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Satya Nadella - "we have to get society's permission" for what is done with AI. Nadella has an approach to AI to keep each company's human knowledge capital separate from AI, as its most valuable component of its operations. In the world he visualizes AI frontier models OpenAI, Gemini(Google) and Anthropic's Claude won't just keep saying they will use up all the resources they can use leaving little for education, healthcare and public services or infrastructure, and keep saying it will destroy all entry level and other white collar jobs, and the world will put up with that. His approach is to bring AI at a cost level that is much lower,including incorporating Chinese models for cost effectiveness. And at the same time making AI supplement each company's human capital working side by side so that jobs can be enhanced not destroyed willy nilly, in a careless random, disorganized way whether people like it or not because a few frontier AI models and their companies (Google, Anthropic and Open AI) have decided to do that. Nadella's thinking is worth listening to and reading about as it offers the first intelligent approach to making AI do what we want it to do for healthy societies. After all the destruction in world trade by shipping out supply chains by the US and Europe, after uncontrolled migration, after the loss of manufacturing and the good jobs that went with it, and the decision to reverse this and regain manufacturing and supply chains under both US presidents Biden and DJT, Nadella is right to conclude that society will not tolerate any more losses, and society is determined to retrieve losses from past mistakes. By preserving each company's human capital independent of AI Nadella is calling on individual leaders at all startup, midisized and large companies to have a clear idea of their precious human capital and set up AI independent of it at the company level to work alongside human capital. We at Lyrarc think this will give better results than no conscious approach that allows willy nilly the AI frontier models to shrivel the company's human capital and do what they are clearly incapable of doing in our view, which is to run companies or the principal functional areas of societies such as healthcare, transportation and public services. That even though Nadella does not say this is going to look good at first, then lead the company to catastrophic consequences of losing control of its own individual company's future and lead it to make huge mistakes that will be costly to correct and cause much damage to the Nation and its people. This is anew proposition that Nadella makes and should be grasped for a new approach, and constructive confrontations on this issue of how to incorporate AI at each company's level for hundreds of thousands of companies, alongside separate and supplementing the core strength of human capital, not displacing it to cause huge problems in future years. A company bereft of its human capital is a company bereft of what gives it life and vitality. ...

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US manufacturing revival under Biden and Trump policies of the last decade 2016-2026.

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Behind the deal Apple made to buy 100 million chips from TSMC's $165 billion plant near Phoenix is, yes, DJT Tariff exemptions. Yes, it took tariffs to get Apple and TSMC to invest in the US after much if not all of chip manufacturing was sent by Apple to China and Taiwan's TSMC. Was the Biden administration successful in getting Apple to invest in the US on a the scale that was needed? The answer is no. Even when TSMC agreed to invest in plants in the US under Biden it's management described the US as a difficult place to attract talent and build plants as reported in the WSJ at that time. There is a real element of truth in saying that it took a real effort such as the DJT tariffs move to change a situation in which most manufacturing was shipped out by US business to China. The Taiwanese had a condescending attitude that the US could not build advanced technology plants as evidenced in statements by head of TSMC, who was himself educated in the US technology institutions in the 1960's and 1970's. The US business shipped out its industrial and technological knowhow to Asia in a mistaken theory only found in textbooks that this was not going to affect US leadership and US dominance in the world. And with it the dominance of the scientific and industrial revolution culture of Europe and the US that enabled its free institutions of government and ideas of liberty of man. It is an astounding story of our times that this has actually been allowed to happen under previous administrations, technology elites, by economists, and governing elites, with some still clinging on to these ideas found only in textbook economic theory, when something entirely different has happened to neighborhoods, communities and factories now abandoned in the US. ...

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One consequence of the change in climate change policy is addressing the unaffordability crisis for cars. It would reduce the price of cars by about $2400. It removes the tighter emissions standards of the Biden administration giving automakers some relief. Price of car had surge under the Biden administration. As gas prices are brought down this is an effort to bring down car prices. How does this affect global emissions? Diana Roth from the DJT Transportation Department says- "It's gone to China, where it's made in a dirtier way. So to say that we're reducing global emissions by ending energy intensive manufacturing in some countries, then having it go to China and India, where it's made in a dirtier way, does not reduce global emissions." This suggests it is not necessarily true that global emissions that affect climate change are reduced when the US by itself alone cuts emissions and this then saves lives in a significant way. That does not offer the complete picture. And the current approach under DJT is to temporarily give affordability and cost of living priorities equal consideration for policy an approach accepted by the Biden administration. ...

