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‘We’re going to cautiously move this forward’: Sony says it hears PlayStation disc backlash but will continue its plans
CFO Lin Tao says it’s exploring how to “engage the gamers” in a “future digital ecosystem”…
After Hobbes vs Rousseau: Politics must move beyond human nature
Since the great debate between Hobbes and Rousseau, our political theory has been organised around a single question: is human nature essentially good or essentially corrupt? Graham Harman, the philosopher behind object-oriented ontology, argues that this is simply the wrong question to be asking. The real forces governing our collective fate - climate change, artificial intelligence, geography, and pandemics - are non-human; therefore, questions about human nature are not the central ones. Instead, Harman proposes a politics reorganised around our relationship to non-human objects and environments, in which quasi-government institutions incentivise and deter actions with the aim of extending the survival of the human race. “It is easier to imagine the end of the world than the end of capitalism.” This has become one of the most popular phrases among twenty-first-century intellectuals. Often misattributed to Fredric Jameson, it has been warmly embraced by such influential authors as Slavoj Žižek and the tragically departed Mark Fisher, and has fueled the notion that the major problem with the political Left is that it simply needs to become more speculative and creative. Naturally, this is never a bad idea in any human pursuit. But what if the political distinction between Left, Right, and Center itself results from a failure of imagination? SUGGESTED READING Hobbes vs Rousseau: are we inherently evil? By Robin Douglass This particular division has been with us only since the summer of 1789. During the simmering prelude to the French Revolution, it referred originally to the physical position in the National Assembly of radical figures on one side and loyal monarchists on the other. These positions are linked with two entirely different camps of modern political theory. On the Left we find a series of authors ranging from the moderate (Locke) to the supercharged (Rousseau) to the truly radical (Marx), all of them contending that exploitation of the many by the few justifies revolutionary overthrow of the existing order. On the Right they are countered by the likes of Machiavelli, Hobbes, and Schmitt, a group of thinkers convinced that corrupt human nature can be tamed only by force. In the words of the Nazi supporter Schmitt: “One could test all theories of nature and state and political ideas according to their anthropology and classify these as to whether they consciously or unconsciously presuppose [humans] to be by nature evil or by nature good.” This is the division we continue to face today, even in the daily retail politics of Western democracies.___Our species has regularly proven itself capable of both the noblest gestures and the most scathing cruelties, making it hard to define us as essentially either emancipatory or brutal in our aims.___The most refreshing feature of David Graeber and David Wengrow’s 2021 book The Dawn of Everything: A New History of Humanity was their awareness that the forced choice between Rousseau and Hobbes (as they put it) is no longer sufficient. Our species has regularly proven itself capable of both the noblest gestures and the most scathing cruelties, making it hard to define us as essentially either emancipatory or brutal in our aims. Far from being stationed “beyond good and evil,” we seem to be fully entangled with both. We are not naturally good or evil, Graeber and Wengrow contend, but naturally experimental and imaginative. They rest their case on the archaeological record, which seems to bear witness to numerous episodes of seasonally shifting governments and festivals, which vacillate in the same society (even in the same year) between the egalitarian and the dictatorial. Such praise of political experiment makes a good fit with the generally anarchist position defended by these authors. Yet it is also what I find most disappointing in their position. Although they are right that the forced choice between Hobbes and Rousseau falls short of what our new situation requires, the authors simply replace it with praise for the human being as a political tinkerer and performer. In other words, they give us just another theory of human nature, one that would not have been out of place in the sixteenth or seventeenth century. What other options might we have?___The time is ripe for a retheorization of politics on the basis of something other than human nature… We are not just alienated and limited by objects, but also empowered and unleashed by them___One fresh approach would be to treat politics within a broader framework than human nature, given that the polis does not exist in a vacuum filled exclusively with people. When Bruno Latour went to observe the baboons of Kenya with the San Diego anthropologist Shirley Strum, they jointly concluded that these primates were more socially interdependent than our own species. Each baboon is so reliant on the dynamics of the group that they find themselves locked into constant surveillance of their potentially dangerous peers. The group structure turns out to be inherently volatile. Humans, by contrast, are able to stabilize their societies to a large degree through the mediation of inanimate objects. Although one’s position in society may seem to fluctuate over time, considerable stability is produced through such items as apartment keys, wedding rings, and identification cards, all of them serving to secure us a place distinct from that of our fellows. The Italian philosopher Maurizio Ferraris has written at length about the crucial role of documents in establishing social relations, making him a hero among notaries in his country. Proper names and license plates cement our position amidst other humans, as do symbolic achievements such as graduation from a top university or distinguished wartime service with its various medals and ribbons. None of this is found among baboons, despite their closeness to us on the evolutionary tree: after all, we did share a common ancestor just 25 to 30 million years ago. SUGGESTED VIEWING The goodness paradox With Richard Wrangham The time is ripe for a retheorization of politics on the basis of something other than human nature, whether understood in the manner of the Left or of the Right. We are not just alienated and limited by objects, but also empowered and unleashed by them. But initially, it is true, we face non-human things primarily in the form of constraints. It would be difficult, perhaps impossible, to form a human civilization underwater, deep underground, atop Mount Everest, or in outer space. Human dependence on the non-social background takes on subtler form in discussions of political geography, especially unloved on the more idealistic Left. Consider the luckless position of Poland during World War II, sandwiched between Hitler on one side and Stalin on the other. By contrast, note the good fortune of the United States in not having a military peer positioned on any land border. Anglo-American geopolitics, since the writings of the American naval commander Alfred Thayer Mahan and the British geographer Sir Halford Mackinder, has been wedded to the notion that one or more liberal offshore naval powers should prevent any authoritarian “heartland” regime from gaining effective control of Eurasia. That remains the case whether the opponent is the impatient Napoleon, the swashbuckling German Kaiser, the villainous Hitler, the murderous Stalin, or the industrial juggernaut Chinese. In their current Foreign Affairs article “Heartland vs. Rimland,” Michael Beckley and Hal Brands analyze the current and coming state of the world on the basis of these same rather durable principles. In recent years a similar outlook has been embraced, in inverted form, by the Putin-loving Russian philosopher Aleksandr Dugin, an icon of the Rightist intellectual underworld. For Dugin, the Anglo-Saxons are an evil force bent on destroying the spiritually superior people of the land: much like Athens in its failed war with Sparta, or Carthage in its eventual collapse against Rome. But the shared notion on both sides is that any strategy that fails to take geography into account is likely to end up as a defeated form of excessive optimism.___When dealing with environmental degradation, then, we are doing business with forces that promise dire effects on our species as a whole.___More striking for us today than geography is the non-human object called climate, which threatens rimland and heartland equally. Even if we contend that humans are one hundred percent responsible for triggering the climate crisis, it remains non-human in the sense of being an independent force beyond our effective control. In a major work published just before his death in 2002, The Structure of Evolutionary Theory, the American paleontologist Stephen Jay Gould noted the tendency of evolutionary theorists to focus too closely on the fate of individuals in view of their successful or failed adaptation to circumstances. With climate change, however, we confront a force that goes well beyond the scope of any individual life. Whereas Richard Dawkins extended evolutionary questions downward from individuals to the sub-individual gene, Gould pushed it upward, speaking of entire species or clades as impacted by environmental change. The asteroid that struck the Yucatán 66 million years ago is only the most famous example of this sort. In the wake of that catastrophe, large animals needing abundant supplies of food were at a fatal disadvantage by contrast with the smaller birds and mammals of the planet. When dealing with environmental degradation, then, we are doing business with forces that promise dire effects on our species as a whole. The effect is to shift our attention away from individual beings towards the survival of the group.In the United States in particular, the COVID-19 pandemic sparked considerable backlash among those who asserted a nearly absolute degree of individual freedom. In California I encountered those who demanded that their businesses be allowed to reopen, that it was enough to cover their mouths but not their noses, or that they should have the right to enter any public area despite refusing vaccination. Yet public health is probably the clearest argument against libertarianism, which often merely asserts the autonomy of individuals against any claims of the commons. In normal times the individual is worth defending; under conditions that threaten the survival of part or all of our species, compulsion may be our only resort, as with perfectly reasonable blackouts and rations in wartime. To rebuild human society under the constraints of climate change will be one of the great challenges of the century to come, as will our improvised grappling with artificial intelligence. Such phenomena pose existential risks for humanity, and leave far less room for tolerance of individual brattiness. Cases are mounting of devastating wildfires caused by arson. Recently it was reported that there is even a website where one can bet on the location of coming wildfires, raising the specter of deliberate blazes set to collect on wagers. The death penalty has steadily lost support in a world where many stress the infinite value of human life. But if we focus instead on entire ecosystems, those who purposely burn the forests may begin to look worse than serial murderers.___The politics of the future may be splintered by disagreement over such topics as how to manage our environing background and how to permit or restrict the entry of new objects into the political sphere.___So far I have spoken of force, authority, and punishment: measures sure to have greater appeal to those who identify with what we know as the Right. But other implications of the post-anthropocentric world are likely to have different backers. If non-human objects are seen as structuring political space, it stands to reason that they can no longer be introduced solely by the pace of technical breakthrough. Fields ranging from cybernetics to energy will demand increased politicization once they are reconceived not just as products of individual human investment, but as renovations of collective political geography. This need not involve world government, with its inherent risk of tyranny, but may involve quasi-governmental enforcers of prestige along the lines of a less corrupt FIFA or International Olympic Committee, punishing deviant states not with violence but with less tangible incentives.Politics will never lose its historic links with conflict and faction. But rather than factions aligned by differing theories of human nature, the politics of the future may be splintered by disagreement over such topics as how to manage our environing background and how to permit or restrict the entry of new objects into the political sphere. This will prove just as incommensurable with the modern Left/Right spectrum as a globe is with a two-dimensional map.
The White House’s science vision is no blueprint for Europe
Individual talents need the ecosystem of strong research universities to flourish, says Kurt Deketelaere
Biological 'superspreader' event could be imminent as more than 1,000 ships idle in the Strait of Hormuz, scientists warn
The prolonged closure of the Strait of Hormuz may pose significant biosecurity hazards as well as economic impacts, with potentially devastating consequences for global ecosystems and human health.
Garmin's New Tracker Has No Screen. Here is Why it Completes the Ecosystem for Cyclists.
The subscription-free Cirqa captures crucial 24/7 data without the bulk of a watch. Here’s how it protects Garmin's walled garden and seamlessly integrates with your existing bike computer.
A new media ecosystem is taking root on the left, reshaping Democratic politics
A growing number of Americans are swearing off legacy media and turning to a mix of independent podcasts, social media accounts and anti-establishment digital news sites.
The VA could help America win the biotechnology race with China
“Together, HHS, the VA, and the DOD form a strong American innovation ecosystem — one that China and other competitors cannot easily replicate,” writes former VA Secretary David Shulkin.
The Science Behind the AI Panic Is Shakier Than You Think
A column by Sascha Lobo Is AI making us dumb? So asked DER SPIEGEL on its cover a while ago. After a few weeks of recovery and a therapeutic intervention with the help of my AI, I feel able to respond. That’s a bit unfair, of course; the article itself is more nuanced than the loud cover, the image of a schoolkid with dull prompt questions, or the subtitle: “AI is conquering the schools, and educators fear a disaster.” The short answer to “Is AI making us dumb?” is: no. The long answer is more interesting, and even carries a preliminary glimmer of the spectacular. Unfortunately, it requires a detour into the sphere of artificial intelligence, into the mogul-field terrain of technology assessment, the attention economy, and the destructive virus of cultural pessimism. Along with narrowing the scope to AI’s effects on education and work rather than on intelligence. Because the honest version of the question would be: Does AI help us learn and work, or not? Generative AI, which set off the still-ongoing hype with ChatGPT, has only existed in relevant distribution since late 2022, early 2023. For a technology-driven transformation of people and society, that is extremely short. For that reason alone, research is still in its infancy. And technology assessment is not a fast discipline anyway. Prominent voices from Elizabeth Eisenstein to RAND to Tom Wheeler say we still cannot conclusively judge the consequences of the printing press. Its invention is a mere 580 years back, and some scholars would rather not circulate assessments that might have to be retracted in two or three hundred years. We’re Going Through Growing Pains A phenomenon that already caused upheaval in social media research makes serious assessment of AI’s consequences even harder: the “moving target” problem of LLM-ology, as the linguist Sean Trott called it in 2025. AI develops so quickly and so unpredictably that researchers often end up studying snapshots of the past. There are concepts, from morphological analysis to anticipatory governance, for keeping research, planning, and regulation halfway meaningful anyway. But even with those, universally valid statements are rare. DER SPIEGEL - The German View is a reader-supported publication. To receive new posts and support our work, consider becoming a free or paid subscriber. Subscribe We should therefore treat findings about the interplay between humans and AI as far more procedural and situational. Unfortunately, this challenge comes at the worst possible time. We are going through growing pains: AI’s everyday impact has grown very large very fast, and with it the longing for guidance. Annoyingly, the body of solid knowledge has not exploded along with it. Experts cannot be moved to broad consensus on even banal statements about AI. Sascha Lobo, born in 1975, is an author and strategy consultant focusing on the internet and digital technologies. Together with Jule Lobo, he explores the debates of the day in the podcast “Feel the News – Was Deutschland bewegt” (”What Moves Germany”). Nvidia CEO Jensen Huang says software developers are dying out. Bill Gates considers coders one of only three professions that will survive the AI tsunami. Top tech economists find virtually irrefutable arguments both for and against an AI bubble. The same naturally applies to the structurally youth-hostile debate over whether AI is good or bad for young people. The gap between the demand for insight and the supply of solid knowledge creates an orientation vacuum. This vacuum of AI cluelessness is filled, as the attention economy described by Georg Franck in 1998 would have it, with half-knowledge (funnily enough, often AI-generated), marketing, and self-marketing. After all, infinite money is at stake, along with academia’s best current shot at global fame. But this iridescent froth of interpretation operates more by the algorithmic principles of the digital public sphere than by seriously earned insight. That is why dramatized, fear-feeding claims about AI are so promising. It tempts parts of academia into distorted drivel, and parts of the media then sensationalize the published drivel once more. Was the Research Aimed at a Desired Result? How badly this can influence academia and public perception is demonstrated by one of the most-discussed studies on AI’s effects: “Your Brain on ChatGPT.” The MIT study by Nataliya Kosmyna also gets plenty of space in the SPIEGEL cover story. What was measured and interpreted: lower brain activity in people who write with AI assistance, compared to people who only google or write without any tools. As is common with preprints, the study has not yet been peer-reviewed, and it contains substantial weaknesses that experts have sharply criticized. The first round had 54 participants in three groups, the second only 18, who reportedly also came from MIT’s own orbit. There was no preregistration (committing in advance to what you want to find out with which data). In their analysis, Stanković et al. even discovered an opposite effect that the study does not further explain. Some measurement data has not (yet) been published. And the EEG analysis method used is considered too imprecise to support such far-reaching conclusions. The biggest criticism, though, is the suspicion of an activism-driven study. In an interview with Time, lead author Kosmyna said she published the study immediately, rather than after full peer review, because she feared politicians might otherwise decide to put ChatGPT in kindergartens. She considers that absolutely harmful. It is legitimate to hold such a view. It just seems unscientific to approach a study with it, and then to design the setup so that the chance of a fitting desired result remains as high as possible. Ideologies Collide It is not easy to separate genuine AI insights from studies that trivialize and weaken well-founded AI criticism. The same goes for the opposing, AI-enthusiastic narratives, because the pro-AI side works against it with billions in resources. Ideologies collide, fed by egos, PR strategies, moral posturing, and once-in-a-lifetime opportunities. Doomsday marketing makes the search even harder: AI companies can profit from warnings about the dangers of AI, whether through the notoriety of apocalypse narratives or because, in some target groups, danger translates into power. Some seemingly negative findings are therefore quite welcome in the AI industry. If you try to get at the findings presumably less influenced by interest groups, the picture in education seems relatively clear: AI can improve educational outcomes when the right AI is used the right way, namely pedagogically. Simply dumping an AI chatbot into a classroom, by contrast, accomplishes little. Huge surprise. But something else is also obvious: whether they are allowed to or not, kids use AI for school, which is why the controlled integration of AI tools into education is, in the medium term, entirely without alternative. In the world of work, the landscape of findings is more complex and requires more differentiation. A series of serious studies points to an AI effect that suits neither the alarmists, regulation fetishists, and AI opponents, nor the trillion-dollar corporations with their armada of paid scientists, PR professionals, and ecosystems: working with AI helps the inexperienced (at least for now) considerably more than it helps the pros, in certain fields of work, and provided they know how to use it correctly. Missing Domain Knowledge Among the experienced, the professionals, and the high flyers, by contrast, despite frequent time savings, partially negative effects and new problems are emerging. Take the jagged frontier problem: AI solves task A brilliantly and fails completely at task B, even though both look similar even to professionals. Or the verification-cost problem, in which AI’s greater productivity gets eaten up by the enormous effort of checking its output. Or the illusion of competence, because AI makes new domains seem easily penetrable, until you painfully discover that deep domain knowledge is missing. Taken as a whole, the effects of working with AI do lean positive. But the promise that AI works as a turbocharger for everyone and boosts practically everything simply refuses to materialize. The AI magic the world has been feeling since ChatGPT arrived in late 2022 has so far barely shown up in most companies’ numbers. The consulting firm McKinsey has coined a term for this, the “gen AI paradox,” and believes that work processes and corporate structures would have to be rebuilt quite fundamentally to realize AI’s benefits at scale. Reuters just reported that only 3.3 percent of Microsoft’s customers have subscribed to the AI package Copilot. That may be down to the product; in other areas we continue to see soaring successes and new AI triumphs. But after the first quarter of 2026, disillusionment is the word for all too many AI projects at traditional companies: because the promised revolution of AI agents has so far failed to arrive or been postponed, and because of the leveling effect that many of the studies cited here suggest. Against Inequality The societal effects, on the other hand, appear rather encouraging. Many previous technologies operated on the Matthew principle, named for the Gospel verse about giving to those who already have: they tended to reward the more competent and more privileged. AI, however, seems more often to have an equalizing effect once a threshold of access and education is crossed. Some anecdotal insights point in this direction, for example, how an unemployed man in Leipzig successfully defended himself in court in 2025 against fraud accusations from Germany’s federal employment agency — without a lawyer, armed only with ChatGPT. The AI made mistakes and cited invented court rulings, but in the end the man walked away unpunished. And a key capability of artificial intelligence is its capacity to learn: set up correctly and fed with data, it can keep getting better. It is a question of time, or more precisely of AI innovations and training data, until even free AI chatbots write better legal briefs than law graduates with perfect exam scores. Whether that will make anyone dumb is something the world’s press will surely inform us of in due time. Subscribe Leave a comment
A new media ecosystem is taking root on the left, reshaping Democratic politics
NEW YORK (AP) — Farah Berent, a teacher in Michigan, used to learn about politics from channels like ABC, CBS and CNN. But that changed as she decided that coverage of the war in Gaza was irreparably biased.
