips in the Himalayan border regions.   ...

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This podcast in the WSJ shows how agreement was reached for the global corporate minimum tax for 136 countries bringing in holdouts such as Ireland. The global corporate minimum tax is essential for US president Biden's Build Back Better infrastructure spending plan, for Modi's infrastructure plans in India, and for the European Union's infrastructure spending plans, for infrastructure spending around the world, after three decades of neglect of infrastructure building.

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Prodigous investments in AI data centers is crowding out investment in essential infrastructure that would cut the cost of living in the US. Such as investment in pharmaceuticals in the US, investment in automobiles and rare earth processing, in housing and schools would reduce cost of living by bringing down prices and provide huge human returns for every dollar spent in addition to larger profits over a long period. Shown here is the AI data center for Microsoft in Atlanta. Microsoft has invested $34 billion the first fiscal quarter of 2025 alone, with similar investments by Amazon, Tesla, Google, and others for $400 billion capital allocation in 2026. Investments are also being crowded out in the replacing of the aging infrastructure of the US  of roads, rail, subways systems, transport systems, bridges, airports and ports. Some of these investments such as in ports and logistics are needed to make America a manufacturing and exporting nation. Economists loved to talk about crowding out of investment by the private sector when the government spending was significantly higher as during and after World War II. Today there is little talk about the massive misallocation of capital in the US economy. Where public infrastructure is ravaged by time and mismanagement as in New York political trends are calling for free public transport  and supported grocery stores in NYC, when the root cause the overall picture of the Nation's spending in rebuilding America is ignored or unaddressed, which would get to the root cause of the cost of living and quality of life issues that concern all the people of this Nation. ...

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Another danger for Labour comes from Rachel Reeves being exactly the wrong attitude person for this time giving too much deference and authority to Office of Budget Responsibility, which was set up for austerity rules under John Osborne. It is not set up to give Britain the public investment in infrastructure that it needs today and its members thinking ios from that era. Labour Good Growth Foundation, Common Wealth and Labour group Progress are advising Labour party to change before it is too late. Langleben of Progress says-“The OBR was created for an era defined by austerity, and while it can clearly count the upfront cost of investment, it too often misses the long-term value, whether that’s a healthier workforce, better housing or modern transport." It now appears that Rachel Reeves is really the wrong person for the job of Finance minister and that Keir Starmer had another problem in addition to McSweeney, where he was stuck with 5 billion pounds cuts to welfare spending losing some of the Labour base to Greens, as seen in byelections and in polls showing a mere 18% approval rate for Starmer. It now appears that Yvette Cooper at Home Ministry stuck on the old asylum rules, Rachel Reeves stuck on the austerity period OBR assessments and making cuts in payments for Labour's base, and McSweeney with his lack of honest conviction to help Labour's base, Mandelson, were all the wrong people appointed to the wrong positions that risk's losing the base of Labour by fracturing it and sending it to Reform UK on immigration, on budget cuts to the Greens, and on a sense of lack of true conviction and sincerity to the Liberal party. ...

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The closure of the Kiel Canal in March 2013, because of of dilapidated and old locks, has focussed attention on Germany's neglect of infrastructure. German investment in infrastructure each year is less than the depreciation for the infrastructure. About 100 billion euros in backlog for infrastructure spending exists at German municipalities, according to KfW bank. And the investment of $39.5 billion euros in infrastructure spending for 2012 was down 9.5% from 2011. The government has restricted itself to high profile projects such as renovation of Stuttgart rail station, neglecting schools, roads and bridges.

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US Treasury Secretary Janet Yellen says that she does not see an inflation problem as a result of Mr. Biden's increased spending in the trillions of dollars for the Families Plan. The Families Plan is to rebuild American infrastructure after decades of underinvestment, in addition to pandemic related spending. Yellen says the additional spending for the Families Plan is small relative to the size of the US economy. The $1.8 trillion Families Plan is for workers, students and American families. It addresses needs in education, health, and wellbeing and rebuilds the roads bridges and other infrastructure at every level in the economy.

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From the beginning, the infrastructure building component of the $787 Stimulus Bill, was never really what it was described in the rhetoric of the Obama administration. Even using the broadest definintion of infrastructure spending, the money allocated was never more than $150 billion, by one estimate. And only 8% of the total or $64 billion, went to roads, public transport, rail, bridges, aviation, and waste-water systems. The money allocated to high speed rail was about $8 billion, too small for high speed rail network for the US, and this has proved to be a debacle. Work moved slowly, so that by October 2009 work under the highway and transit programmes had seen work start on $14.3 billion of projects. The new $50 billion infrastructure plan from the Obama administration, includes ideas for a National Infrastructure Bank. But by now the public mood has turned against spending, and political support for a gas tax to pay for it is lacking. The ultimate irony of this situation is that the public thinks the stimulus bill has taken care of infrastructure. So many false expectations were created, and vigorously built up by the Obama administration, such as describing the stimulus investment as "the largest new investment in infrastructure since Eisenhower built an interstate highway system in the 1950's." The irony is that the public perception is that the stimulus has already taken care of the US's infrastructure needs, says the transport director of the Chamber of Commerce....