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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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WSJ on how America's political establishment lied about Covid's real origins in a Lab in Wuhan, China, after some in the American scientific community ignored prudent warnings about possible accidental release, and sent the virus from the US lab to a lab in Wuhan that was not fully prepared to handle it. In reality the Biden administration erred when it did not conduct an open assessment of what had happened, because this would have earned and kept the people's trust instead of dividing the country into vaccine believers and vaccine unbelievers.  Sections of the virologist community in the US and in China that promoted such research against the advice of others in the scientific community could have accepted their error with humility. The people of Asia have made great advances in this century- some call it the Asian century- great advances in manufacturing and in science. Yet they are not so fragile, the people in the Buddha lands and the land of Gandhi are not not so fragile that they could not accept that what they had achieved was on the shoulders of what hundreds of European scientists and inventors had done over three centuries since 1700. And that there was much to learn. The Chinese people and government can look with great self-respect for what they had achieved in the last 100 years not to need the condescension of the virologist community.  In a sense this divided the US people's perceptions of China, with half of the country skeptical about the virologist community's explanations accepted by the Biden administration. This was not in any way good for China and the Chinese people. In fact one can say that by handling this with an open mind would have clearly built more trust in China-US relations, and that China- US relations reached the lowest during the end of the Biden administration point with the Balloons incident. And recovered afterwards to this point of mutual respect under a frank president with candor and respect. This vaccine blunder also created further culture wars conflicts around the US, to ones based on race, LGBTQ, and other less consequential matters than the deindustrialization and loss of America's manufacturing base and its best jobs in huge numbers under the watch of Bush and Obama administrations, and their followers in the Republican and Democratic parties. What happened is that the country was split on race, gender, immigration, and belief in Christian values. Issues such as nuclear non proliferation (Iran) presented in ways that adversely affect the US. by calling it something else. In all such issues honesty is the best policy, dealing in a straight forward manner wiht the public is the best course, for reasons that are timeless and well recognized. Failure to do so on the part of the Elites only creates distrust of official explanations by the people of America. ...

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Let sleeping tariffs lie is the approach of S. Korea, Taiwan, Japan, China, India, European Union, Germany, UK-  expect all trade agreements with the US to remain in place after Supreme Court decision as no country wants to go through the intensely difficult process of renegotiating on tariffs. It is also the case that DJT can replace these same tariffs using other tools and different legislation passed by Congress to stop unfair trading practices by other nations. The president is also appealing to the public, some of the tariffs are about fentanyl flows into the US, the unfair trade practices and subsidies were a problem for the Biden administration and rebuilding manufacturing was the goal of both DJT and Biden, and will be for future administrations.  When the media NYT, Washington Post respond they are following the editorial line taken that opposes the DJT administration on all issues, when WSJ respond it takes the textbook approach of economists and finance people that free markets are best without considering the real life issues. This is why the president said at his press conference after the Supreme Court decision that 22 Nobel Prize economists had said the economy could not be turned around for growth and low inflation in 1 year, and were proved wrong after the experience of 2025 with low inflation at 2.8%, low unemployment 4.3%, and growth of 2.2% in real GDP (with strong growth in quarters 2&3 of 3.8% and 4.4%). Expect all tariffs to be in place under other legislation to be in place in coming months. ...