A new media ecosystem is taking root on the left, reshaping Democratic politics
More progressive Americans are swearing off traditional media.
A new media ecosystem is taking root on the left, reshaping Democratic politics
More progressive Americans are swearing off traditional media. They’re turning to independent podcasts, social media and digital news for information. This shift could impact Democratic primaries by...
A new media ecosystem is taking root on the left, reshaping Democratic politics
More progressive Americans are swearing off traditional media
A new media ecosystem is taking root on the left, reshaping Democratic politics
More progressive Americans are swearing off traditional media.
Scientists Sound Alarm Over New Predator Threatening the Everglades Ecosystem - Futura-Sciences
A South American Arrival in the Florida Swamps Once exclusive territory of Florida’s native crocodiles and alligators, the wetlands now face a new—and unwelcome—resident. The spectacled caiman, with its distinctive bony ridge between its eyes (hence the “spectacled” nickname), can reach lengths of up to 8 feet. These reptiles, native...
CMS evaluates one year of health tech progress, announces eight new pledge categories
One year after launching the CMS Health Tech Ecosystem, officials convened in D.C. to celebrate the Trump administration modernizing health technology.
Europe got its own TBPN-style live show, and everyone’s angling for a guest spot
On Monday, the network announced a $1.6 million seed round from top players in the media ecosystem, including Powerhouse Capital, Axel Springer SE (which owns Business Insider and Politico), the popular media publication LadBible, and angel investors from OpenAI and DeepMind. With this fresh capital, the network is announcing its largest expansion yet.
Samsung (KOSE:A005930) Launches Galaxy Watch Ultra2 And Watch9 With AI Health Features
Samsung Electronics launched the Galaxy Watch Ultra2 and Galaxy Watch9, expanding its smartwatch lineup with new models focused on AI-powered health and fitness features. The devices introduce AI-driven health insights, advanced sports tracking, and specialized dive capabilities, supported by partnerships such as Mares for underwater use. The launch adds fresh products to Samsung’s wearable and digital health ecosystem, providing another data point for investors watching its consumer...
Influencers are shaping politics more than ever
The battle for Gen Z voters is increasingly being fought on social media. Republicans have established a strong ecosystem of influencers, while Democrats are trying to catch up. Three political influencers share what they think it might take for both parties to win over young voters in the midterm elections.
Wilmington announces business and economic development chief
The city of Wilmington announced on Thursday the hiring of Louis Starks as its new business and economic development manager. According to a news release, the role focuses on strengthening Wilmington's business ecosystem, supporting entrepreneurship and advancing strategic economic growth. "In this role, Starks will collaborate with residents, local businesses, community groups, educational institutions and regional partners to promote investment, workforce development, and innovation for businesses of all sizes," the release stated. "He will also help connect small businesses with City procurement opportunities, cultivate public-private partnerships, and lead initiatives that promote long-term economic vitality." Starks has more than 20 years of experience in economic development, urban planning, housing finance, workforce development and public policy, according to the release. Most recently, he served as manager of business development for Oakland County, Michigan, "where he led teams focused on business retention and expansion and financial services for one of the nation's most economically diverse regions. During his tenure, his teams supported billions of dollars in business investment initiatives while helping create thousands of jobs," the release stated. He holds a law degree and master's degree in urban and regional planning from the University of Iowa, as well as a bachelor's degree from Duke University. He is also a Certified Economic Development Professional. Starks is expected to begin his Wilmington position on July 27. “Louis has built his career around helping individuals, organizations and communities reach their full potential,” stated city manager Becky Hawke in the release. “Whether supporting entrepreneurs, managing complex redevelopment projects, or bringing together public and private partners, he has consistently focused on creating opportunity and delivering results. He understands that a strong economy creates opportunities for everyone. By supporting local businesses and fostering innovation, his work will help ensure the benefits of Wilmington’s growth are felt throughout the community, creating jobs, strengthening neighborhoods, and improving quality of life for residents.”
Ranking Members Markey, Velázquez Push to Roll Back Trump Administration’s Discriminatory SBA Lending Policy that Blocks Immigrant Entrepreneurs from Pursuing the American Dream
Bicameral resolution would rescind Trump administration policy banning green card holders from accessing SBA loans Resolution Text (PDF) | One-Pager (PDF) (Washington, July 23) – Ranking Member Edward J. Markey (D-Mass.) and House Small Business Committee Ranking Member Nydia M. Velázquez (D-NY-7) today introduced a Congressional Review Act (CRA) resolution to rescind the Trump administration’s policy that bans green card holders from accessing essential Small Business Administration (SBA) loans to start and grow their businesses and invest in Main Streets nationwide. Trump’s SBA restrictions buck decades of precedent, attacking immigrant small business owners who are lawfully in the U.S. with no justification. The Trump administration’s green card holder ban is the most recent escalation of SBA’s draconian citizenship restrictions that are killing jobs and putting the American Dream further out of reach for entrepreneurs. In Fiscal Year 2025, the SBA made an estimated $5.7 billion in loans to green card holders, which supported more than 80,000 American jobs. Ranking Member Markey’s introduction of the CRA resolution follows his introduction of the Investing in the American Dream Act alongside Ranking Member Velázquez earlier this year. The Investing in the American Dream Act would roll back the SBA’s draconian lending restrictions and restore previous SBA lending policies for immigrant entrepreneurs lawfully in the U.S., including green card holders, refugees, and asylees. More than 100 organizations have called for the passage of the legislation and over 60 Massachusetts state legislators have raised concerns about the impact of the citizenship restrictions in their local communities. “Once again, Donald Trump is shutting hardworking immigrants out of the American Dream with his discriminatory and dangerous policies, fear tactics, and violent rhetoric. The anti-small business lending requirements implemented by Trump’s SBA won’t Make America Great Again—they are Making America Hate Again,” said Ranking Member Markey. “I am fighting every single day to roll back Trump’s brazen attempt to steal the American Dream from entrepreneurs in Massachusetts and across the country who enrich our communities, strengthen our Main Streets, and create jobs in the United States.” “Starting and owning your own business is one of the pillars of the American Dream. Under the Trump Administration, the SBA has sought to deny immigrant small business owners and entrepreneurs that dream by preventing them from accessing the capital they need to grow and scale their businesses. Not only is this policy cruel, but it is also self-defeating and holds our country back economically. As Ranking Member of the House Small Business Committee, I will do everything in my power to reverse this terrible policy,” said Ranking Member Velázquez. Massachusetts state legislators applauded Ranking Member Markey’s actions and emphasized the critical contributions of green card holders to Bay State communities and the Commonwealth’s economy. "Green card holders are our neighbors, workers, entrepreneurs, and taxpayers,” said Massachusetts State Senator Adam Gómez (D-Springfield), Senate Chair of the Joint Committee on Community Development and Small Businesses. “They open restaurants, launch small businesses, create jobs, and contribute every day to the economic strength of Massachusetts. Denying lawful permanent residents access to SBA loan programs doesn't make our economy stronger—it makes it harder for small businesses to succeed. I support this resolution because opportunity should never be limited by unnecessary barriers that prevent hardworking people from investing in their communities and pursuing the American dream." “Senator Markey’s CRA Resolution provides a valuable moment for our federal leaders to show their commitment to small businesses and the American Dream,” said Massachusetts State Representative Andy X. Vargas (D-Haverhill), House Chair of the Joint Committee on Community Development and Small Businesses. “The SBA’s recent policy restricting lawful residents from accessing the popular 7(a) and 504 programs has shut out some of the most entrepreneurial and hard-working members of our community from much-need capital. In Massachusetts, these programs have invested millions of dollars into small businesses owned by green card holders, supporting thousands of jobs. This should not be a partisan issue. People who worked hard, have legal status, and contribute so much to their communities via employment and economic impact don’t deserve to be in the crosshairs for political purposes. The Senator’s resolution is a step forward in restoring access to the American Dream that small business owners across the country deserve.” Several small business advocates and stakeholders voiced their support for Ranking Member Markey’s efforts to roll back Trump SBA’s discriminatory lending rules. “Immigrant-owned businesses are the foundation of the American economy. They power our neighborhoods, provide essential services, and employ our loved ones. Yet, systemic hurdles like the Small Business Administration’s citizenship restrictions unfairly block their path to prosperity," said Elizabeth Sweet, Executive Director of the Massachusetts Immigrant and Refugee Advocacy (MIRA) Coalition. "We applaud Senator Markey’s continued leadership and look forward to a future where immigrant entrepreneurs can share their ingenuity without arbitrary restrictions that hold us all back.” “Independent restaurants have always been built by people willing to work hard, take risks, and invest in their communities. When lawfully authorized entrepreneurs lose access to the financing they need to start or grow a business, we all lose. These are the businesses creating jobs, filling storefronts, and strengthening our neighborhoods. Access to capital should help good businesses succeed, and that’s exactly what restoring these SBA loan programs would do,” said Jen Ziskin, Executive Director of Massachusetts Restaurants United. “At the Latino Economic Development Corporation, we see firsthand that access to capital transforms lives, creates jobs, and strengthens neighborhoods. Many of the entrepreneurs we serve are lawful permanent residents who have invested their savings, opened businesses, and employ local residents. Restricting access to SBA financing doesn’t just impact business owners, it limits economic opportunity for entire communities. Main Street succeeds when every qualified entrepreneur has a fair chance to grow,” said Andrew Melendez, CEO and Founder of the Latino Economic Development Corporation. "Immigrants and immigrant-owned businesses are the heart and soul of small business communities in cities and towns throughout the Commonwealth, and across America. Limiting access to these SBA loans not only sends the wrong message about immigration, it will have significant negative economic impact on our small business ecosystem,” said Keith Mahoney, Vice President of Public Affairs at the Boston Foundation. “The SBA’s recent policy changes that prevent Legal Permanent Residents, and other non-citizens from participating in any of the SBA’s valuable programs are changes that are unwelcome, immoral, and antithetical to our purpose, our mission, and our vision for Massachusetts communities and businesses. Immigrant entrepreneurs and others have expressed concern that Common Capital will ‘report them to ICE,’ so loan demand has decreased. There is no valid reason for excluding Legal Permanent Residents and other noncitizens who are lawfully present in the U.S. from accessing the SBA’s programs. Immigrant entrepreneurs start businesses, they create jobs, they support their families and their communities. Our government should be in the business of encouraging their full participation in our economy,” said Raymond Lanza-Weil, President of Common Capital. "ECCHO-Latino now represents over 400 educators and 300 microbusinesses across Massachusetts, where immigrants make up 60% of the childcare workforce. When a green card holder is ready to grow her business—from expanding her home child care to opening a center—she shouldn't be turned away by local banks simply because of federal citizenship rules. Blocking access to SBA loans kills opportunity and deepens our state's childcare crisis. ECCHO-Latino strongly supports Senator Markey and Representative Velázquez in passing this resolution to put Main Street first," said Harold Antonio Blanco, Co-Founder & Executive Director of ECCHO-Latino Inc. "This is exactly how political ideology ruins an economy. Washington has taken lawful, tax-paying entrepreneurs who live in our communities, invest in America, and hire American workers, and declared their businesses ineligible for critical financing simply because a green card holder owns even a fraction of the company. Using policies ostensibly aimed at illegal immigration to punish lawful permanent residents is nothing short of ideological overreach and economic self-sabotage. The SBA exists to help viable small businesses grow, rather than imposing nativist tests that ignore an entrepreneur’s credit history, business plan, or ability to create jobs. When the federal government closes the door on qualified entrepreneurs, they’re also closing the door on American entrepreneurship and on American workers, while handing future companies, jobs, innovation, and investment to our competitors. America should be competing to attract people who want to invest and build here, not creating arbitrary barriers that drive their talent and capital elsewhere,” said Javier Palomarez, President and CEO of the United States Hispanic Business Council (USHBC). "The U.S. Small Business Administration's decision to prohibit legal permanent residents, including green card holders, from accessing SBA-backed loans has the potential for disastrous consequences that could reverberate throughout America's economy for years to come. After all, immigrants are twice as likely to start small businesses as U.S.