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The WSJ provides an excellent summary of the positions of the candidates in the U.S. presidential election of 2016 on key issues, education, healthcare, immigration, taxes, national debt, infrastructure spending, and economic growth. Clinton is clear on specifics, Trump has not made clear the details of policies and talks in general terms. On immigration the 2 candidates are far apart, on issues of infrastructure Clinton plans a $275 billion effort to repair the country's infrastructure and Trump says he would make a big effort. On taxes Clinton plans to pay for spending with higher taxes on the rich. Trump says he would provide huge tax cuts, yet make large infrastructure spending without clarifying how this would be done with sharply lower taxes. Both candidates oppose the TPP and oppose trade agreements that lead to loss of U.S. jobs.

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Very little of the heavy rain and storm runoff from floods is being captured in California which has experienced many dry seasons and shortages of water, says this opinion in the WSJ. California has experienced 2 seven year droughts in the 20's and the 40's. The problem very little investment in public works in a state that was extravagantly spending on tech, starving essential infrastructure of spending. Economic textbooks talked of crowding out of private spending and investment, now we have crowding out of public spending on infrastructure.

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After a decade of austerity and the financial crisis of overextended banks, the deep recession starting in 2009, and worsening inequality with lack of infrastructure development, Britain finally shifts to larger government spending. The spending planned by Labour and Conservative parties in Britain charts a different future for health, education and infrastructure development from that of the last decade. The public supports this. Conservatives plan $128 billion of new spending, Labour party plans to spend even more. This comes after centre right parties such as the Republicans under Mr. Trump in the U.S. shifted to heavy spending on infrastructure. The Democrats under Obama failed to push for higher spending in traditional working class areas leaving open a gap that Mr. Trump has since used to attract working class Democrats to his side. In Britain Labour under Corbyn has pushed for larger spending on infrastructure, health and education. This is setting a new trend. This report in the WSJ shows that in this situation it is new politicians who replaced earlier politicians in their parties- Mr. Trump displacing Bush, Johnson displacing Cameron and May, Corbyn and McDonnell displacing Blair and Brown, that are initiating thsi trend. The experts at the IMF and the central banks are only now beginning to say this is a good idea. For a decade the mantra of economic experts at these central banks was in favor of austerity, even in the face of massive misallocation in capital markets.   ...

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Greens and SPD Social Democrat parties in Germany favor social spending, infrastructure spending, and climate change investments. Free Democrats party holding the Finance ministry supports  a brake on spending. There is no agreement on the budget in this coalition, says DW.com. SPD and FDP are not increasing in popularity and SPD could lose the chancellorship if there is a new election. The Greens and the CDU are increasing in popularity. For this reason the coalition is likely to continue even with this disagreement on spending.  SPD and Greens say higher taxes and elimination of some subsidies is one solution. The common platform has not resolved these differences. In the US president Biden has retained the support of voters in the midterm elections and has gained bipartisan support for building infrastructure and investing in renewable energy, cutting health care costs.

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Three factors make up risk in diversification and risk reduction through bonds in 2025 with the estimated 1.5 -3 trillion in spending planned by 2030 with $400 billion in 2025 alone. AI in corporate bond indexes up to 15% and reach 20% by 2030 vs 40% of stock indexes (JP Morgan),  AI risk in bonds diversification from over issuance and downgrades is something to look at. One cannot assume bonds will reduce risk in the same way as before with overissuance of corporate bonds to power AI spending by Tech companies. There is also the risk to the Nation in the massive capital misallocation of funds that will crowd out essential spending in the crumbling infrastructure of the Nation, in education and healthcare, that degrade American leadership in industry, science and technology.

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Infrastructure spending under president Duterte of the Philippines has increased from 4% of GDP to about 6-7%. Many new projects are started as part of the $177 billion building program. This includes the Clark City project to house 1.2 million people and government offices to move congestion out of Manila. Duterte's plans include cutting traffic down by one third on the artery along the sea that takes 2 million people into Manila from the outskirts every day.

Duterte has continued infrastructure projects planned by his predecessor, and 69% of Filipinos support this infrastructure building program. Conservative spending under his predecessor gives Mr. Duterte more room for increasing spending. Indonesia at 72nd rank and Philippines at 96th rank have fallen behind in infrastructure development in a World Economic Forum recent survey of 141 countries.  

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Microsoft will be taking a $1.2 billion charge to earnings related to severance costs for 10,000 layoffs, as it prepares to do with fewer workers in a slowing economy. Tech took a larger part of US investments than warranted leaving public investments in infrastructure unfunded or underfunded. This is reversing as the US makes a push in infrastructure spending and in new factory investments in manufacturing.