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Blockbuster Myles Garrett trade defined NFL offseason and future of two teams
Myles Garrett was traded from the Browns to the Rams during the 2026 NFL offseason. Here's the full details of how the blockbuster came together.
Viewpoint: Unlocking Europe’s wildfire data
Europe is already investing in the science, technology and infrastructure needed to understand, prevent and fight wildfires. Copernicus provides satellite-based Earth observation and environmental information, while the European Forest Fire Information System provides information on fire danger and forest fires across Europe. Weather and climate systems add forecasts of heat, drought, wind and humidity; historical fire databases show where fires have occurred; and researchers generate increasingly detailed knowledge about fuels, fire behaviour, forecasting, modelling and risk management. Meanwhile, new European research projects are adding digital twins and other tools to this growing ecosystem.However, these data do not necessarily sit together, nor are they necessarily described, structured or governed in ways that allow them to be used together. Much of the information is public, but some is commercially held. Some is sensitive. Some is subject to legal, security or operational restrictions. Even when data can be legally accessed, different systems may use different formats, terminology and rules.Europe therefore faces an unusual paradox: we have vast amounts of relevant information to respond to the wildfire challenge, but not the means to bring it together. For example, a wildfire researcher or emergency service might need to ask whether a particular combination of vegetation, drought, wind and topography has historically been associated with rapid fire spread. The relevant information may exist in several institutions, using different systems and subject to different conditions of access.The challenge is to conduct an authorised analysis that interacts with these sources, combines the results and respects the rules imposed by each data custodian.An important part of the answer can be found in the Fair principles, the idea that data should be findable, accessible, interoperable and reusable. Developed more than a decade ago, these principles have become a central reference point for modern data stewardship, making it easier for people and machines to find data, understand what it means and determine whether it can be reused.Readability by machines is essential, since AI systems will be key to meeting the data challenge. Bring analysis to the dataThe proposition is not to give an AI system unrestricted access to sensitive databases. Quite the opposite. The goal is to make it possible for approved algorithms to go to the data, rather than requiring sensitive data or large datasets to be copied to wherever the analysis happens.Imagine an analysis asking a series of questions of different data stations. At one station it might examine weather and climate data; at another, historical fire records; at another, experimental measurements of fire behaviour. The algorithm does not need to download everything. It can operate within the environment permitted by each data custodian and return only the results that the rules allow to leave.This is sometimes described as data visiting, and related approaches already exist in areas such as federated analysis and federated learning.Sensitive data should therefore not be treated as a free-for-all for machines. This requires appropriate governance at multiple levels. Access needs to be authenticated and authorised. The purpose of an analysis should be defined. The code or model being run should be controlled. Data custodians should be able to specify what can be queried and what results can leave their environment. Activities should be auditable and human oversight should remain where the consequences require it.In other words, the objective is not to trust AI with the data. It is to design systems in which AI never has more access than it needs.As open as possible, as closed as necessaryFair data should also not be confused with open data. Some wildfire data should be openly available. Other information may legitimately need to remain restricted because it concerns critical infrastructure, security, commercial interests, privacy or operational capabilities. The principle should be: as open as possible, as closed as necessary.The important point is that restricted data should not automatically become unusable data. If machines can discover what information exists, understand its meaning, establish where it came from and determine the conditions under which it can be used, authorised analyses can potentially be carried out without the underlying data ever leaving the environment in which it is protected.Restricted data can still be Fair and machine-actionable.This is also an important question of data sovereignty. European institutions should not have to surrender control of their data to a handful of technology platforms in order to benefit from AI. Nor does Europe need to start again by building one giant repository for every piece of wildfire information. The better approach is to connect what already exists.This is the principle behind emerging approaches such as Tryangle, developed through the Leiden Initiative for Fair and Equitable Science. Rather than creating another centralised data warehouse, the approach seeks to provide an interoperable layer through which approved algorithms can visit distributed data sources while respecting the rules of their custodians.In this way, a data station can remain where it is. Its custodians can retain control. Existing databases and applications do not have to be abandoned. What changes is their ability to communicate with other systems through common, machine-readable descriptions, access rules and interoperability mechanisms.But approaches like this need data that meets the Fair principles. Only then can an interoperable ecosystem safely begin to turn fragmented information into collective intelligence.Data infrastructure is wildfire infrastructureThe implications of this approach are entirely practical. Firefighters could gain better intelligence about local and evolving risks. Land managers could test prevention strategies using more comprehensive information about fuels, weather and past fires. Researchers could compare evidence across ecosystems without repeatedly moving huge datasets between institutions. Smaller regions and resource-constrained teams could access analytical capabilities without having to build large data infrastructures themselves.Europe is already investing heavily in satellites, databases, research programmes, forecasting systems and scientific expertise. The question is whether we will connect those investments well enough to turn them into actionable intelligence.That requires policymakers and funders to treat data infrastructure as seriously as physical infrastructure. Data generated or supported through European public funding should be Fair, verifiable and machine actionable by design, wherever legally and ethically possible.Related articlesData Corner: Europe’s burning need for wildfire mitigation researchClimate monitoring must remain a global enterprise, experts sayIn practice, that means funding not only the production of data, but also the infrastructure that makes data usable across systems: metadata, provenance, interoperability, access mechanisms and governance. Where data must remain restricted, we should ensure that it can still be securely discovered, verified and used for authorised analysis.Initiatives such as the European Open Science Cloud offer an existing framework through which these principles can be put into practice. What is needed now is to accelerate implementation and make them a standard part of how Europe funds and builds research and innovation systems.We do not need another generation of disconnected databases. The data is already there. The opportunity is to make it work together, securely, responsibly and quickly enough to help prevent the next fire, rather than simply document the last one.Jean-Claude Burgelman is professor emeritus at the Free University of Brussels (VUB) and editor-in-chief at Frontiers Policy Lab. For more than 20 years he held leading roles in research and innovation policy at the European Commission.