-born individuals. Congress must overturn rules requiring the SBA to block legal permanent residents from accessing lending resources because so many of the entrepreneurs who drive job creation in this country were born outside the United States," said John Arensemeyer, Founder and CEO of Small Business Majority. “NCRC supports the Congressional Review Act resolution to overturn SBA’s citizenship restrictions that bar green-card holders from receiving the 7(a) and 504 loans. When qualified entrepreneurs are denied access to SBA loans, all of Main Street gets hurt. Communities lose jobs. Neighborhoods lose services. Local economies lose the opportunity to build wealth and shrink disparities,” said Jesse Van Tol, President & CEO of the National Community Reinvestment Coalition (NCRC). “We cannot afford to have the American Dream out of reach for hard-working, immigrant small business owners.” “Asian Americans and Asian immigrants have been integral in building local economies. They create businesses, jobs, and opportunities in communities across the country that benefit everyone. Lawful permanent residents pay taxes, invest in their communities, and strengthen Main Street, yet the SBA's discriminatory citizenship restrictions unfairly deny them access to the same tools that help small businesses grow and succeed. We applaud congressional leaders for advancing this resolution to overturn the latest restrictions on SBA lending for green card holders, and we urge lawmakers to also pass the Investing in the American Dream Act to fully restore access to SBA loan programs for all eligible people in the United States. Ensuring that immigrant-owned small businesses have a fair opportunity to access capital is essential to building a stronger, more inclusive economy that works for all,” said Joanna Derman, Director of Anti-Profiling, Civil Rights and National Security at Asian Americans Advancing Justice (AAJC). "Immigrant-owned businesses often turn to SBA 7(a) and 504 loans because they face higher denial rates from traditional lenders,” said Imani Augustus, Director of the Center for Entrepreneurial Opportunity. "These programs provide the capital they need to expand operations, hire workers, and invest in their businesses. Reversing the ban on lawful permanent residents is a critical first step toward ensuring these financing tools are accessible to everyone strengthening their communities through entrepreneurship. We applaud this action and urge Congress to fully restore access by passing the Investing in the American Dream Act.” "Last year, nearly 5,700 SBA loans worth $5.7 billion went to businesses owned by green card holders, supporting more than 80,000 jobs. These are entrepreneurs who have put down roots here, hired their neighbors, and invested in the communities they call home. Barring them from capital doesn't protect Main Street—it starves it. What should matter is the strength of a business and its potential to grow, not the immigration status of its owner. This resolution doesn’t eliminate all the citizenship restrictions in SBA’s policy change, but it’s a step toward restoring a commonsense principle that stood for more than 30 years," said Howard Wial, Director of Research at ICIC. "I'm encouraged to see Congress moving to reopen access to capital for green card holders, a key tool for small business survival. Green card holders accounted for an estimated 5,700 SBA loans in Fiscal Year 2025, worth $5.7 billion and supporting more than 80,000 jobs across the country. That capital is often what keeps a business operating through its toughest stretches when cash flow gets tight. When qualified entrepreneurs lose access to that capital over their immigration status rather than their ability to repay a loan, it's the local economy that pays the price,” said Small Business for America's Future Co-Chair Shaundell Newsome, Founder of Sumnu Marketing. “Small businesses are the backbone of the American economy, and entrepreneurs —including green card holders — take risks every day to build businesses, create jobs, and strengthen communities. SBA loan programs should be administered with clear, consistent standards that safeguard public resources while ensuring these programs remain focused on supporting eligible entrepreneurs and job creators. This resolution responds to the opportunity to support all entrepreneurs and preserve the integrity of federally supported lending programs. We applaud the introduction of this resolution and remain committed to policies that strengthen small businesses, promote economic growth, and maintain confidence in these vital lending programs,” said Carolina Martinez, CEO of CAMEO Network. “National CAPACD wholeheartedly supports the introduction of this resolution aimed at overturning the SBA's misguided policy prohibiting immigrants from accessing the 7(a) and 504 loan programs. As a coalition, we are committed to creating systems, organizations, and societies that are fair and just. We believe we and our economy are stronger when we uplift our rich and diverse communities. Access to capital helps small businesses create jobs, build wealth, and strengthen neighborhoods. Restoring this pathway is an important first step toward ensuring immigrant entrepreneurs can continue to grow their businesses and contribute positively to our economy as a whole. We urge Congress to build on this momentum by passing the Investing in the American Dream Act, which would fully restore fair access to safe and affordable credit and uphold our commitment to a fair economy that works for everyone,” said Seema Agnani, CEO of National CAPACD. Ranking Member Markey is fighting for small business owners and immigrants that rely on SBA loans to start and run their businesses, create jobs, and contribute to their communities. In May, Ranking Member Markey highlighted the significant contributions of immigrant entrepreneurs in Massachusetts and across the country and condemned the Trump administration’s repeated attacks on immigrant communities at a Small Business Committee hearing. MIRA’s Elizabeth Sweet, who participated in Ranking Member Markey’s listening session earlier in May, provided testimony at the hearing. Also in May, Ranking Member Markey hosted a listening session at the Urban College of Boston to hear directly from several Massachusetts immigrant small business owners, lenders, and chambers of commerce how President Trump’s cruel and callous anti-immigrant policies are hurting Main Streets in the Bay State. Earlier in May, Ranking Member Markey hosted a press conference alongside Ranking Member Velázquez, Democratic lawmakers, and stakeholders to condemn the Trump administration’s harmful anti-immigrant lending policies and to introduce the Investing in the American Dream Act. In March, Ranking Member Markey released a comprehensive report detailing the harms to small business owners, workers, and consumers caused by the Trump administration’s ICE raids in communities across the country. In February, Ranking Member Markey introduced the Small Business ICE Disruption Fund Act, which would provide grants to small businesses that have been impacted by the Trump administration’s violent immigration enforcement actions on Main Streets across the United States. Earlier in February, Ranking Member Markey, Ranking Member Velázquez, Congressional Black Caucus Chair Yvette Clarke (D-N.Y.), Congressional Hispanic Caucus Chair Adriano Espaillat (D-N.Y.), and Congressional Asian Pacific American Caucus Chair Grace Meng (D-N.Y.) sent a letter urging the SBA to rescind their lending rule change that bars legal permanent residents from receiving SBA loans. Previously, Ranking Members Markey and Velázquez released a statement condemning the actions of the SBA after it announced that small businesses with legal permanent residents will be barred from receiving SBA loans. In December 2025, Ranking Member Markey and all Democratic members of the Senate Small Business Committee sent a letter to the SBA reiterating concerns with the SBA’s citizenship requirements and highlighting a drop in SBA lending volume. In September 2025, Ranking Member Markey heard directly from SBA lenders about the issues with the citizenship verification requirements. In July 2025, Ranking Members Markey and Velázquez sent a letter to the SBA expressing serious concerns with the agency’s new, draconian citizenship verification requirements that require small businesses seeking SBA loans to be 100% owned by U.S. citizens, nationals, and legal permanent residents. SBA has not responded to the letter. ###
New White House Science Strategy Points to a Quantum-Style Innovation Model
A new American innovation model emphasizes mission-driven research, public-private partnerships, manufacturing and regional ecosystems.
Mosquito research draws KSU environmental science major to the woods for the summer
Kennesaw State University senior Brooklyn Galvan has found a happy place for the summer – in the mosquito-infested woods near Hattiesburg, Mississippi. The environmental science major is conducting research into mosquitoes as pollinators as part of the National Science Foundation’s Research Experiences for Undergraduates for Gulf Coastal Plains Ecology. The experience builds on Galvan’s experience researching the importance of mosquitoes to the ecosystem in the lab of KSU Assistant Professor of Microbiology Andrew Haddow.
Manifest Launches Business Debit Mastercard to Power the Next Generation of Creator Entrepreneurs
/PRNewswire/ -- Manifest, the embedded banking platform purpose-built for creators and the ecosystem powering them, today announced the launch of the Manifest...
Wyss Institute receives Massachusetts Life Science Center award to advance metabolomics and lipidomics research across Massachusetts ecosystem
By Benjamin Boettner (BOSTON) — The Wyss Institute at Harvard University has received an award from the Massachusetts Life Science Center (MLSC), enabling it to host a next-generation metabolomics and lipidomics analytical platform. The platform will allow its researchers to creatively pursue new approaches to biomarker and drug discovery across multiple health challenges the Institute...
Synagie Unveils Geene 2.0 - BytePlus, SingData and FLY Entertainment Among 12 Founding Partners Building Trusted AI Commerce
Synagie, the flagship digital commerce and technology brand of Hong Kong-listed Synagistics Limited (HKEX: 2562), today unveiled Geene 2.0, a Trusted AI Commerce Intelligence Ecosystem (a SaaS platform) designed to help businesses move beyond isolated AI applications towards trusted, scalable business transformation.
Quest for research answers takes undergraduate student to Japan
Kaylin Lamaute has been spending the summer finding answers to her fascinations in materials science and engineering through the Adopting Sustainable Partnerships for Innovative Research Ecosystem (ASPIRE) program, an international initiative primarily driven by the Japan Science and Technology Agency.
Amendment 64: New Opportunity: A.15 Biosphere
NASA's Biosphere research area focuses on research that provides foundational knowledge on interactions between and within terrestrial and aquatic ecosystems,
The Bull Case For Tencent Music Entertainment Group (TME) Could Change Following Its TMElive Awards Push Into Hong Kong
CTF Life recently announced a long-term partnership with Tencent Music Entertainment Group to bring the TMElive International Music Awards to Hong Kong for the first time in August 2026, with CTF Life as exclusive title sponsor. This collaboration positions Tencent Music to extend its brand beyond online platforms into a large-scale international live festival, deepening its presence in the fan-driven music ecosystem. We’ll now examine how hosting the TMElive International Music Awards in...
Essential Strategies for New Science Facilities
First-time lab developers succeed not by intentionally building flexible, partnership-driven discovery ecosystems.
Deep below the Lost City, scientists uncovered superheated water that may fuel one of Earth's strangest ecosystems
Deep in the Atlantic Ocean, the Lost City hydrothermal field is known for eerie white chimney structures made of carbonate. Alkaline hot springs, loaded with hydrogen and methane, emerge from the seafloor ...
Anthropic’s Claude Science app is coming for Kendall Square
Few places on the planet have more at stake in AI’s transformation and disruption of life sciences than the Massachusetts biomedical ecosystem.
Anthropic's Claude Science could disrupt Kendall Square and biopharma
Few places on the planet have more at stake in AI’s transformation and disruption of life sciences than the Massachusetts biomedical ecosystem.
Deep-sea life has a secret food source scientists never expected
Scientists discovered that extreme deep-sea pressure squeezes valuable nutrients out of sinking organic particles, providing an unexpected food source for ocean microbes. The finding could rewrite our understanding of both deep-ocean ecosystems and how carbon is stored on Earth.
MARSP mini-grant brings science to life for third grade students
IRON MOUNTAIN — The Dickinson Country branch of the Michigan Association of Retired School Personnel, or MARSP, awarded a $250 mini-grant to Iron Mountain North Elementary third grade teacher Sommer Spencer. The funds were used to purchase materials for students to participate in Ecosystems in Action: Growing Scientists Through Hands-On Investigation, an science project that […]
PlayStation is getting community noted for its “poor digital ecosystem” as fans continue to ask about discs
As gamers continue to complain about PlayStation on social media, the company's official X account is being flooded with community notes.
Atlanta media company Rolling Out launches Rolling Out Music label
Rolling Out Music, a new record label from Atlanta media company Rolling Out, seeks to create an ecosystem that combines the influencer market with music.
How to Bring More Data Science to YouTube and Creator Media
I am constantly writing about the challenge facing agencies and brands when in comes to YouTube. Is it TV? Social video? Search? Commerce? Do you fund it from all of those respective budgets, and measure it using all their respective metrics? Sean Odlum, Chief Product Officer at Tinuiti, says it may not make sense to try and “bucket'“ YouTube. “You kinda gotta treat it as its own thing,” he said. “Years ago, we had debates [along the lines of] ‘what is this?’ Ultimately we decided, it’s YouTube. It is hard to categorize because it is so protean.” Which ultimately means that almost every part of a media department or marketing group will likely touch YouTube in some fashion. And that it probably needs its own sets of metrics and measurement tools. At Tinuiti, that need has led the agency to develop the YouTube Intelligence Suite, which aims to help brands optimize YouTube campaigns while using all the traditional marketing tools they are used to, such as MMMs. “I wouldn’t say there is a YouTube playbook,” Odlum said. “[For media planners] there is this vast bubbling ocean, so where do you start?’ A lot of brands and agencies struggle.” “You don’t want to just brute-force it—spray dollars everywhere and eventually learn. You want to start intelligently and then learn iteratively.” The problem, Odlum and his team have found, is that “brands have largely defaulted into demand generation campaigns because they’re easier to measure.” However, “you can really build your own content ecosystem around these trusted experts.” Check out the full interview here: Thanks for reading Next in Media! Subscribe for free to receive new posts and support my work. Subscribe
Transparency and collaboration were at the forefront of the second annual PA One Health Consortium meeting
The multiday June event saw more than 30 expert speakers and 200 attendees committed to human, animal, plant and ecosystem health in the commonwealth.
Engaging small business ecosystems: Loyola University Chicago
The third Capacity Building for Capacity Builders conference fostered connections and conversation throughout the small business ecosystem.
International team says science alone won't save coral reefs
Coral reefs are disappearing at an unprecedented rate as climate change, marine heat waves, pollution and coastal development threaten one of Earth's richest ecosystems. While scientific research has ...
Small Business Spotlight: Business blooms beyond bouquets
BUSINESS: The Busy Bloom OWNERS: Amanda and Walter Adkins ADDRESS: 708 S. 17th St., Wilmington EMAIL: thebusybloomco@gmail.com WEBSITE: thebusybloomco.com PHONE NUMBER: (910) 742-0790 YEAR FOUNDED: 2024 NO. OF EMPLOYEES: 4 WHAT IS THE BUSY BLOOM? AMANDA ADKINS: “The Busy Bloom is a flower shop with a spin – a creative experience shop located in Wilmington’s Cargo District. Founded in 2024 by husband-and-wife team Amanda and Walter Adkins, we offer fresh flowers, botanical teas, a build-your-own bouquet bar, candle-making experiences, gifts, workshops, wedding florals and event services. Our mission is simple: to make flowers accessible, approachable and enjoyable for everyone – not just for special occasions.” WHY DID YOU START THE BUSINESS? AMANDA ADKINS: “The Busy Bloom was born from a lifelong connection to flowers and a desire to create meaningful experiences for people. After doing my own wedding florals and after years of working in healthcare management, I found myself returning to gardening and floral design as a creative outlet and source of healing. The loss of my mother-in-law, who always shared flowers from her garden, inspired me to pursue floristry full-time. My husband encouraged me and built a small flower cart for us to grow, and fast forward to now, two years later, it has grown into a community-centered business focused on bringing joy, connection and creativity through flowers.” WHAT KIND OF GROWTH ARE YOU HOPING FOR? AMANDA ADKINS: “We’re focused on sustainable growth that allows us to continue serving our community while expanding creative experiences. We hope to grow our wedding and event services, expand our educational workshops and creative programming and become a destination where people can gather, create and connect. We’re also passionate about creating opportunities that showcase floral design as an art form, such as our Fleur Couture fashion show and other community collaborations.” WHAT PAST EXPERIENCE HAVE YOU HAD WITH STARTING/WORKING IN BUSINESS? AMANDA ADKINS: “Before opening The Busy Bloom, I worked as a clinical manager in healthcare and spent years building leadership, operations and customer service skills. I’ve also worked in education and nonprofit programming, teaching people about nature and local ecosystems. Along the way, I designed flowers for weddings and events on the side, gradually turning a passion into a business. Walter has years of welding and construction experience, combined with entrepreneurship and a drive to own his own company. …The Busy Bloom has been a journey of combining creativity with entrepreneurship alongside my husband ... learning every step of the way.”
INCUBASE Studio Accelerates Collectible Entertainment with GochaGocha's 23-Location Asia Debut of a New Photo Card Experience
INCUBASE Studio is expanding its IP entertainment ecosystem with the launch of GochaGocha, a new smart photo card machine platform developed by subsidiary INCUTix. Following a rapid rollout across 23 locations in Hong Kong, Taipei, Kuala Lumpur and Bangkok in early June, GochaGocha introduces a new channel connecting fans with officially licensed content through discovery, collectability and convenience.