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Paul Krugman says in this column in the NYT that Biden's policies for trade reflect a stronger conviction for protecting American technologies and building its manufacturing base than previous administrations including the Trump administration. With less rhetoric and with quiet determination Biden has placed American domestic manufacturing as a requirement for renewable subsidies for new electric vehicles manufacturing and sale in the Inflation Reduction Act. In the Chips and Science Act Biden has placed US semiconductor technology promotion and manufacturing at the core of the Act. Krugman says this was the right thing for Biden to do. The renewable subsidy comes from ordinary Americans paying taxes who would benefit most from new jobs created in the electric vehicle industry. China has gained such a big lead in semiconductor chips manufacturing and materials by supporting its industry, that it is the right thing to do to give American manufacturers the same kind of support. Trade rules were about creating a level playing field, yet previous administrations failed to create that level playing field, and the Biden administration has boldly made its point clear. ...

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US president Biden visits a semiconductor manufacturer in North Carolina, Wolfspeed, that will invest $5 billion for semiconductor manufacturing. It will supply the materials to General Motors. Mr. Biden said the CHIPS and Science Act made this possible and is designed to give the US leadership in semiconductor manufacturing.

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US president Biden created the largest boom in manufacturing since the space race in the 1960's. It is now at risk because of failures early in 2021-2022 in the Biden administration trying to be humane in migrant policy, but in reality also because of the bigger issues of the pandemic, vaccine skepticism, the economy, the Ukraine war in Feb. 2022 that delayed action till 2023, and the unanticipated complete collapse of Venezuela's economy leading to migrant surge. The Border was closed in 2024 by president Biden. When Trump blocked passage of Republican legislation supported by Biden, senior Republicans asked Biden to block migrant entry by executive order, Biden acted and the Border was closed. Will it now reverse the biggest manufacturing boom the US has had since 1960? How much blame should Biden take when he acted forcefully on all fronts- the pandemic, vaccines, manufacturing, and on no. 4 by closing the southern Border in 2024 by executive order? ...

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In making his announcement to run for president in 2024 president Biden told a trade union audience that for Mr. Trump reviving American manufacturing was merely a punchline- not much happened. Krugman in this NYT report shows that Mr. Trump never acted seriously to directly make that happen. President Biden has passed legislation that creates trillions of dollars of investments in infrastructure, renewable energy, chips manufacturing, electric vehicles, and advanced manufacturing technologies. Krugman says in addition to what the government is spending private companies are also planning to invest trillions of dollars. As a result the US is in the process of building its manufacturing base for the first time after decades of neglect under the Reagan, Bush, Clinton, Obama and Trump administrations.  Economists have created a major handicap for investments in manufacturing with theories that are no longer relevant, and by their lack of understanding of the realities of workers and families in the US as manufacturing shriveled. They never figured into their analysis the loss of tax revenue base supported by factories in the US that led to disinvestment in towns and communities across the US. As public services and investment in these communities dwindled without the local revenues to support them. Mr. Krugman lacks the keen grasp of these issues that Biden as the longest serving Senator in the US has. Biden had so much time on the ground observing the situation in Scranton and other parts of Pennsylvania and Delaware, and much of the midwestern US seeing what happens first hand as factories close. Krugman is not able to make the case that manufacturing so truly needs. Yet even Krugman has some sense of the big changes underway in the US that Biden has created that will lead to the renewal of America. ...

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  $112 billion out of $170 billion in new investments resulting from Biden's 2 climate laws, and the bulk of the 200,000 new jobs are being pushed by president Biden into Republican states. Republican voting states including many southern states are getting the largest share of the hundreds of billions of dollars in renewable energy investments by the Biden administration. Two new climate laws were passed by Biden without many Republican votes in 2022. WSJ offers a visual guide to where new manufacturing investment is taking place. It shows that three fourths of the $170 billion in investments by companies are going to Republican voting states. On a state wide basis this amounts to $112 billion for Republican states. Most of the public is unaware of the role of the climate laws in this new investment in manufacturing. This is why other presidents talked about manufacturing investment including previous presidents Republican and Democrat, president Biden has done the country a great service by making much needed investment in manufacturing and creating a new sense of hope in once neglected communities. Investments are being attracted to these states many in the south with easier land development and lower costs for labor, electricity, and lower taxes. This gives Republican states the ability to use their advantages in the best way and overcome the failure of many Republicans in Congress to support these investments with president Biden putting together bipartisan support.  ...