Apple Reveals iPhone 18 Pro Models Will Be Available in Four New Colors
Apple at its annual fall iPhone event has revealed that the new iPhone 18 Pro and iPhone 18 Pro Max models will be available in four new colors. Apple describes the new colors as a Deep Black, a refined Silver, a new Glacier Blue, and Burgundy – calling the latter a "sophisticated and unique new color" that's obviously meant to be a successor to the iPhone 17 Pro's Cosmic Orange.
Giants Officially Eliminated from Playoff Contention
Arizona’s Labor Day victory seals a fifth straight October without San Francisco, leaving Buster Posey to navigate a costly roster rebuild after a season defined by failure.
Analysis | The last test of dynastic politics in an antiestablishment primary season
The two distinct races represent the last gasp of dynastic politics in a primary season largely defined by deep antiestablishment fervor.
Phoenix Suns 2026-27 Player Profile: Devin Booker
Following a disappointing playoff exit, Phoenix’s cornerstone enters his 12th season seeking increased efficiency. Discover how refined shot selection and roster continuity could spark a dominant veteran campaign.
Chinese theater, promoter fined for altered patriotic song in a comedy show
Authorities have fined two companies after a well-known Chinese comedian altered the lyrics of a patriotic song during a performance.
Chinese theater, promoter fined for altered patriotic song in a comedy show
Authorities have fined two companies after a well-known Chinese comedian altered the lyrics of a patriotic song during a performance | WBBM Newsradio 780 AM & 105.9 FM
Chinese theater, promoter fined for altered patriotic song in a comedy show
Authorities have fined two companies after a well-known Chinese comedian altered the lyrics of a patriotic song during a performance. The Culture and Tourism Bureau in Wuhan city said Monday that...
Chinese theater, promoter fined for altered patriotic song in a comedy show
Authorities have fined two companies after a well-known Chinese comedian altered the lyrics of a patriotic song during a performance.
Chinese theater, promoter fined for altered patriotic song in a comedy show
Authorities have fined two companies after a well-known Chinese comedian altered the lyrics of a patriotic song during a performance.