Keeping PACE with Ocean Change
The primary goal of this collaboration was to support and validate science data products from NASA's recently launched Plankton, Aerosol, Cloud, ocean Ecosystem (PACE) satellite mission
Scientists want to quarantine alien life on the Moon before it reaches Earth
Scientists are calling for a lunar quarantine facility where samples from Mars, the Moon, and beyond would be examined before being brought to Earth. They warn that even a tiny alien microorganism could have unpredictable effects on Earth's ecosystems. By using robotic handling systems on the Moon, researchers hope to eliminate the risk of accidental exposure or release.
Next American Sports Pro and QuickBuzz Announce Strategic Partnership to Build a Global Sports & Entertainment Digital Ecosystem
Ten-Year Collaboration Aims to Drive Subscriber Growth, Fan Engagement, and Long-Term Digital InnovationLondon, UK, July 06, 2026 (GLOBE NEWSWIRE) -- Next American Sports Pro (NASP), a rapidly expanding sports media and athlete development organization, today announced the signing of a strategic Memorandum of Understanding (MOU) with QuickBuzz to collaborate on creating one of the world's largest integrated sports and entertainment digital ecosystems. The partnership combines NASP's growing spor
For much of the past century, scientists believed dinosaurs were already in decline when the asteroid struck 66 million years ago — but a 2025 study published in Science found fossils in New Mexico showing they were flourishing in diverse, thriving ecosystems right up until the moment of impact
For much of the past century, many scientists believed the dinosaurs were already in decline when the asteroid struck 66 million years ago, a group past its prime that a cosmic accident merely finished off. A 2025 study published in the journal Science, built on fossils from New Mexico, argues almost the opposite. Right up […]
Influencer screenings aren’t going away
Content creators have become a big part of the entertainment media ecosystem.
Inside UT’s Quantum Ecosystem: From Breakthroughs to Possibilities
The University of Texas at Austin is charging ahead with quantum innovations that could be even bigger than the building where some of the world’s most exciting and cutting-edge research in this field is just getting underway.
GMI Cloud CEO on Business Strategy, AI Ecosystem
Alex Yeh, Founder and CEO at GMI Cloud, discusses the company's business strategy and the outlook for the AI ecosystem. He speaks with Shery Ahn from the sidelines of the IVS2026 conference in Kyoto.
Wilmington Small Business Coalition: Building Momentum in 2026 by Heather McWhorter
This article was contributed by Lydia Thomas, UNCW CIE Program Manager. North Carolina continues to be one of the best states to start a business and in 2025, Wilmington, North Carolina earned a spot on the GoDaddy list of the top 10 most entrepreneurial cities in the U.S. While many know Wilmington as small beach town with exceptional food, lots of coffee shops, and fun, vibrant summer activities, a closer look reveals a thriving innovation economy. You’ll find startups emerging across industries including software, healthtech, bluetech, and fintech. At the core of this entrepreneurial ecosystem is the Wilmington Small Business Coalition, with small business advocates and entrepreneur support organizations (ESOs) dedicated to helping founders grow, thrive, and succeed. “No Wrong Door” Established in 2016, the Coalition was designed to make it easier for individuals and small businesses to access resources most suited to their particular needs. The Coalition is designed to have a “no wrong door” entryway into the regional startup ecosystem. Whether you are exploring a new idea sketched on the back of a napkin or leading a more established, growth-stage company, Coalition members can help connect you with the programs, funding opportunities, mentors, and resources best suited to your needs. No matter where you are in your entrepreneurial journey, any Coalition organization can help point you in the right direction. Coalition Members and Leadership Coalition members include the UNCW Center for Innovation and Entrepreneurship (UNCW CIE), AARP, Brunswick Community College Small Business Center, Cape Fear Community College Small Business Center, Cape Fear Region SCORE, Genesis Block Foundation, Network for Entrepreneurs in Wilmington (NEW), Small Business & Technology Development Center (SBTDC), Greater Wilmington Chamber of Commerce, YWCA Living the Dream Center for Entrepreneurship, Carolina Community Impact Fund (CCI Fund), Partner Community Capital, 717mkt Office Collaborative, NC Biotech, and Institute NC. In May 2026, the Coalition held its leadership elections, resulting in the selection of a new executive team. The following officers were elected to serve two-year terms: Chair: Lydia Thomas, UNCW CIE Vice Chair: Diane Lantz, CCI Fund Secretary: Aariene Hansley, Genesis Block Foundation Treasurer: Gloria Monroe, SBTDC Vision for the Wilmington Small Business Coalition In 2026, the Wilmington Small Business Coalition continues its work as a collaborative network of organizations. By connecting programs, expertise, and services across partner organizations, entrepreneurs can more easily find the right support at the right time. Rather than operating in silos, the Coalition aims to function as a unified, cohesive system of support for small businesses and entrepreneurs, ensuring that resources and expertise across partner organizations are visible and accessible. Through stronger collaboration and shared pathways, entrepreneurs can move more seamlessly from idea to startup to growth. Looking to dive into the Wilmington entrepreneurial ecosystem? Connect with any of the Coalition partners to get started! Connect with CIE To learn more about CIE and our services, programs, and events, join the CIE newsletter. You can also follow us on social media: Instagram, Facebook, LinkedIn, TikTok, or YouTube. CIE’s website is uncw.edu/cie. Heather McWhorter is the director of the UNCW Center for Innovation and Entrepreneurship (CIE). CIE supports innovation-forward start-ups and helps to build a vibrant innovation economy for all in southeast NC.
The invasive fern that science misidentified for decades
Salvinia molesta can double its biomass in 36 hours. It spreads across ponds, lakes and slow-moving waterways in a smothering green mat, blocking sunlight, consuming oxygen and collapsing the ecosystems ...
Is Miami Beach getting a new marine science hub? North Beach residents hope so
Neighbors want the center to educate young people about the area’s marine ecosystems while also serving as an attraction for visitors.
Marine biobanks: the science of 'stopping time' for an ecosystem under pressure
In labs around the world, the ocean is being kept in jars. Some of it is alive, bubbling in flasks, while some lies frozen in liquid nitrogen. These marine biobanks are collections of coral cells, algae,…
NASA’s PACE Mission Studies Smoke, Fires
With the North American fire season underway, and a record number of acres already burned nationwide, NASA’s Plankton, Aerosol, Cloud, and ocean Ecosystem
Scientists stunned by signs of ancient life in a place no one expected
Scientists exploring ancient seafloor rocks in Morocco discovered mysterious wrinkle patterns where they were never expected to occur. These structures are normally linked to microbial mats in shallow, sunlit waters, yet the rocks formed hundreds of feet below the surface in darkness. Evidence indicates that chemosynthetic microbes created the wrinkles, revealing that deep-ocean microbial ecosystems may have been more widespread than previously thought.
Adidas’ NIL pipeline is producing NBA rookies who already know the business
Mikel Brown Jr. reached the NBA with a head start few rookies have. Long before being selected sixth overall by the Brooklyn Nets at Tuesday’s NBA Draft, the 20-year-old guard had been embedded in Adidas’ ecosystem through a name, image and likeness deal that began in high school. “By the time our athletes walk across […]
UT Health San Antonio identifies the first potential probiotic treatment for lupus
Contact: Steven Lee, (210) 450-3823, lees22@uthscsa.edu Content provided by Claire Kowalick SAN ANTONIO, June 25, 2026 – Scientists at UT Health San Antonio, the academic health center of The University of Texas at San Antonio, found a link between a bacterium in the gut microbiome, or ecosystem, and lupus, which could lead to more effective […]
Regenerative Agriculture and Population Health
Regenerative agriculture can enhance food quality and reduce harmful exposures through improved soil biology, biodiversity, and ecosystem health, yielding downstream benefits for agriculture, food systems, and human health. It may improve profitability through greater land resilience and lower input costs and may deliver benefits to farms, farmers, communities, and the broader environment. More research is warranted to understand the full range of potential health benefits of regenerative agriculture.
Online violence against women in politics: what shapes political party responses to technology-facilitated gender-based violence?
Political parties have a primary role to play in tackling online violence against women and gender diverse politicians. While the prevalence and impact of TFGBV, such as coordinated disinformation campaigns, deepfake image-based sexual abuse or trolling are well documented, many parties are still building their knowledge on how to respond effectively and have not put in place internal practices and policies that respond to the rapidly evolving, poorly regulated digital ecosystem. About the ReportIn order to promote and protect fair and democratic participation in politics, this ALIGN Report explores what political parties are doing in response to TFGBV and what factors shape their action. The findings, based on existing literature and interviews with gender and politics professionals, indicate there are three sets of factors which donors, civil society and practitioners should consider when designing action to support political parties to respond to TFGBV internally. These are: (1) gender norms; (2) socio-political environment; and (3) internal party factors.Key messagesUnequal gender norms are ubiquitous across politics, shaping expectations of leaders to be strong and assertive, and practices of political parties to uphold masculinist values and sustain cultures of silence. These often lead to weak response to TFGBV against women politicians.The socio-political context can incentivise or disincentivise action, depending on the salience of gender issues, which are increasingly weaponised. Electoral competitiveness, domestic laws (i.e. quota requirements), and even the political system or global normative frameworks influence political will to act.Internal party factors that shape responses will vary across countries and contexts, but include: structures to enforce codes of conduct, policies and reporting mechanisms on (TF)GBV, political ideology, extent of centralisation of leadership, and crucially the meaningful participation of women in decision-making positions, not least through internal women’s wings.Party responses can be seen as a spectrum, with actions falling between active discouragement to address TFGBV to commitment to transform unequal norms and practices within the party.About the ToolkitTogether with the report, this ALIGN toolkit offers gender professionals and others working on democratic strengthening a set of guiding questions and reflection prompts to identify which responses could be most effective and suitable in different contexts. These actions can complement other solutions to TFGBV, such as regulations promoting safety by design. The assessment spans a broad range of factors including: (1) different manifestations of gender norms, (2) the socio-political environment and (3) internal party structures.Key messagesPolitical parties are duty-bound to take action internally to respond to the significant threats posed to women members and candidates, including from their own party colleagues, affiliates and political peers.Existing party approaches to TFGBV can be assessed along a spectrum which ranges from active discouragement and passive acceptance to minimal response and transformative change.To generate effective and context-appropriate solutions to TFGBV, it is important to consider how gender norms shape leadership expectations and internal party practices, while also analysing the impact of the socio-political environment. While actions to support women to stay safe online are very common, codes of conduct and measures to strengthen women’s voice and power in the parties are proposed as most transformative solutions.
'Intelligentisation' phase of hospital transformation
This hospital deputy superintendent from Taiwan shares the key changes required to build a truly data-aware, proactive digital health ecosystem.
Sportico Studio’s New Video Experience Debuts at Cannes Lions
Sportico this week launched Sportico Studio, a dedicated content and creative solutions offering for brands looking to engage the sports business community. The studio, featured on a new video page on Sportico’s homepage, will leverage Sportico‘s unique position at the center of the sports business ecosystem, connecting brands with influential decision-makers across leagues, teams, media, …
Quantum Computing Stocks Gain On Trump Executive Orders, 2028 Target
Quantum computing stocks rose after President Trump signed two executive orders aimed at strengthening the U.S. quantum computing ecosystem.
Scientists open a million-year-old time capsule hidden beneath New Zealand
A cave in New Zealand has yielded fossils from a lost ecosystem that existed about 1 million years ago, including a possible flying ancestor of the kākāpō. The discovery reveals that volcanoes and climate upheaval were reshaping the country’s wildlife and driving extinctions long before humans arrived.
As lakes turn brown, trout and bass decline while pike and walleye thrive
Freshwater lakes across North America and Europe are becoming noticeably browner, reducing underwater visibility and reshaping fish populations. Research found that several popular sport fish, including trout, bass, perch, and whitefish, tend to decline in darker waters. Meanwhile, walleye and northern pike often become more abundant because they are better adapted to low-visibility conditions. The shift could change both lake ecosystems and the fishing experience for millions of anglers.
Digging deeper: URI workshop explores how soil protects water, public health
A hands-on workshop at URI brought together professionals from across New England to learn how evaluating soil helps ensure septic systems protect groundwater, ecosystems, and public health.
‘The purpose of the rule is fascism’: scientists fight back against planned Trump research cuts
Stand Up for Science founder says proposal to control how grants are spent would ‘dismantle US science ecosystem’
UMG, The World’s Biggest Music Company, Is Investing In A Mental Health Ecosystem. Here’s How It Works
Universal Music Group's circle of shared care, access and economic responsibility that streamlines the process to obtaining mental health support from trained Amber Health clinicians is a blueprint for companies large and small.
ReelShort CEO Joey Jia Eyes Broader Entertainment Ecosystem at APOS
ReelShort CEO Joey Jia says vertical storytelling will be the most important channel for future IP as the platform expands across Southeast Asia.
REV Ocean Begins First Operational Research Season With Ten-Mission Science Program
The missions cover seamount ecosystems off Brazil, in the Sargasso Sea, and across the Eastern Tropical Pacific—alongside Sargassum dynamics, mesophotic and deep-sea biodiversity, transboundary MPA networks, and the science-to-policy pipeline.
How Launcher Dover helps build Delaware’s downstate small business ecosystem
By prioritizing collaboration over competition, local leaders are building a more cohesive ecosystem for Kent County’s growing business class.
Prime Video Pushes Beyond Streaming to Build APAC Entertainment Hub, Top Executives Reveal at APOS
Prime Video is doubling down on its ambition to become a unified entertainment destination across Asia-Pacific, with executives highlighting the company’s expanding ecosystem strategy during the APOS ...
2026 World Cup billed as ‘largest entertainment attack surface in history’
As the tournament is underway across North America, Palo Alto Networks warns that temporary supplier ecosystems, vulnerable municipal infrastructure, and geopolitical tensions are creating risks fo...