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This BBC report looks at the hundreds of thousands of jobs being created by Biden through clean energy investments and manufacturing across the US,  including in Republican held states. This is changing the economy in places like Dalton, Georgia offering new hope for the future after decades of neglect under Republican and Democratic administrations of Bush, Obama and Trump. It is only president Biden who has turned things around on infrastructure and manufacturing in America, and done something about it. With trillions of dollars in investment in infrastructure, clean energy and manufacturing this will change the face of America. Biden said this in the debate, yet most media people don't get it, and have their heads stuck in the past unable to see the great changes that are happening in America for the first time, changes that will shape the decades ahead.

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The opening of new factories in America, the revival of manufacturing, gives a boost to companies producing steel and excavators. Nicor and Caterpillar benefit from the investments in manufacturing in the US under Biden's Make in America plan. 

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The experience of J&J and Novavax in vaccine manufacturing shows the importance of vaccine manufacturing and of Quality Assurance in the production of vaccines for coronavirus. The success of Pfizer and Indian companies in vaccine manufacturing shows how important it is to think early and plan early for vaccine manufacturing technologies, personnel and quality assurance. This is also why the US effort, India's billion vaccine target in 6-12 months of planning, is a great effort in thinking ahead of every aspect of vaccines and vaccinating, planning of all details, hard work, by Pfizer, by Indian pharmaceutical companies, and by the Modi and Biden administrations. 

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David Brooks in the NYT leaves out the issue of fairness in wages to American workers to meet a cost of living crisis. This is also about the soul of America as Mr. Biden has grasped, the two democracy and dignity of workers and families go together. Biden pointed out- for Trump manufacturing was a punch line, for Biden it was a once in a decade headline.

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Jennifer Harris, heads the Economy and Society Initiative of the William and Flora Foundation. Andy Grove of Intel and Bill Hewlett of Hewlett Packard are the original founders of what is called Silicon Valley in California. It was Andy Grove who offered the first protest of American policy that shifted jobs and manufacturing overseas, saying he did not want to live in a country where the people and the communities we live are being ignored under some policy that shifts everything and with it hopes and aspirations of the American people overseas to Asia. Farah Stockman of the NYT shows how Jennifer Harris and Jake Sullivan are shaping the new ideas on economic policy at the Biden administration. Jake Sullivan addressed the Brookings Foundation on Biden's economic policy saying Biden wanted different backgrounds to understand the needs of people in the US, that domestic needs for jobs and manufacturing, for infrastructure, would now drive foreign relations. That this was a key aspect of the Biden economic policy. Harris and Sullivan have worked together. ...

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President Biden is taking his time to conduct trade negotiations says this story in the WSJ. The economic plan and help for manufacturing business is a higher priority. Biden is skeptical about the Trans Pacific Trade Agreement negotiated by president Obama and has concerns for the protection of American labor. There is a sense that such trade agreements are not in the American interest of reviving its manufacturing base. Trade negotiations with China are to be conducted from a position of strength. To do this president Biden wants to consult closely with Australia, Europe, and Japan before proceeding with trade talks. For these reasons trade talks are a lesser priority for the Biden administration.

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India's challenges in securing $1.3 trillion in capital over 5 years for infrastructure spending. This is needed including capital from the private sector to support government funding, so that India can build the infrastructure to create new manufacturing hubs that compete with China as the world's manufacturing workplace. The Biden administration's determination to compete effectively with China using is own supply chain in Asia, and the EU's plan to follow what the Biden administration does, is likely to create a new kind of environment by 2024-2025 that will create a steady flow of capital to India and other parts of Asia to finance this effort for rebuilding its supply chain. The Biden administration is seeking to build a culture change from the old culture pushed by Reagan type free marketers that delivered lost decades in manufacturing and jobs in manufacturing for the US. Biden's State of the Union message was clear- "Folks we're just getting started. We're just getting started." By 2024-2025 the Adani story may just be a footnote to this story as other manufacturers and investors pick up the infrastructure challenges facing the US, EU and India for a new supply chain for the Free World built around self-reliance. The Ukraine war and China incidents such as one that happened recently, will accelerate the rebuilding of the new supply chain on the part of the US and the EU with partners in Asia. And change decades old assumptions and trade relationships over months, not years. ...