The science behind the beauty business
Some of Europe’s industrial champions may be in retreat, but its cosmetics sector remains a global leader, buoyed by healthy demand, recognised brands and a reputation for innovation."The fact is, the science in cosmetics is better here in Europe than anywhere else in the world,” says Pierre Morvan, CEO of Technature, a private label cosmetics manufacturer located near Brest in France’s northwestern Brittany region. “You have to have good science in order to make the difference, and that is why we invest so much in research and innovation.”Across Europe, the beauty and skincare products sector supports an estimated 3.6 million jobs, including 265,000 employed directly in the industry, according to the Cosmetics Europe trade group.. Cosmetics production contributes an estimated €11 billion to the EU economy, and generated €30 billion in export revenue last year, a €400 million rise from 2024.Technature itself has a global footprint, supplying products for 1,500 brands in 65 countries. Its range of skin gels, facial masks, nail treatments and other products include natural ingredients and extracts derived from plants, such as seaweed, that are developed and refined through science-based analysis and testing.While industry projections point to sustained growth for the foreseeable future, driven by emerging economies and wider availability of exclusive brands that were once chiefly sold by high street retailers, the sector is not immune to the impact of geopolitics and trade wars. The Trump Administration’s tariff threats have dented cosmetics exports to the EU industry's largest overseas market. After the European Parliament approved the EU-US Turnberry Agreement in June, setting a 15% levy on many EU goods, the French Federation of Beauty Companies warned that “exports are falling sharply” and urged the EU to negotiate an opt-out for cosmetics.Technature’s CEO flags South Korea as an emerging competitor, partly due to its assertive marketing efforts. “I would have to say I am a little bit scared,” Morvan says, regarding the growth potential of the South Korean cosmetics industry. “This is why science and innovation are so important if Europe is to remain the leader.”With a workforce of 200, including biologists, chemists and other scientists, around 15% of Technature’s staff work in three research and development (R&D) labs. A similar number work in four quality control and assurance facilities, where science plays a crucial in ensuring product safety in a sector that is subject to the European Cosmetics Regulation.Educational exchange between industry and academiaIn recognition of Technature’s research and innovation, Morvan was selected as one of Brest’s ambassadors to Science Comes to Town (SCTT), a European initiative to strengthen communications and understanding between science and society. Brest is one of three coastal cities in the EU-funded programme, alongside Split (in Croatia) and Kiel (in Germany). From 7-11 September, Brest will host the EU TalentOn contest featuring 100 early-career researchers from across Europe.Morvan appreciates the value of engagement with educational and scientific institutions as well as the home community. For instance, Technature collaborates closely with university partners to enhance its in-house R&D. In addition, it invites students to its labs and sends its own researchers to local institutions. "We absolutely want the students to know what the industry is all about,” Morvan says, noting that seeing science in action can help young people “understand that they can do something real with science, to create something with what they are learning.” He says another important benefit: encouraging new generations of young people to consider a career in cosmetics.Community involvement also raises awareness about Technature and the skincare industry as a whole. “The public gains recognition of the innovative company that we are, and this is important for getting new customers,” Morvan says. One of its recent innovations — tiny, colourful cosmetic pearls that release skin moisturisers on application — was showcased at this year’s VivaTech event in Paris.Morvan holds a master's degree from the Brest Business School and studied animal production and biology in Brest at the University of Western Brittany (UBO), an SCTT partner, and at the University of Tours. He got his start in business in 2002, initially working on using seaweed as a raw material in the food industry before transitioning to cosmetics. Morvan has always been interested in connecting science and business, reflecting one the goals of SCTT to enhance public-private collaboration.The invitation to participate in SCTT was unexpected. “It was a surprise to get a call from the city of Brest saying that they wanted me on this programme,” Morvan recalls, adding that officials were drawn by his company’s R&D. “It's not only theory and science fundamentals. Our science is something that is applicable to the global market — and important for the community.”Science|Business, which connects policymakers, academics and industry through its news reporting, analysis and events, is an SCTT partner.
What Makes an Iron Lady Iron?
‘Thatcher…accepted political damage as the cost of policies she believed necessary for Britain’s recovery. It was these sorts of pressures that refined Thatcher and forged her into the Iron Lady we know today...The question for Japan today is whether Sanae Takaichi demonstrates similar political characteristics within the context of modern Japanese politics.’
Twins 6, White Sox 4: Y’all Come Back Now
The Twins may only have 68 wins on the year, but the ability to come back from deficits both early and late seems to have defined manager Derek Shelton’s early tenure with the team. Tonight, down 3-0 after the first inning, Minnesota put together a midgame rally to even the series one apiece, and deliver […]
How Often You Exercise May Matter More Than How Hard You Work Out for Mental Health
When it comes to reducing the risk of depression and anxiety, how often students exercise may matter more than how hard they push themselves. A large Norwegian study found that students who exercised infrequently were more likely to develop clinically defined depression, anxiety, or another common mental disorder over the following year. How often they
Warrior Defined: Men’s mental health event in Charlotte
CHARLOTTE (QUEEN CITY NEWS) — Warrior Defined is a men’s mental health event that gives back to local nonprofits. The event is taking place on September 25 to talk about issues theyR…
New Entertainment Venue Featuring Restaurant, Bar Opens In Stratford
The venue is a "restaurant, arcade, and bar experience built around classic games that defined generations," according to its owners.
Roundtable Statcast Deep Dive: What Has Changed for Max Clark?
Detroit’s top prospect is finding his rhythm, swapping grounders for high-velocity line drives as refined timing and improved contact quality signal a major breakthrough for the young outfielder.
Cathy Engelbert will be remembered as the commissioner who made the WNBA deeply political and divisive
WNBA Commissioner Cathy Engelbert announced her retirement after 2026, but her seven-year tenure was defined by player clashes and political controversy.