Merchants of Doubt and the attacks on Extreme Event Attribution science
Last week, I attended a meeting at Columbia University on attribution science and climate law, hosted by the Sabin Center. It was a fantastic event, bringing together scientists and legal experts working at the intersection of extreme event attribution and climate law. Subscribe For those unfamiliar with it, extreme event attribution attempts to quantify the contribution of climate change to an extreme event. For example, several groups analyzed the impact of climate change on Hurricane Harvey’s enormous rainfall totals over Houston, Texas and they found that climate change increased rainfall by 15 to 38%. One thing that came up again and again was how terrified fossil-fuel interests are of extreme event attribution science. They are acutely aware that this research could land them in court. And losing those cases would leave them legally liable for billions of dollars in climate damages. Because the legal stakes are so high, the blowback has turned ugly. I spoke with several scientists at the meeting who are facing ongoing harassment over their work. This blowback is a coordinated campaign to make the entire field look suspect. The goal is to create the impression that attribution science is too uncertain, too political, or too conflicted to be useful in court or in public policy. The strategy is not based on actual science or evidence of misconduct, but on the generation of doubt. The new Merchants of Doubt We’ve seen this before. In fact, not that long ago: We only have to go back a year to the Department of Energy (DOE) Climate Working Group (CWG) report to see an example of using doubt as the tool to push back against well-established science. This strategy is laid out in an email from a member of the CWG, Dr. Roy Spencer, that was released during litigation over the Climate Working Group process. The key quote is: About all I can hope is that what we write will provide sufficient “reasonable scientific doubt” regarding the science claims in the 2009 TSD [technical support document], based upon almost 2 decades of new science, to call into question the original reasoning for the EPA Administrator’s decision that CO2 presents a threat to human health and welfare. This statement is strong evidence that at least some members of the committee were working to support a particular policy outcome: revoking the Endangerment Finding. The email also explains how they planned to do it: by attempting to generate “reasonable doubt”. This is going to be hard, Spencer implies. Despite falsely claiming that “2 decades of new science” weakens the case, Spencer explicitly acknowledges that the actual peer-reviewed science of climate change overwhelmingly rejects his position: But if the science argument is decided upon by a vote, or by the number of published citations, we lose the science argument. We can go back even further: This CWG email shares unmistakable DNA with the infamous 1969 tobacco memo that declared: “Doubt is our product, since it is the best means of competing with the ‘body of fact’ that exists in the mind of the general public. It is also the means of establishing a controversy.” The tobacco memo also acknowledges the limit of this strategy: Like the CWG, they knew the science was not on their side. Share The new new Merchants of Doubt The people attacking the IPCC chapter on extreme event attribution are the newest iteration of the Merchants of Doubt. Their goal, like all Merchants before them, is to introduce doubt into the process. Because the report is not even out yet, they cannot attack its conclusions. So they are attacking the authors instead. Here is a press release from the House Science, Space, and Technology Committee: In the letter, the Chairmen express concerns about potential conflicts of interest involving members of the Attribution Committee, stating that “publicly available information suggests a troubling pattern” in which committee members are affiliated with nonprofits that support climate accountability lawsuits, “raising the appearance of impropriety and member bias.” To be clear, this is just innuendo. There is no actual evidence of bias. And given the robust process that these reports go through, including multiple lines of peer review, it seems very unlikely that significant bias can survive into the report. When the report comes out, critics will have the opportunity to make legitimate criticisms of the report — if any exist. If none do, however, they’ll still make criticisms, but they’ll be bogus, simply designed to generate doubt. We’ll see. A note to the press: Fix your frame To any journalists reading this: The public debate over extreme event attribution science is not going away. The science is simply too dangerous to fossil-fuel interests for them to stop fighting it. You very well might be assigned to write an article about this area of research in the future. When you do, do not automatically adopt the framing that climate misinformers want you to use. They want you to frame the story around questions like: Are climate scientists trying to put their thumb on the scale to achieve a predetermined, politically motivated result? Are climate scientists improperly letting their politics invade the science of the IPCC? That frame is a trap. Instead, you need to view this through the historical lens of the Merchants of Doubt. How does the ecosystem of doubt operate? Who funds it? What methods do they use to misrepresent science and slime researchers? What scientific results are they trying to keep people from understanding are legitimate? Ultimately, you instead need to focus your article on the generation of doubt as a way to maintain the fossil fuel industry’s social and legal license to keep burning oil, gas, and coal. If you treat the misinformers’ frame as a legitimate, good-faith scientific critique, you are helping them produce doubt. Don’t do it. Don’t be a Merchant of Doubt. Thanks for reading The Climate Brink! Subscribe for free to receive new posts and support our work. Subscribe other stuff The Staying Curious Substack has an interesting post about the different flavors of climate sensitivity. This is crucial information if you want to understand how scientists think about how much warming the Earth will experience. I’d be grateful if you could hit the like button ❤️ below! 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Is SMIC N+3’s Metal Pitch Smaller than Intel 18A’s?
Almost four years ago, we published that SMIC had started shipping 7 nm (N+1) chips. Now, SMIC is shipping its third-generation 7 nm (N+3) process in Huawei’s Kirin 9030, with a minimum metal pitch of 32.5 nm, about 10% tighter than the 36 nm minimum metal pitch shipping in Intel’s latest Panther Lake CPUs on 18A. The headline is true, but incomplete cherry picked metric. N+3 reaches the density of TSMC N6 through aggressive DUV multi-patterning and design-technology co-optimization (DTCO), but it pays for that in complexity, efficiency and process control. We found this and more in our reverse engineering and teardown where we cover SMIC’s N3 process technology, Huawei’s packaging, memory, architecture, and more. SemiAnalysis has been building a state-of-the-art teardown lab in Oregon capable of analyzing the world’s most advanced and important chips over the last year and half. We have already generated revenue on advanced datacenter chip teardowns including our recent reverse engineering of a major TSMC customer’s COUPE CPO optical engine + EIC 3D stack. This is the first public report from the SemiAnalysis Teardown Engineering & Evaluation Lab, or STEEL for short. The lab is aggressively scaling up and out and we’re excited to announce it publicly. This is a bit of inconvenient timing for TechInsights as they are private equity owned and currently being sold while having enjoyed virtually no credible competition for decades. This has led to TechInsights underinvesting in CAPEX. SemiAnalysis exceeds TechInsights in revenue despite no venture or private equity ownership and being founded only 6 years ago. Because we have no external investors and are founder led, we move faster, build faster, and we can release client chip teardowns for free regularly, while focusing on datacenter for our major clients. Here’s the first public image from our lab, the HiSilicon Kirin 9030 Pro SoC: This report will detail our teardown of the Kirin 9030 and our findings on SMIC’s N+3 process, the most advanced in China. For comparison, we’ll show our teardown of the MediaTek Helio G99, made on TSMC N6. Through this comparison, we can look at the effect of export controls – SMIC N+3 and TSMC N6 are comparable nodes, but one is heavily export-controlled, the other free to use the West’s most advanced equipment. Here we see both China’s progress and constraints. SMIC N+3 reaches TSMC N6-class logic density, but it requires far more aggressive DUV multi-patterning, so it does not match N6 on process maturity or cost. The Kirin 9030 Pro performs similarly to three-year-old Android flagships, and trails far behind the current flagship SoCs from Apple, Qualcomm, MediaTek, and Samsung. The efficiency gap is even wider. Export controls have not stopped Huawei and SMIC from shipping advanced silicon, but they have forced a different path. Without EUV, SMIC is leaning harder on DUV multi-patterning, DTCO, and increasingly complex integration. The roadmap continues forward through tighter design rules and backside power, but each step adds cost and process risk. Huawei’s τ scaling and LogicFolding show another path: stacking active logic and recovering density through advanced packaging and system-technology co-optimization (STCO). To understand the Kirin 9030, we must first understand Huawei’s SoC history. HiSilicon is Huawei’s chip design arm, responsible for the Kirin smartphone SoCs, Kunpeng server CPUs, Ascend AI accelerators, and switch/router networking silicon. Before export controls, Huawei was TSMC’s largest customer – the only customer on TSMC’s first EUV node, N7+, and among the first on N5, alongside Apple. That ended in late 2020. Huawei switched to Qualcomm SoCs in its flagship smartphones, though export controls limited them to 4G-only variants. In late 2023, Huawei returned to in-house silicon with the Kirin 9000s, a successor to the Kirin 9000, fabricated on SMIC N+2 instead of TSMC N5. In the following years, they released the Kirin 9010 and 9020 on the same N+2 process. These chips used Huawei’s in-house TaiShan CPU cores and Maleoon GPU. We have not torn down a Kirin 9020 ourselves, so the predecessor die shot is from Kurnal. The die shots show how Huawei spent its silicon budget: which functional blocks are where, and how their areas compare to the predecessor. First, a quick guide to the major blocks on the die. The total die area is nearly identical, but the 9030 uses that area more aggressively. A denser process lets Huawei fit an extra middle CPU core, more GPU and NPU cores, and larger caches into the same footprint. In contrast, the Helio G99 is a much smaller, low-cost SoC, built for budget smartphones rather than a flagship device. While the Kirin 9030 is ~140 mm², the G99 is only ~29 mm², roughly one-fifth the area. The underlying TSMC process technology, however, is directly comparable as a baseline for analyzing SMIC’s. The Kirin 9030 is an evolutionary refresh, not a clean-sheet design. Its CPU, GPU and NPU cores carry over the 9020’s families, and the gains come from three levers: the SMIC N+2-to-N+3 process step, DTCO and floorplan work, and incremental microarchitecture. Area is where the first two show up, and the 9030 scales well here. Performance and efficiency are the harder test. Huawei’s design holds up better than its node would suggest, but the chip still trails, both because N+3 sits behind the leading-edge nodes and because its cores, while competent, remain a few generations behind the newest designs. The new prime core is an incremental update. The main changes are a 10% frequency increase from 2.5 GHz to 2.75 GHz and a doubling in the L2 cache from 1 MiB to 2 MiB. Despite the increased cache, the core size decreased by 7.6%. Excluding the private L2 cache, the core size decreased by 21%. This is a large reduction for an incremental node. Compared with the TaiShan New V120 core in the Kirin 9020, the Kirin 9030’s middle core is almost unchanged architecturally, yet each core shrinks by ~22%. Most of that comes from the move from N+2 to N+3, with layout likely accounting for the rest. Visually, the most noticeable change is the increase from 3 middle cores to 4. There is also a 20% increase in the shared L3 cache of the big cluster. This helps to improve multi-core performance without sacrificing much in terms of area. Even with each core shrinking, the big CPU cluster’s total area is essentially unchanged. The per-core savings went back into an additional middle core and larger caches. The tiny cores shrank less than the prime core (excluding its L2 cache) and less than the middle cores. This is likely because fixed overhead is a larger share on a small core. We cannot resolve any architectural changes from the die shot alone, but the per-clock and efficiency gains shown below point to more than pure process and layout scaling. The area reduction was offset by a doubling of the shared L2 cache from 2 MiB to 4 MiB, leaving the total tiny CPU cluster area slightly larger. Area is the easiest improvement to see from a die shot, but it is only one part of PPA (power, performance, area). For modern logic, power and performance matter just as much, and often more. Since Dennard scaling broke down in the mid-2000s, voltage and frequency have not scaled in step with transistor dimensions, so each node has had to fight harder for gains in performance and efficiency. The starkest comparison is not Kirin 9020 versus Kirin 9030 Pro. Apple’s efficiency cores run circles around Huawei’s prime core. Apple’s low-power core delivers 20% higher integer performance while drawing only 1 W, compared with 4.5 W for Huawei’s prime core. N+3 matches TSMC N6, but N6 is several generations old. Apple and Qualcomm build on N4 and N3P, which are denser and sit on a better voltage-frequency curve, giving them a larger transistor budget and more performance per watt. The 9030’s own cores did improve. The middle and tiny cores gained 17% and 14% in per-clock integer performance over the 9020, with floating-point flat on the middle core and up 11% on the tiny. The tiny core improves cleanly, with performance rising while power falls and efficiency increases by 45% in integer and 24% in floating point. The middle core is mixed: integer performance rises but power rises faster, cutting integer efficiency by 7%, while lower power lifts floating-point efficiency 16%. Per-clock gains at the same or lower frequency are microarchitectural, so the cores are tuned, not just shrunk. Both also failed to hold their rated maximum frequencies, pointing to thermal, power, or stability limits. Per clock, the middle core sits around Arm Cortex-A720 and the tiny core near the Cortex-A520; absolute performance trails because Huawei clocks them much lower. The prime core is roughly Cortex-X2 class per clock, a 2021 design. Apple’s 2020 M1 Firestorm core is still 35% higher per clock and 57% faster in absolute integer performance at a similar 4.5 W. The current leading edge is further ahead again: the Apple M5 P-core is 60% higher per clock and 2.7× faster, the Arm C1 Ultra 45% higher and 2× faster. Matching older high-end cores per clock is a genuine design achievement. What Huawei cannot match is the voltage-frequency curve and transistor budget of leading-edge nodes, which let Apple, Qualcomm and others spend more transistors in the same area on wider cores, larger caches and deeper buffers while running at lower voltage. Huawei’s LogicFolding roadmap is one answer, stacking active logic to recover density and shorten signal paths. We return to it later. The GPU compute units (CUs) changed more visibly than the CPU cores, moving to a more rectangular layout for both the arithmetic logic unit (ALU) clusters and the CU overall. Even with ray-tracing support added, a CU shrank ~28%. However, that shrink is offset by the increase from 4 to 6 CUs and the area outside the CUs grew 33%. Overall, the GPU cluster is larger by ~10%. The GPU is where Huawei makes its biggest gains. The Maleoon 935 is not competitive with current flagships, but it is a large step up from the 920 and reaches older-flagship territory. In 3DMark it is 70% faster in Wild Life Extreme (WLE) and 79% faster in Steel Nomad Light (SNL) than the 920; with 11% higher clocks and 50% more CUs, the ~67% theoretical uplift roughly matches WLE and is beaten by SNL. It edges ahead of the Snapdragon 8+ Gen 1 in WLE and SNL, and the Dimensity 9200 and Apple A16 in WLE, but stays far behind newer parts: the Snapdragon 8 Elite Gen 5 and Dimensity 9500 are ~2.4–2.6× faster in WLE and ~3.2× faster in SNL. The Maleoon 935 is Huawei’s first GPU with hardware-accelerated ray tracing; there it lands slightly ahead of the Exynos 2200, and on par with the Apple A16, with current flagships up to 3.7× faster. The Neural Processing Unit (NPU) saw the largest structural changes of any block, moving from a Lite and a Tiny core in the Kirin 9020 to a Lite and two Tiny cores in the Kirin 9030. Both core types also show significant layout changes. This is a reversal in Huawei’s NPU design. The Kirin 9000 5G, its last flagship chip on TSMC N5, used two Lite and one Tiny core. The series of SoCs on SMIC N+2 moved to one Lite and one Tiny core, likely for area savings. With the Kirin 9030, Huawei has shifted back toward a larger multi-core NPU cluster, but with the additional area going to a Tiny core rather than a Lite core. We’re diving deep into the most advanced datacenter and AI hardware hitting the market. To learn more about what’s in the pipeline or to commission a custom teardown, contact sales@semianalysis.com. Interested in joining us on this ride and think you can be a difference maker? Check out our Careers page. Before diving into the process stack, the package and memory are worth separating from the SoC itself. The Pro variant of the Kirin 9030 carries 12 GB of Samsung DRAM, with two stacks of four dies each. The dies were identified as the K4L2E165YD, a 12 Gb LPDDR5X-9600 device fabricated on Samsung’s 1a node, the fourth generation of its 10 nm-class DRAM after 1x, 1y and 1z. 1a has shipped in volume since 2022, so this is current memory rather than older-node inventory. The 16 GB Pro Max variants we obtained were found with both CXMT and Samsung packages. The CXMT package is marked CXDD7JEDM, with two stacks of four dies, packaged in week 45 of 2025. The inferred die dimensions from X-ray computed tomography (CT) are consistent with a known density of ~0.3 Gib/mm² for the CXMT G4 process, roughly equivalent to other manufacturers’ 1z processes. The Kirin 9030 uses a typical integrated package-on-package (iPoP) stack: multiple DRAM dies in a memory package sit above an organic redistribution layer (RDL) interposer, which sits above the SoC and package substrate. The full package is then mounted to the printed circuit board (PCB) through ball-grid array (BGA) solder bumps. The memory package substrate is a thin bismaleimide-triazine (BT) laminate carrying the LPDDR5X stack. The organic RDL interposer over the SoC routes the PoP signals around the die and carries possible dummy thermal copper pillars. The package substrate, a thicker Ajinomoto Build-up Film (ABF) build-up over a BT core, fans the flip-chip bumps out to BGA pitch and embeds the power planes. The whole stack is organic. The only silicon is the SoC and the LPDDR5X dies; there is no silicon interposer. Keeping it all-organic brings the package’s coefficient of thermal expansion (CTE) close to the PCB’s, reducing board-level warpage, and avoids the cost of a