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Liberal lawyers in particular have held back the efforts of president Biden for the government's role in bringing fairness and building better for the economy, says Ezra Klein in the NYT podcast. He says liberals are complicit with Conservatives in restricting president Biden's agenda for Building Better Stronger and for working families, manufacturing and infrastructure building in the US.

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Mr. Trump proposes a 10% tariff on all goods imported into the US at Columbia, South Carolina, says this report in WSJ. A universal tariff of this type is similar to Herbert Hoover's Smoot Hawley that brought on the Great Depression in the 1930's in outright beggar thy neighbor policies which don't work, says WSJ. This opinion describes the impact of such a tariff in failing to reverse the trade deficit which is $951 billion in 2022, but fails to point to the lack of effectiveness of tariffs alone in bringing back American manufacturing jobs. As president Biden has pointed out the Trump administration made much talk about returning American jobs but did not accomplish much for American manufacturing to lead the world in the way the Biden administration has done. To do this the Biden administration passed laws to fund a entire new electric car industry, renewable energy industry, and promoting other industries in advanced technologies, including aerospace, to bring back America's leadership in manufacturing of most of the twentieth century with a bold vision for the future. Mr. Trump lacks the experience on this issue and is simply playing the rhetoric to his base without any plan to deliver the goods to sections of the American public that have already suffered the most from decades of neglect of manufacturing by Republicans going back to Reagan and Bush, Democrats Clinton and Obama. ...

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This WSJ editorial shows a 3.1% decline in purchasing power lost to inflation since president Biden took office, average hourly earnings declining from $11.39 to $11.03. Yet it is also true that inflation has been cut in half in May 2023 to 4% compared to a high of 9% in 2022. Inflation is much higher in the UK and Europe. President Biden also passed the Inflation Reduction Act, intervened in energy markets to lower oil prices with policies to reduce prices for Russian oil. Jerome Powell at the Federal Reserve is aggressively tackling inflation. Investments in manufacturing in the US and in infrastructure will increase jobs and strengthen the US economy in 2023-2025. This was given the name Bidenomics yet it is about president Biden and policymakers looking carefully at what works to increase jobs, increase wages, and support workers and families, and build American manufacturing and infrastructure for a strong economy.

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US president DJT State of the Union Address to Congress Feb 24, 2026. BBC Analysis shows the president going on the offense to take up the issue of illegal migrants, cost of living, and business investment to get the economy to grow. DJT compared the $1 trillion in business investment under Biden over 4 years with the $18 trillion that he had secured in his first year. He said the tariffs were here to stay whatever the Supreme Court decision stated because all the agreements with EU, UK, China, India, South Korea, Taiwan, Japan, other countries will remain in place as all countries want it that way. The president stated that through tariffs he had secured benefits for getting manufacturing back to the US to create jobs and raise incomes. The Big Beautiful Bill also added to business investment through its writeoff in one time for equipment and plant. The oil price per gallon had gone down to $1.85 a gallon at the pump lowering the cost of living and inflation. He pointed out that the economy was strong with low inflation lower than 3%, unemployment at 4% and ecponomic growth in 2025 close to 3% with some quarters exceeding 4-5%. The US ice hockey team attended the event and the Congressional medal of honor was given to soldiers in the Venezuelan helicopter dangerous mission, and to a World War II pilot who was 100 years old. Transgender was shown as an issue with parents shown with their daughter who had suffered from transgender laws that he asked Congress to change. Calling some of this crazy as parents and families were suffering as a result. ...

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As China's excess manufacturing capacity is put to use there is a flood of Chinese imports entering the EU and the US. Biden administration is conducting trade discussions with China warning about overproduction.

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The Biden $1.9 trillion aid package that cleared the US Congress on March 10, 2021 sets the stage for an economic rebound by 2022. OECD forecasts now show the US economy by the end of 2022 to be larger than forecast before the pandemic. In trade and other business policy the Biden administration is quietly following the changes made under the Trump administration to make the US position stronger in international trade and manufacturing, and remaking supply chains to meet US interests.