Latino voter backlash puts Texas governor's race on Democrats' midterm map
A Democratic state representative is trying to end an electoral drought that has defined Texas politics for a generation
Sony's PlayStation disc plant is losing 10 percent of its volume in 2028, not 90
Sony’s PlayStation disc plant is losing 10 percent of its volume in 2028, not 90 Sony won’t license disc pressing to anyone else, Microsoft does, and a former PlayStation boss thinks that’s the whole problem. When Sony DADC chief Dietmar Tanzer spoke with an Austrian broadcaster in July about PlayStation disc production at the Thalgau plant, a number of press outlets misunderstood the report, writing that production would fall to a tenth of current levels. It won’t. Sony DADC confirmed to Game this week that the figure is a 10 percent decline, not a decline to 10 percent. “To clarify and avoid any misleading information: in that statement Dietmar anticipated an overall product volume decline by 10 percent, not a decline down to 10 percent,” a spokesperson with Sony DADC told Game. That figure covers 2028. Tanzer didn’t put a number on the years after, and the spokesperson declined to comment further. What we do know is that on July 1, PlayStation announced that physical game disc production for all new games releasing on PlayStation consoles will be discontinued starting January 2028 and that the transition has no impact on games that have already released in disc format or will be releasing in disc format prior to that month. “So, there will be reorders going to the market after January 2028,” the Sony DADC spokesperson said. “For details around that I would ask you to liaise with the PR team from PlayStation, as we can’t speak or comment on their behalf.” PlayStation officials did not respond to questions about reorders or other disc-related matters. But I did recently speak with Shawn Layden, Game Industry Strategic Advisor and former chairman of SIE Worldwide Studios, who called a future without physical PlayStation discs “depressing, but solvable.” then added, “I think.” The chief hurdle to third-party manufacturing of collector’s editions or any other version of a PlayStation game disc is that Sony owns the proprietary process to press those discs, Layden said. “And unless they decide or determine a way to license that to some of these bespoke disc manufacturers, there’s no way to make it happen,” he said. Layden was careful to add that he understands the concept but doesn’t have “line of sight on the particulars.” “Depressing but solvable, I think.” — Shawn Layden Microsoft already licenses replication to outside plants. Xbox discs are pressed by manufacturers Microsoft certifies as Authorized Replicators, a term defined in its publisher agreements, with the approved list set at the company’s sole discretion and Microsoft retaining the right to halt manufacture. The structure is still in place today: publishers select an Authorized Replicator in Partner Center and submit a bill of materials created with a Microsoft representative. Sony, by contrast, presses PlayStation discs through Sony DADC, its own manufacturing subsidiary. No one I spoke with said they were in discussions with Sony about doing that, and PlayStation hasn’t responded to questions about whether it would be open to a licensing deal. There is an obvious reason Sony might not want to. Niko Partners analyst Daniel Ahmad pointed it out on the day of the announcement: it’s a platform-led decision, he wrote, designed to cut costs, eliminate the resale market, and drive all revenue through the PlayStation Store. The math is not subtle. On a $70 third-party game sold through the PlayStation Store, Sony keeps $21. Sold at retail, Ahmad says, it earns about half that. Licensing disc replication to an outside manufacturer might not be worth it. And even if it were, it seems unlikely that such a deal would come from boutique companies like iam8bit, which sells collector’s editions of video games. “We would absolutely love to find a way forward to continue making physical PlayStation games,” said Jon Gibson, co-owner and co-creative director of the company. “We are big believers in giving humans the option to truly own media. If we can play a role in helping make that a reality for the future of PlayStation games, count iam8bit in!” If it were to happen, it would most likely be with a company like Conectiv Supply Chain Solutions, a Memphis-based manufacturer of optical discs and vinyl records that also runs third-party logistics, fulfillment and distribution for packaged media. The company, which was formed in 2025 when Los Angeles private equity firm Variant Equity Advisors purchased Vantiva’s Supply Chain Solutions division, traces its lineage back to Technicolor. When it sold the division, Vantiva described the business as having served video game creators for more than 25 years. Conectiv is also buying, not shrinking. Last month it acquired SDS, the distributor for Universal and Warner Bros. home entertainment, consolidating those studios’ packaged-media pipeline from pressing plant to retail shelf. I reached out to Conectiv and its CEO, but haven’t heard back. Layden pointed to music and books in our discussion about the ongoing value of physical media. “No one ever saw the comeback of cassette tape,” he said. “And vinyl didn’t so much come back. The flame went