silicon interposer the SoC’s bandwidth does not need. In an iPoP stack, the memory package connects to the organic RDL interposer through an array of solder bumps. Underfill fills the gap around those bumps, adding stiffness and protecting the joints from mechanical stress. The Pro and Pro Max variants differ here, which we cover behind the paywall. The die shot and architecture tell us how Huawei allocated its silicon budget. The process tells us what SMIC can manufacture. We use the Helio G99 as the process reference for TSMC N6. Both SMIC N+3 and TSMC N6 are evolutions of previous 7 nm-class nodes. We used targeted TEM cross-sections through logic and memory regions, imaged in both fin-cut and gate-cut directions. Each cross-section caption gives its horizontal field width (HFW), the real width of the imaged area. We start at the transistor fins, then move up through standard cells, local interconnect, and SRAM. SMIC has not overtaken Intel or TSMC. It uses aggressive DUV scaling and DTCO to reach N6-class density, but that density doesn’t translate into comparable performance and efficiency, for two reasons: the node gap to leading-edge nodes, and Huawei’s core designs. Fin Profile One of the most important knobs in a FinFET process is the fin profile: the shape of an individual fin and the channel where current passes from source to drain. The ideal fin is tall, narrow, and nearly vertical. A taller fin increases effective channel width, while a narrower fin improves electrostatic control by thinning the body the gate must control. Push either too far, and the process pays for it: weaker drive current, fragile fins, taper, footing and line-edge variation that hit yield and device variability. The Intel 22 nm, 14 nm, and 10 nm fin cross-sections show how FinFET nodes have improved over time. 22 nm fins were a first-generation structure, relatively short, wide and strongly tapered. The shape limits current density and reduces gate control uniformity across the height of the fin. At 14 nm and 10 nm, Intel pushed the fins taller and narrower while also making the sidewalls more vertical. Rather than shrinking the device, these changes increase the effective channel width per fin and improve electrostatic control. The trade-off is that taller fins at tighter pitches are much more difficult to manufacture. Now, let’s compare the Helio G99 on TSMC N6 with the Kirin 9030 on SMIC N+3. Both processes are in the same class, with fin pitch of 30-32 nm on N+3 and 34 nm in our N6 cross-section. The pitch for N6 is especially interesting as N7’s HD library is generally listed with a 33 nm fin pitch, and N6 did not shrink pitches directly. Its density gains came from DTCO instead of tighter pitches. The 34 nm pitch was stable across our sampled region and serves more as a comparison against the SMIC N+3 we have not investigated further. Pinning down N+3’s fin patterning scheme takes more than one core unit. The CPU cores show a dense ~32 nm pitch, with the pitch between N-P fin pairs alternating between 78 and 88 nm. Logic alone may be consistent with dual-pitch mandrels of 120 and 110 nm, but this is a complex and unusual approach. Combining the pitch from the the 8T SRAM, which has more complex repeat unit, with the CPU core sequence allows us to reverse engineer the patterning steps with more confidence. As both the logic and SRAM should share the same base grid, a single CD mandrel lithography pattern with 128 nm pitch undergoing SAQP produces a die-wide ~32 nm grid (128 nm/4), which supports the pitch sequencing seen in both logic and SRAM cells. In the sampled cross-sections, N+3 shows a taller, narrower, higher-aspect-ratio fin than N6. The measured fin aspect ratio is ~9.5:1 on N+3 versus 7.8:1 on N6. N+3 also shows less top rounding, with an estimated radius of ~2 nm, compared with 2.8 nm on N6. Even though the fin widths differ, the ratio of top rounding to fin width tells the same story, with N+3 at 0.37 and N6 at 0.44. In a geometric sense, lower is better; a perfectly rectangular fin would have no top-rounding penalty. These are single-digit-nanometer features measured from a handful of cuts, so treat the absolute numbers as approximate. The important result is the relative gap: N+3’s fins are consistently taller, narrower and less rounded than N6’s. We’re diving deep into the most advanced datacenter and AI hardware hitting the market. To learn more about what’s in the pipeline or to commission a custom teardown, contact sales@semianalysis.com. Interested in joining us on this ride and think you can be a difference maker? Check out our Careers page. Standard Cell A standard cell is the basic building block of chip layout: a fixed-height row pairing one NMOS and one PMOS transistor that share a gate, tiled in a grid to build logic blocks. The key dimensions are contacted gate pitch (CGP), cell height (CH), fin count, and the lower-metal routing grid. To measure density, we use the Bohr metric: a weighted average of NAND2 gate area (60%) and scan flip-flop area (40%). This represents a realistic mix of combinational and sequential logic. This metric has its limitations, especially for complex cell layouts like TSMC’s FinFLEX, which alternates cells with different fin counts. Even so, it is the best metric for a pure process-level comparison. Another important measurement is the fin pitch; it refers to the distance between two fins of the same transistor. In a FinFET process, multiple fins are used in each transistor to increase the drive current and thus performance. TSMC N6 ships both a high-density (HD) library with 2 PMOS and 2 NMOS fins per cell, and a high-performance (HP) library with 3 of each. More fins under the shared gate mean more effective channel width. HP cells switch harder at the cost of area. Designers mix the two on a die, primarily spending HP cells on timing-critical paths, and matching their PPA targets. In the Cortex-A55 core of the Helio G99, we found a cell height of 240 nm for the HD cell. MediaTek has used HD cells in the G99 to minimize die size and thus cost. As an SoC for budget smartphones at ~$100, this is essential. By contrast, we found only one library in the Kirin 9030, with 2 NMOS and 2 PMOS fins. This suggests a narrower library strategy than TSMC N6, where both HD and HP libraries are widely used. This likely reflects the smaller customer base and the more constrained domestic design and electronic design automation (EDA) ecosystem. In all three CPU cores of the Kirin 9030, we found cell heights of 228 nm, 5% smaller than on N6. This is also a reduction of 9.5% over SMIC N+2’s cell height of 252 nm. SMIC N+3 and TSMC N6’s HD library both feature a CGP of 57 nm. For SMIC, this is a 9.5% shrink over N+2. In the past, CGP and cell height alone may have been enough to compare transistor density. Now, however, we must consider scaling boosters and DTCO as well. SMIC’s density gain does not come from EUV. It comes from using every available DTCO booster aggressively. First is fin depopulation: reducing the number of NMOS and PMOS fins in each cell. The first FinFET nodes started with 3 or 4 fins for each transistor. SMIC N+3 and TSMC N6 HD both use only 2 fins per transistor, trading drive strength for density. Next is contact over active gate (COAG). By landing the gate contact directly over the active gate, instead of out over the isolation region, the cell height drops. N+3 integrates COAG while N6 does not. Our N+3 gate-cut cross-sections indicate COAG, with the gate contact sitting over the active region, while N6 shows an off-gate contact. Last is single diffusion break (SDB). Diffusion breaks are inserted between cells in the same row to provide electrical isolation, but they also introduce local layout effects (LLE), layout-dependent shifts in electrical characteristics. In the past, a double diffusion break was used, consuming the space of two CGPs. SMIC N+3 and TSMC N6 instead use SDB, saving area but increasing LLE sensitivity. This must be controlled at the process level and accurately modeled in the process design kit (PDK) so that EDA tools can account for it. Overall, SMIC N+3 has a transistor density of 113.4 MTr/mm², slightly above TSMC N6 at 107.7 MTr/mm². Even without EUV, SMIC has achieved density beyond TSMC’s mature N6 node which utilizes EUV. Metal Stack The smallest critical dimension in the teardown is M0; SMIC N+3 uses a 32.5 nm local metal pitch. That is smaller than the 36 nm M0 pitch on Intel 18A in Panther Lake. However, this does not mean that SMIC has a better process than Intel 18A or TSMC N3P. M0 is a local intra-cell routing layer. Its usefulness depends on the full interconnect stack: M1 and M2 pitch, track count, via and line resistance, design rules, mask count, overlay control, and routing flexibility. The 32.5 nm M0 is consistent with self-aligned quadruple patterning (SAQP), whose four-population line-width loading we read coarsely as alternating widths of 21.5 to 24 nm; M1 and M2, at 38 and 40 nm, are consistent with self-aligned double patterning (SADP), a single A/B split. On TSMC N6, M0, M2, and M3 sit at a relaxed ~40 nm and are consistent with SADP-class double patterning, with no need for quadruple patterning. That said, we measure M2 for example at ~43 nm, likely inflated by sparse routing. We do not assign any specific layer to EUV from our cross-sections; the distinction we can draw is double versus quadruple patterning, not lithography wavelength. Transistor-level density in the front-end-of-line (FEOL) sets an upper bound, but the design is ultimately limited by what the interconnect stack can route. The lowest metals are the most important for standard-cell density, but the semi-global and global layers determine how usable that density is at the block and chip level. Two axes are commonly used for chip cross-sections: the fin-cut and the gate-cut. The micrograph above is a fin-cut and shows metals 0 through 3. This axis lets us see the even-numbered metals, with M0 right above the fins. There are two kinds of M0 lines. The first are the power rails; these are wide wires for the VDD and VSS running horizontally at the top and bottom edges of each standard cell. The wide wires measure 55 nm across, more than double the other M0 lines. Their width minimizes resistance and reduces IR drop. The second kind are intra-cell wires, short segments within the cell that connect terminals to M1. These have alternating widths between 21.5 and 24 nm. The M0 pitch is 32.5 nm, a 19% reduction versus N+2 and N6. At this pitch, DUV patterning requires more aggressive multi-patterning, increasing mask count, overlay sensitivity, process complexity and cost. M0 is below what a single DUV-defined spacer (SADP) can resolve, so SMIC cascades a second spacer step (SAQP). The cross-section reflects the cost: the M0 trenches are visibly more re-entrant (narrower at the bottom than the top) than M1 or M2 on the same chip and carry a bright barrier-rich foot where the trench meets the etch-stop layer. That shape is partly the intended damascene profile, as a slightly narrow bottom helps void-free copper fill, but its magnitude at M0 is driven by the tight pitch and the higher trench aspect ratio. Intel 18A supports an M0 pitch of 32 nm, although Panther Lake has only shipped with a looser 36 nm pitch. This is due to Intel’s heavy usage of HP libraries. Among leading-edge nodes, 18A has the loosest M0 pitches due to PowerVia. With power routing moving to the backside, congestion is reduced, and the entire front-side metal stack can be used for signal routing. M2 is the first true inter-cell routing layer. It runs horizontally like M0 but spans across multiple cells to carry block-level signals. The M2 pitch sets the cell’s track height – the number of M2 tracks that fit between the VDD and VSS rails, defining what the library calls a 6-track or 7.5-track cell. This layer is the most important, limiting the routing of entire blocks. SMIC N+3 features a 5.7-track cell. The M2 pitch is 40 nm, a 5% decrease over N+2 and the same as N6. This shrink keeps the pitch at the edge of what is possible with double patterning. Future nodes will need to increase the number of masks for M2 as reducing the number of tracks is much harder due to the limitations in routing. The micrograph above is in the perpendicular direction, the gate-cut, and shows metals 0 through 4. This allows us to see and measure the odd-numbered vertical metal layers. The M1 pitch is 38 nm, 9.5% less than N+2 and 33% less than N6. The M1-to-gate ratio matters because it sets local routing flexibility. N+2 and N+3 use a 3:2 ratio, while N6 uses a 1:1 ratio, explaining the huge differences in M1 pitch. The more M1 lines there are compared with the gates, the more flexibility there is for power and signal crossing within the cell. Routing flexibility enables more complex and better cells. Clean fractional ratios are also preferred as a grid is periodic and improves layouts. The 3:2 ratio gives SMIC more local routing flexibility than a strict 1:1 grid, but it also complicates layout and patterning. This is a DTCO choice, with SMIC increasing process complexity to recover density and routability without EUV. This 3:2 ratio is not very popular in the leading-edge nodes. TSMC has only used it on N7+, the N5 family, and the short-lived N3(B). They have switched back to a 1:1 ratio for N3E. Intel has only used it on the 10 nm/Intel 7 family, with Intel 4, 3 and 18A all using a 1:1 ratio. Samsung is the only one still using a 3:2 ratio at the leading edge, using it in the SF4 and SF3 families. It remains to be seen if SMIC will remain at a 3:2 ratio or move to a 1:1 ratio with its future nodes. The industry is still actively exploring these local-routing ratios. At VLSI 2026, imec will be presenting work on even higher ratios, including a 2:1 scheme that can reduce area by up to 14%. We will be covering the conference in a future newsletter article. Subscribe We’re diving deep into the most advanced datacenter and AI hardware hitting the market. To learn more about what’s in the pipeline or to commission a custom teardown, contact sales@semianalysis.com. Interested in joining us on this ride and think you can be a difference maker? Check out our Careers page. The final local interconnect layer for N+3 is M3, with a pitch of 44 nm. The M3 pitch is the same as on N+2 and 10% larger than on N6. The semi-global layers carry the majority of block-level signal routing. They have a coarser pitch than the lower local layers. On leading-edge nodes, they are designed to sit at the limit of DUV single patterning. M4 through M11 pitches were found divided between 80–82 nm (M4–M6), 128 nm (M7–M10), and 148 nm (M11). Given limited sampling, it is possible these are divided further in dense routing areas. At the top are two giant metal layers, M12 and M13. These have kept the same pitches as N+2 at 1920 nm and 4600 nm respectively. While the lower layers’ pitches are generally fixed by the process and library, the upper layers vary much more in pitch and count, depending on the design. Even two smartphone SoCs on the same process can have wildly different metal stacks. The Helio G99 carries fewer routing layers, reaching coarse metal pitches of 850 nm by M9, while the larger and higher-performance Kirin 9030 keeps fine pitches until M11. SRAM At the leading edge, SRAM is much more difficult to scale than logic. TSMC’s latest nodes have seen little to no bitcell scaling, while logic still has more DTCO levers to pull. While looking for other logic libraries in the GPU compute units, we stumbled upon the SRAM. The most common type of SRAM has 6 transistors (6T), but this cell had 8 transistors (8T) instead. 8T SRAM adds two transistors to form a dedicated read port. Unlike a 6T cell, where reading disturbs the storage, the decoupled read port removes read-disturb, improving read stability and letting the cell be pushed harder for performance. At first glance, the cut looked like an unusual logic library, with each cell row having 3 fins of one polarity and 5 fins of another. The rows also alternated in orientation. Energy-dispersive X-ray spectroscopy (EDS) resolved our confusion. The cut had not landed on the GPU logic, but on the SRAM macro beside it. The unusual fin pattern was due to the SRAM library. We return to EDS in the process flow analysis behind the paywall. SRAM libraries are not like traditional logic libraries. Due to the unequal number of PMOS and NMOS transistors, they require specialized rules and layout libraries. They do not need the flexibility of logic libraries, so they are hyper-optimized for one purpose: dense, reliable memory. The SRAM cell we found is a 1:2:2-2:2 cell. This means there is 1 fin per pull-up (PU) PMOS transistor, and 2 fins per pull-down (PD) and pass-gate (PG) NMOS transistor. These 2 PU, 2 PD and 2 PG transistors would usually form a single 6T high-current cell (HCC). An 8T HCC adds a read-pull-down (RPD) and a read-pass-gate (RPG) NMOS transistor, each with two fins. We measured a cell height of 406 nm, which brings the bitcell size to 0.0463 µm². That is a theoretical peak density of 21.6 Mib/mm². We estimate that a 6T HCC would have a cell height of 292 nm and a size of 0.0337 µm². This is ~12% larger than a 6T HCC on Intel 3 and 4. We also estimate the 6T high-density cell (HDC) to have a cell height of 228 nm and a size of 0.0260 µm². This is coincidentally the same as the logic standard-cell height measured earlier. The estimate puts the cell near Samsung 7LPP/5LPP and slightly below TSMC N7/N6. That is a theoretical peak density of 38.5 Mib/mm². 6T HDC is arguably the most important cell as it is used for the largest caches in a chip, the L3 caches and system-level cache (SLC). Both the Kirin 9020 and 9030 have split the SLC into 4 banks to raise total SLC bandwidth. In the Kirin 9030, the SLC increased from 2 MiB to 3 MiB per bank. Correspondingly, the number of arrays within the bank also increased by 50%, from 16 to 24. Each array can store 128 KiB and forms an orderly pattern on the die shot. From the Kirin 9020 to the Kirin 9030, the area of a 128 KiB SLC array decreased from 0.0477 mm² to 0.0392 mm², an 18% shrink. The achieved density is 25.5 Mib/mm², 66% of the theoretical maximum. While the SLC was quite similar across both chips, the L3 has seen some major changes, particularly in terms of its layout. The total capacity also went up from 10 MiB to 12 MiB. Much like the SLC, the L3 is also split into 4 banks. In the Kirin 9020, an L3 bank consisted of 16× 128 KiB arrays and 16× 32 KiB arrays. However, an L3 bank in the Kirin 9030 instead consists of 48× 64 KiB arrays. In the Kirin 9020 L3, a 128 KiB array was 0.0513 mm² and a 32 KiB array was 0.0154 mm². The size of the 128 KiB array is different on the L3 and SLC as the assist circuitry for the two arrays differs depending on their purpose. In the Kirin 9030 L3, a 64 KiB array is 0.0210 mm². Although not a like-for-like comparison, normalized for capacity, it is 18% smaller than the 9020’s 128 KiB L3 array and 31% smaller than its 32 KiB L3 array. The achieved density is slightly lower than the SLC, at 23.8 Mib/mm², 62% of the theoretical maximum. Unlike the L3 and SLC, the prime cores’ private L2 cache uses a 2-bank design. As the prime cores’ L2 is latency-critical, it likely uses 6T HCC instead of 6T HDC. The 9020 has 16 arrays in each bank while the 9030 has 32. Each array has a capacity of 32 KiB. A 32 KiB array in the L2 shrank from 0.0171 mm² to 0.0142 mm², ~17% smaller. The density is 17.6 Mib/mm², ~59% of the theoretical maximum for 6T HCC. SRAM scaled well from N+2 to N+3, shrinking by ~19%, close to the theoretical logic shrink. The caveat is that N+2’s bitcells were unusually large, bigger than comparable 7 nm-class nodes, so part of the gain is catch-up rather than true scaling. With the insights from STEEL’s teardowns, we will be doing a deep dive into SRAM in a future newsletter article. Subscribe Everything above came out of a single STEEL teardown: die annotation, block-level area analysis and TEM cross-sections through logic and SRAM. We’re diving deep into the most advanced datacenter and AI hardware hitting the market. To learn more about what’s in the pipeline or to commission a custom teardown, contact sales@semianalysis.com. Future Roadmap The same cross-sections that pin down N+3 also show where SMIC can go next. Although N+3 is already close to the practical limits of DUV multi-patterning in several layers, SMIC still has a few scaling levers left. A theoretical N+4 would likely start with cell height. N+3 uses 5 M0 tracks between its power rails. Moving to 4 M0 tracks, as on SMIC N+2 and TSMC N6, could reduce cell height by roughly 15%. The routing grid is only one side of the shrink; the front end also must fit into the smaller cell. One possible FEOL lever is reducing the p-to-n isolation spacing from two diffusion grid units to one. Intel used this scaling booster on Intel 4, and TSMC did so on its N3 family. This path trades layout flexibility for density. Fewer M0 tracks reduce local routing resources, while tighter p-to-n spacing raises integration and design-rule difficulty. M2 is also constrained by the cell height shrink. For SMIC to maintain a ~5.7-track cell, M2 would need to move toward ~35 nm. That would move another layer into SAQP territory. SMIC could also reduce the CGP from 57 nm to 54 nm. Intel reached a similar CGP on Intel 10 nm/Intel 7 without EUV. The local interconnect is also tougher. If SMIC keeps the 3:2 M1-to-gate ratio, M1 would need to shrink to 36 nm and would likely require SAQP as well. If SMIC moves to a 1:1 ratio, M1 could relax to 54 nm, but it would give up routing flexibility. Under this theoretical path, we estimate that SMIC N+4 could reach a cell height of 198 nm and a CGP of 54 nm, implying a Bohr density of 137.8 MTr/mm², on par with TSMC N5 or Samsung SF4. However, the difficulty is cumulative. Each step is individually plausible, but together they make N+4 harder than the transition from N+2 to N+3. It will likely take longer, cost more, and carry less process margin. A theoretical N+5 would require a larger integration shift. One possible path is backside contacts (BSCon), moving power routing and source/drain contacts to the backside, which would reduce front-side routing pressure and enable another reduction in cell height. The front-side metal pitches could relax to reduce the process complexity. M0 would likely relax slightly to ~34 nm, and M2 and M4 pitches could relax further. CGP is unlikely to shrink much further. Even with EUV, 48 nm has been the practical limit for yield and process control. This approach would allow N+5’s cell height to fall to 170 nm and its CGP to 53 nm. This implies a Bohr density of 163.6 MTr/mm², on par with Intel 18A’s HP library. However, this would not make N+5 cost-competitive with the leading edge. It would reach a similar density through a much more expensive route. The integration difficulty rises sharply, with new process flows for backside alignment, wafer thinning, contact reveal, and backside metallization. Past this point, standard density and interconnect scaling become increasingly unattractive. That is where Huawei’s roadmap stops looking like a normal foundry roadmap and starts looking like a packaging roadmap. At ISCAS 2026, Huawei unveiled its tau (τ) scaling law, reframing process scaling in the time domain. τ is the time cost of data movement and processing: switching delays in transistors, RC signal propagation delays in circuits, compute, memory, and networking latency. Outside Huawei’s terminology, this is called system-technology co-optimization. This is Huawei’s answer to its lack of EUV lithography. Without EUV, planar density cannot keep pace with TSMC, Intel, or Samsung. If transistor density cannot shrink further, Huawei’s alternative is to shorten wires, reduce buffering, and stack logic vertically. “LogicFolding”, Huawei’s implementation of this new scaling idea, is, in practice, an aggressive 3D stacking approach. AMD V-Cache places SRAM above or below a CPU die. AMD’s MI350X places active interposer dies (AIDs) underneath accelerator and compute dies (XCDs), with the AIDs handling cache, IO interfaces, the network-on-chip (NoC) and embedded metal-insulator-metal (MIM) capacitors. With LogicFolding, parts of the same logic block are split across multiple active dies bonded face-to-face at ultra-fine pitch. This allows Huawei to shorten some critical paths and reduce buffer overhead, not merely add cache capacity or offload the IO and interconnect. Shortening wires is where the higher clocks come from. A large share of a modern core’s delay and energy budget goes into driving long interconnects and the repeater buffers along them. LogicFolding distributes a block’s critical-path gates across multiple stacked tiers bonded at a very fine pitch, so the bond interface behaves like an additional metal layer and the longest paths get shorter. That is how Huawei expects to recover frequency and efficiency it cannot get from the process alone. Huawei’s roadmap shows its intent. Prime core frequency is targeted to rise from 2.75 GHz in the Kirin 9030 to roughly 5 GHz by 2031, far beyond what planar scaling alone could deliver. Prime cores with 3.1 and 3.39 GHz clocks are being tested in its labs, although their power consumption is unknown. Beyond that, chips are in the design, simulation or pathfinding phase, meaning the frequencies are targets. However, the direction matters more: LogicFolding also helps with performance, not just density. The catch is that Huawei’s density claim is not directly comparable to foundry densities. A stacked design can report more transistors per package footprint by adding active layers, even if each patterned die remains well behind TSMC or Intel in front-end density. This is how Huawei can claim to reach foundry 14A-equivalent density by 2031. This is not a like-for-like foundry comparison, with Huawei using stacked logic and measuring density per package footprint. On a normalized Bohr-density basis, SMIC N+3 is ~114 MTr/mm², 38% less than Intel 18A’s HD library. Huawei’s 3D roadmap closes the gap by stacking active logic, reaching 215 MTr/mm² by 2030. In 2031, the roadmap density jumps to 295 MTr/mm², implying either a third active layer, partial EUV insertion or aggressive planar DUV scaling. Huawei’s methodology makes other foundries look much denser as well. Applying it to AMD’s MI450X with an N2 top die on an N3P base die yields a theoretical density of 460.2 MTr/mm² in 2026, compared with Huawei’s 295 MTr/mm² in 2031. This Kirin 9030 does not use LogicFolding, remaining in a conventional mobile SoC package. Instead, it forms the baseline for how far Huawei and SMIC can push planar scaling. Future teardowns of Kirin and Ascend chips will show both planar logic density and Huawei’s hybrid bonding solutions. Export controls changed China’s optimization problem rather than ending it. EUV restrictions raised the cost and complexity of leading-edge manufacturing without freezing it. SMIC reaches N6-class logic density through DUV immersion, SAQP and DTCO, while Huawei shifts more of the burden onto architecture, packaging and system-level integration. Future nodes will be tougher. N+3 still had room to tighten local metals and reduce cell height and CGP. Further scaling without EUV leaves fewer levers. More aggressive multi-patterning adds masks and overlay error. SMIC can keep pushing DUV, but each step will get more expensive and less forgiving. The design side is just as critical. Huawei had domestic EDA tools and flows before the Kirin 9030, with the Kirin 9000s, 9010 and 9020 making that clear. Huawei was able to ship multiple consumer SoCs on SMIC N+2 and N+3 while cut off from the Western EDA stack. US export controls restricted EDA tools for advanced chips in 2022 but did not target tools for more mature chips. In 2025, the US government briefly placed much broader restrictions on EDA software from Synopsys, Cadence, and others, before lifting them less than two months later as part of a trade deal tied to rare earths. Huawei has been unable to access those tools because it remains on a US trade blacklist. That forced Huawei, SMIC and Chinese academic institutions to build their own tools and flows. Researchers at Peking University recently announced a prototype EDA tool for Huawei’s LogicFolding architecture, which requires a new flow to handle the multilayer layout and floorplan. This is not the same as replacing the full Synopsys or Cadence stack, but it shows where domestic EDA is headed: toward tighter co-optimization between architecture, process and packaging. These advances are also diffusing into the Chinese ecosystem. SMIC is licensing its N+2 and N+3 processes to HLMC/Hua Hong at the government’s direction rather than by choice. If the same process learning feeds into Ascend accelerators for AI training and inference, the choke point shifts from one named fab to an ecosystem. Alibaba’s T-Head silicon arm and Cambricon, a Chinese AI chip designer that is expected to supply ByteDance, could also be major beneficiaries. Sanctions aimed at SMIC alone become less effective once the manufacturing knowledge has spread to other fabs and design houses. China is not closing the gap with Intel, Samsung and TSMC. The teardown shows the opposite in several places: no EUV, no backside power, higher process complexity, and visible trade-offs. But China is still advancing. If domestic chips become good enough for phones, inference, networking and security-sensitive workloads, they can matter strategically without matching TSMC at the leading edge. Behind the paywall, we show what else STEEL can do, with material and process flow analysis of SMIC N+3, and analysis of the Kirin 9030 package. We’re diving deep into the most advanced datacenter and AI hardware hitting the market. To learn more about what’s in the pipeline, access the full Kirin 9030 and SMIC N+3 analysis or to commission a custom teardown, contact sales@semianalysis.com.
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Lucy’s hunter revealed: Giant crocodile terrorized early human ancestors
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Las Vegas ranks No. 2 in world in startup community activity
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From Classroom to Racetrack: How Charlie Baur is Building a Motorsports Career in a Business Discipline
Charlie Baur can trace his racing story back to a Christmas morning in Michigan — the kind that starts with snow on the ground and ends with a throttle in a kid’s hands. “I remember being 3 years old and then for Christmas that year, my parents had gotten me a 120 cc snowmobile,” Baur said. Long before sprint cars, he was a Michigan kid on snowmobiles, dirt bikes, four-wheelers and jet skis — and a regular at car shows and races with his family. Photo courtesy of Charlie Baur That early exposure became a calling. At 12, he sat in a sprint car for the first time and knew he’d found the next chapter. He started in quarter midgets, moved to go-karts, and the day before he turned 16 — one day shy of the minimum age required by track insurance — he made his first sprint car start after convincing officials to let him race. Five years later, Baur is still pushing forward, now racing sprint cars on both pavement and dirt while pursuing an automotive business education at Northwood University — with a clear-eyed understanding that motorsports encompasses more than what happens under the lights on Saturday night. “It’s a business,” said Charlie, a 20-year-old who calls Fenton, Michigan, home when he’s not at a racetrack or at Northwood’s residential campus in Midland, Michigan. Photo courtesy of Charlie Baur Racing is the product — but preparation is the job To the average fan, race day begins around dinner time. For a team, race day can be a 12-hour shift — plus the work that came before it. And Baur’s racing operation is a family affair. “The team is my parents and myself,” he said, explaining they own the cars, maintain equipment and manage the business side — from sponsor relations to budgeting. On race weekends, the core group includes Baur and his parents (Eric and Stefanie), plus a couple of additional hands (Alex Photiou and Robert Flannigan) who help with the intensity and pace of trackside work. That structure has shaped how he thinks about efficiency and professionalism. “We’ve always kind of had the mentality of we’re never working on the car for maintenance at the track,” he said. “Our goal is to do as little work as possible to the car because it should be ready when that car rolls out of the trailer to go racing.” That mindset shows up in routines: bolt checks, tire procedures, safety equipment and a repeatable process designed to limit errors. “Once I fire the car up and put my helmet on, that’s when it’s go time,” he said. “You can plan as much as possible for how the race is going to play out, but until you take the green flag … you don’t know how it’s going to go.” Photo courtesy of Charlie Baur First-generation driver, student of the game In racing, “first-generation” matters — and Baur wears that label with pride. “A lot of the drivers are third or fourth generation,” he said. “My family has never been in motorsports. So for me, we’ve always looked at it as we’re new to it and we want to be as different as possible. From a marketing standpoint, it helps us stand out.” It also pushes him to seek out mentors — especially veteran drivers who have seen every scenario, solved every problem and won in multiple eras. Baur credits accomplished driver Jason Blonde, a 10-time champion, for becoming his driver coach and helping him develop as a competitor. “To me, learning from Jason helps me because he has had lots of success and knows what to do,” Baur said. “You have to humble yourself and say, ‘I don’t know what to do; can you help me out?’” That willingness to learn extends off the track, too. Baur says one of his biggest challenges is not a mechanical limitation, but credibility. “It’s my age,” he said. “Some people won’t take me seriously because I’m so young. Even though … I do know what we’re talking about and have a general idea.” His answer has been to out-prepare, out-communicate and treat the operation like a real enterprise — because it is. Photo courtesy of Charlie Baur Northwood’s role: Turning passion into a plan Baur is majoring in automotive aftermarket management and pursuing an accelerated path that pairs undergraduate study with graduate work. He’s also exploring how to align his studies with motorsports-focused coursework as Northwood advances related programs and pathways. He sees the value clearly: motorsports needs business-literate professionals who understand budgets, sponsorship, marketing, operations and long-term strategy — and who can translate between the language of the shop and the language of the boardroom. That’s why his Northwood experience isn’t limited to the classroom. He has been involved with the Northwood University International Auto Show and serves as motorsports chair — a leadership role that demands outreach, contracts, coordination and a steady professional demeanor. “There’s so much outside work that makes the auto show successful that people don’t realize,” he said. “And it is truly student led.” He’s also participated in industry experiences through Northwood at major events such as AAPEX, SEMA and PRI, along with other automotive networking events — opportunities he describes as a fast track to understanding how business really gets done. “You learn a lot in the classroom,” he said. “But if you learn it and you can’t apply it to the real world, it loses its value. Or if you learn it and can apply it, but you don’t know anyone, it is still of no value.” In his words, Northwood helps him win because it “gives me the tools to succeed” — including flexibility and faculty support as he balances travel and racing commitments with academics. Photo courtesy of Charlie Baur Racing as an ecosystem — and a talent gap waiting to be filled Baur is blunt about what he sees across the motorsports world: a deep bench of experienced professionals, and not enough young talent entering the pipeline. “I go to car shows, I go to these different events, and typically … the average age is between 45 to 55,” he said. “There’s not a lot of young people going into the motorsports world.” That reality reinforces Northwood’s communications focus: positioning motorsports not as a narrow lane, but as a wide ecosystem of business careers — sponsorship, logistics, data, media, leadership, hospitality and innovation — with real demand for prepared graduates. It also shapes how Baur talks to younger students who love racing but aren’t sure what their future looks like. “If you have a passion for motorsports, there’s gonna be a spot for you somewhere,” he said, emphasizing that driving is only one of many career paths — and that local tracks and hands-on experience are often the best first step. But if someone is interested in driving as a career path, it will take a team to make that happen. Baur’s team includes Stahl’s Motors and Music Experience, Rhino Racing, Randy Wise Buick GMC Chevrolet, Western Michigan Fleet Parts, Mother’s Polish, Schaeffer’s Oil, Hepfner Racing Products, Ameriguard Storage Centers, Justice Brothers, Race 1 Wraps, TBM Brakes, Behind Your Design, CharlieBaur.com and Northwood University. “There are so many people who invest not only in myself but in my race team and who believe in us to succeed,” he added. Pictured: Charlie Bauer’s sprint race car. Looking ahead: A headline worth chasing Ask Baur to imagine 2035, and he’ll give you two answers — one dream, one blueprint. “In a perfect world,” he said, “winning the Indy 500.” Realistically, he wants to build a life where business ownership and racing reinforce each other and where he can pay forward the help he has received by mentoring younger drivers, especially those trying to break into motorsports without a family legacy. “When I retire from full-time racing, I want to be able to provide the same opportunities that were presented to myself to the next generation of drivers,” Baur said. “I know how difficult it is to get your foot in the door.” For now, the focus is simple: keep building the operation, keep learning the business, and keep showing up prepared — because in sprint car racing, as in life, process matters. And once the helmet goes on? “It’s go time,” Baur said. Photo courtesy of Charlie Baur Learn more Students interested in motorsports careers — whether in competition, team operations, marketing, finance, sponsorship, data, or management — can explore opportunities through Northwood University’s Center for Automotive and Mobility Studies. For Charlie Baur’s latest motorsports adventures, follow Charlie_Baur and Charlie Baur Racing on social media. To learn more about Northwood’s Bachelor of Business Administration in Automotive and Mobility Studies and motorsports management concentration, visit www.northwood.edu/programs/automotive-mobility-studies/. Photo courtesy of Charlie Baur Pictured: Charlie Baur at Butler Motor Speedway on May 31, 2026. Share this page
Coca-Cola and Notre Dame bring poverty alleviation efforts to host cities during the FIFA World Cup 2026
When the FIFA World Cup 2026 games kick off this week, bringing global attention to cities across North America, communities from Boston and Miami to Toronto, Dallas and Los Angeles will come together for one of the world’s largest sporting events. In these same cities, the University of Notre Dame’s Urban Poverty and Business Initiative (UPBI), a program aimed at helping underrepresented populations create and grow independent businesses, is working with local partners to strengthen small business ecosystems throughout a total of 59 cities, including a strategic activation in 13 soccer host cities.
What smart people are saying about Apple's slew of AI announcements
Tech industry leaders are weighing in on Apple's AI updates across its ecosystem, including on Siri, call assistance, and photo editing tools.
What smart people are saying about Apple's slew of AI announcements
Tech industry leaders are weighing in on Apple's AI updates across its ecosystem, including on Siri, call assistance, and photo editing tools.
We can create the future of science right now
Paul Litvak is the founder and Executive Director of the Robyn Dawes Institute and a Visiting Scholar at UC Berkeley. He has a PhD in Behavioral Decision Research from Carnegie Mellon where he studied emotions and the sunk cost bias. Over 15 years in industry, he solved a wide range of challenging technical problems. At Meta he created models optimizing the ad review process. At Google he ran experiments to measure social influence. At Airbnb, he was a product manager leading machine learning teams optimizing search ranking and price suggestions. He also co-founded and led product at Rhythmic Health, a venture-backed biosensing startup, creating an accurate low cost system using a color changing strip and a smart phone to measure salivary lactate. The bottleneck At this point, it is uncontroversial to say that science needs to stop using the PDF article as the unit of knowledge and currency. The unbearable slowness of scientific publishing, the profit motive and margins: I’m not saying anything new. The PDF also sucks because it’s hard to extract structured information, which makes it hard to do evidence synthesis. As a result, we do much less evidence synthesis than is needed. And evidence synthesis ultimately undergirds most policy and medical decision-making. I can see second-by-second real-time odds for any sporting or newsworthy event, but a school board can’t see the best evidence on whether their 8th graders should be taught algebra. As a society, we don’t treat this as an important problem. Again, not controversial. Not only is the problem well understood, but the solution has already been laid out. What we need is AI-assisted living evidence synthesis - (1) an open knowledge graph of atomic claims, (2) claims linked to evidence, (3) assessment and synthesis of each piece of evidence, and (4) continuous updating with new data. What few realize (yet) is that the technical capacity to build this vision for a significant portion of science already exists. Not only that, scientists and startup teams are already building many of these components. I know this because I’ve been surveying the space and talking to many of the builders. There are some missing pieces: for example, evaluations of how well some of the components work. But at this point, most of what’s missing is a fully end-to-end working integration of all of these parts. In the rest of this essay, I’m going to lay out all the parts of a working living evidence layer for science and who is working on them, and propose concrete next steps for building this system. What’s now possible The diagram above outlines the components of a living evidence synthesis platform, including some of the teams working on each component1. Scientific PDFs are processed into claims with associated evidence. The evidence is subjected to a forensic audit, methodological evaluation and robustness and reproducibility checks. Finally it’s given a weight in a continuously updating synthesis. What follows is a description and status of each component and a few of the teams working on them. Document understanding The first thing you need to be able to do is turn an article into structured data. Mostly that means parsing PDFs. There are often multicolumn layouts that confuse non-specialized PDF to text processing libraries. For scientific papers, there is the added complexity of parsing formulas and tables and figures. This is a really hot area - there are startups offering APIs, and it seems like a new open source package gets posted to Github every few weeks. What follows isn’t exhaustive. A package called GROBID was the state of the art for a while, they didn’t update their package for nearly two years until very recently. In the meantime reducto.ai released an AI powered PDF extraction API, PaddleOCR became popular, IBM released a model called Docling, and both Mistral and Gemini created models and libraries. I also know of at least one other well-funded psychology research group working on a paper parser. By contrast, there are few open evals in this space, with no extensive evals for complex table comprehension in particular. Nonetheless, I’m confident this will be a solved problem soon, given the combination of LLM advances and developer interest. Hypothesis level extraction There has been increasing interest in comprehending the extracted text of papers and linking information to evidence for each hypothesis. A lot of work has already been done. Trialstreamer (Marshall et al. 2020) and RobotReviewer LIVE (Marshall et al. 2023) demonstrated automated extraction of trial population, intervention, and outcome at scale on clinical RCTs. PaperQA2 (Skarlinski et al. 2024) and Ai2 ScholarQA (2024) extended this to retrieval-augmented question answering with citation grounding. Elicit, Consensus, and SciSpace operationalized claim-level extraction for end users. OpenEval (Booeshaghi et al. 2026) is the most recent and most ambitious: 1.96 million atomic claims extracted from 16,087 eLife manuscripts using Claude Sonnet 4.5, grouped into ~299,000 results, with LLM evaluations showing 81% agreement with human peer review on a 2,487-paper subset. None of these solutions link claims to test-statistics, as you would need to evaluate randomized controlled trials. This is why I built the evidence.guide API - to extract hypotheses and associated test statistics from behavioral science papers. The best public eval of this kind of extraction I’m aware of comes from the recent SCORE project - they had humans code thousands of psychology papers to extract their claims by hand. It would be extremely helpful to the world if all scientific PDFs were available as structured open data. I’ve been working to make this happen, both directly at Berkeley and through coordination with large entities I can’t yet speak of; as hard as it is to do, I think it’s possible2. Forensic audit A lot of work has been done on forensic audit, but some gaps remain. Of course, for biology papers that rely on images for evidence, there are a variety of tools (notably Proofig and ImageTwin) to spot anomalies. These are still well short of what sleuths like Elizabeth Bik can do on her own, but these tools are constant companions among fraud analysts. There’s someone working on auditing Excel files for anomalies, and a number of teams are automating numerical checks like GRIM and SPRITE, including Scrutiny project, the INSPECT-SR team as well as statcheck. The regcheck team is building a way to use AI to compare preregistrations to analyses in papers, to ensure there aren’t significant deviations. Nonetheless, there are many other kinds of anomalies to screen for, both public and less publicly known. And there are no formal evals for anomaly detection that I’m aware of. Still, there’s a lot to draw from in this space and I’m pretty certain we will be able to scan papers for most kinds of obvious anomalies in the near future. Methodological review This area has been white hot, though I fear for many of the startups in this space, because this capability may become commoditized. There are at least six different AI peer review companies, including Refine.ink, Reviewer3, ReviewerZero.ai, Q.E.D. Science, Paper Wizard, and Isitcredible. Coarse (a pun on refine) was also recently created as an open source alternative. These systems provide qualitative feedback on the content of papers, spotting methodological weaknesses and mathematical errors. They seem to work pretty well, and many academics report bitterly that they exceed the average quality of typical peer reviewers. But there are few evals here either. What evals exist so far involve using LLM-as-judge (circularity problems abound) or comparing against human reviews of questionable quality. What you’d ideally want is an eval that measures capturing known errors in papers3. Reproducibility and robustness Another active area has been using AI agents to automate computational reproducibility4 and robustness5 checks in papers that report numerical results. For more recent papers where data and code are available, AI agents can see whether they can re-run the analyses and produce the numbers reported in the published paper. In addition to a handful of individual academics who have been experimenting using Claude Code for this, the Institute for Replication is a leading group working on building an end to end system. The evals related to this problem are the most mature, with CORE-Bench (Siegel, Kapoor, Narayanan 2024) and PaperBench (OpenAI 2025) available to benchmark agents on this task. There is also work on getting AI agents to test alternative ways of analyzing the data to ensure the results are robust to small analytic design choices. Synthesis This is the most underdeveloped area where significant investment is required. Although some automated evidence synthesis systems exist — for example, otto-sr is building an AI agent to write systematic reviews — none of these incorporate the full range of paper level signals to weight evidence appropriately. Nor is there anything like an eval or a gold standard for a good systematic review. Arguably Cochrane reviews are the closest we have to gold standard human systematic reviews, though I’ve heard academics in the know complain about their uneven quality. A key question for a synthesis platform is how to weight anomalies and methodological issues in assessing the quality of a piece of evidence. This is an unsolved problem and one I’m very keen to work on. Continuous updating There are many pieces of basic infrastructure available for monitoring for new research and initiating updates. OpenAlex is the current open citation graph. Retraction Watch integrated into Crossref in October 2023. Scite tracks how citations support, contrast, or mention prior claims. The Living Evidence Network demonstrated continuous-update workflows in clinical guidelines. Engineering this is a relatively straightforward task. When you look over this technical architecture and all the progress being made, it’s hard not to be optimistic that a living guide to scientific evidence will be built. The stakeholders are ready The social infrastructure for this is starting to coalesce — it’s not just a pie in the sky academic exercise to imagine this coming into existence. Institutions like the Center for Open Science, the Institute for Replication, the INSPECT-SR, the Living Evidence Network and more are all working on scaling work to improve research quality. Funders are also aligned. The Sloan Foundation has funded living evidence work through COS. Coefficient Giving supports the Institute for Replication and COS. The Astera Institute and the Institute for Progress have shown interest in this space. NIH has established an Office for Replication and Reproducibility. Although there are (very unfortunately) serious headwinds in science funding generally, there is an active group of funders interested in metascience. A brief word about what I’ve been doing at RDI. First, as a Visiting Scholar at Berkeley I’ve been actively figuring out how a non-profit and a public university can conduct and make public the results of large-scale academic article data mining. With some of the money I raised from donors, I commissioned a legal analysis of recent case law and publisher text data mining (TDM) agreements in order to understand whether a massive open data mining of academic articles is possible (with caveats, it is). I’ve also been working to bring together stakeholders in this space, and identify gaps. I’ve also been doing some software development in this space, with more to come. A pilot proposal The assumption undergirding all of this is that an AI, given all this information, would make the right judgment about a scientific claim with lots of conflicting evidence, weighing all the factors appropriately. That’s the hypothesis we need to test. Randomized control trial research is the best place to focus on first. RCTs are used to make many of the important decisions in society - from medical trials to public policy changes. And they use a relatively uniform set of inferential statistics with lots of known and available diagnostics. Behavioral science experiments, within the broader realm of RCTs, should be first used as a testbed whose results can be generalized. Because behavioral science is at the vanguard of open science practices, replications abound (there are thousands of them) to serve as ground truth training data. Key Hypothesis Therefore the pilot would test, in behavioral RCTs that have been replicated, whether the quality of evidence for a claim can be used to accurately predict whether that claim will replicate. Secondary Hypotheses Compared to claims that replicated, non-replicated claims demonstrate a greater share of forensic anomalies in their source literatures. Hypothesis level claim and statistic extraction is accurate enough to scale living evidence without onerous human review costs. Replication prediction is more accurate than prediction markets6 or journal prestige. If all the different quality signals we gather do accurately predict which studies will replicate, then we can use that model to score evidence to power the living evidence layer. Why this is informative regardless of outcome If the pilot succeeds, the architecture extends to medical RCTs (where Living Evidence already operates and integration is mostly about claim representation), then to slices of basic biology with stable replication structure. If it fails, the field learns which quality signals are load-bearing and which ones metascience has oversold. Either result is a contribution to knowing what the literature supports. Implications for funders Because this burgeoning ecosystem of builders already exists, a well-informed philanthropic or government funder could play a crucial catalyzing role in bringing this future about. They could play at least three roles: creating open structured datasets, publishing open benchmarks and incentivizing the solving of key technical challenges. First, open archives of papers that the government maintains, like PubMed, could be turned into structured data amenable to large scale metascience and claim aggregation. I know the US government already has an interest in doing this, though some key open questions remain unanswered. How do you determine the best models and systems for accurately extracting information from papers? How can you establish a robust way to allow researchers to flag errors and correct them? And finally, how do you create a legal regime in working with publishers to maximize the scope of available papers? For the latter, a university or a private philanthropy may be better positioned to make structured data publicly available under journal subscription terms or fair use. Philanthropists or government funders could also coordinate to create or commission benchmarks that evaluate whether important problems have been solved. For example, an open benchmark for claim extraction from a range of different scientific article types would be extremely helpful. Ensuring the underlying data are accurate is vital for creating these evaluations. I’ve discussed opportunistically using various human-created datasets for this purpose, but a consistent problem is that errors in human data make it difficult for them to serve as a gold standard. Finally, with structured data and benchmarks available, the government or private philanthropy could use them to incentivize groups to develop machine learning systems that meet these benchmarks. Prizes are one potentially valuable tool for this. For example, you could establish a prize for a system that accurately updates a living meta-analysis for a small set of claims. Prizes are particularly useful as signals of problem importance, and can help create vibrant ecosystems of public and private research—see, for example the role the government played in kickstarting the current work on nuclear fusion. Conclusion The drawbacks of the current scientific publishing system are known. Scientists agree, metascientists agree, philanthropists agree: the published PDF plus citation graph isn’t the right substrate for maintaining a representation of the evidence base in science. The pieces needed to build the alternative either already exist or are rapidly taking shape. The community is forming around exactly this problem, with concrete partnerships and shared infrastructure. A pilot should start on behavioral science RCTs because that’s the slice of empirical science most amenable to legibility, where replication ground truth is richest, and where the failure modes are best documented. What’s been missing is the galvanizing mission to assemble these pieces into something that works. That’s what I’m proposing to build. *** 1 I have a broader field map that I’ll release publicly soon. This is me, building in public! 2 If this is something that you are excited about, please reach out and talk to me. 3 More on this very soon too! 4 This tests whether, given the code and the data, you can get the same statistics as reported in the published paper. 5 This tests whether the results are the same as a paper’s given alternative analytical decisions in conducting the analysis (like outlier omission). Closely related is the idea of a “multiverse” where you come up with many different ways of answering the same underlying research question with the same data, and test whether the results hold in all those alternative methods. There’s been work on the latter as well. 6 Some of the replications, e.g. those from the SCORE project, had paired the experiments with forecasts from prediction markets. So we get to look at this for free.
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