down, the fire’s dying, but the ember was always there, and it just kind of came back. Much like the book business. We thought we’d all be on Kindles right now. “I believe that physical media is crucial and important. One of the things that makes us gamers, one of the core game mechanics, going back to the beginning of time, is collecting stuff. “Did you get all the diamonds in Crash Bandicoot? Did you get all the stars in Mario? And we like to collect our games. And we have a game shelf. And we put all our boxes up there. And if you’re super hardcore, when you buy a game, you buy two copies, right? One stays in the shrink wrap, and you play the other one. What happens to that important cultural part of the gaming world? You know, we buy the steelbook and the three-disc Final Fantasy set and the figurine and, you know, you can’t download any of that. “What happens to that?” And Layden believes it shouldn’t have been a revenue question for PlayStation. “This was a core thing to the experience of our most devoted fans,” he said. “Yeah, it’s fan service. Why would we take that away? Well, we can’t afford to. It’s already 120 bucks, you know, limited edition special purchase onyx box version of whatever, and those sell at a higher rate than the box selling at $69.99 does. So yeah, the market has said they will continue to buy them. You’re just saying you just don’t want to make them anymore.” Layden said he was recently talking with someone about these sorts of business decisions and how they’re made. Too often, he said, it’s all about the financials and nothing else. “OK, we can do this and save this much money, or we can invest this to look at that outcome, or we can do this and have this happen over there, or move this team to Sri Lanka,” he said. “But each one of those, someone also has to have a ledger there saying, ‘OK, what is the brand impact from that move?’ “Iif you can’t resell it, do you really own it?” — Shawn Layden “If we do that, dollars and cents work out. I get it. That’s just math. But what’s the brand impact? Are people going to say, ‘Good move, you guys?’ Or are they going to say, ‘We hate you guys. Quit doing that.’ And sometimes they say, ‘We hate you.’ Then you take a note and say, OK, how much of that can we live with? How much ‘we hate you’ is OK. And when does it go over the line? “I see a lot of companies making decisions which, objectively speaking, I don’t know what the dollar end of that was for you, Mr. Company, but your brand value just dropped 30 percent. So I hope it was worth it.” Of course, shifting to a digital-only model for games raises other issues beyond simply wanting to collect. The biggest is ownership. Layden pointed out that once you go to a streaming-only or download-only model, it’s just a digital footprint on a hard drive. “What does ownership mean anymore?” he said. “It’s a genuine question. Well, in fact, it’s not even a question anymore. It’s like you are shifting the model from ownership to accessibility. “And what’s always been true, which people forget, is you’ve never been able to sell your iTunes library. And you can’t sell your PlayStation download library. So if you can’t resell it, do you really own it?” The touching tribute found in the credits for Star Wars Zero Company. Resonance: A Plague Tale Legacy Interview and Hands-On with a Minoan Masterpiece Star Wars Zero Company hands-on: Attack Astromechs, permadeath, and delightfully fatal Rube Goldberg tactics Control Resonant opens up as you get stronger — and as characters start trusting you
Former Florida Star Anthony Richardson Lands Role With Colts
Former Florida Gators star quarterback Anthony Richardson has a defined role with the Indianapolis Colts for the 2026 season.
Judge Blocks Trump’s Second Try to Restrict Birthright Citizenship
The ruling raised concerns that babies already defined as citizens by the Supreme Court could have their citizenship revoked under an order the president signed in August.
NBA reportedly strips Clippers of 5 first-round draft picks, fines Steve Ballmer $30M in Kawhi Leonard salary cap circumvention probe
The NBA has stripped the Los Angeles Clippers of five first-round draft picks and fined owner Steve Ballmer $30 million at the conclusion of it’s probe into alleged salary cap circumvention with Kawhi Leonard, ESPN’s Shams Charania reports.
Grand Canyon Education (LOPE): A Steady Cash-Generating Business Ignored in a Speculative Market
Riverwater Partners, an investment management company, released its ‘Small Cap Strategy’ Q2 2026 investor letter. The letter can be downloaded here. The Small Cap Strategy underperformed the Russell 2000 in the second quarter as the benchmark experienced one of its strongest risk-on rallies in recent memory, although the strategy remained ahead year-to-date. The quarter was defined […]
Republican Candidate in Key House Race Bet on Her Own Campaign
The trading platform Kalshi issued a three-year suspension to the candidate, Laurie Buckhout, and fined her nearly $2,600. Ms. Buckhout said she had made a “dumb mistake.”
Kalshi fines Republican in key House race, bans George Santos for life, after insider trading probes
The prediction market Kalshi on Monday fined the Republican nominee in a competitive House race and imposed its first-ever lifetime ban, against former Rep. George Santos, after insider trading investigations.
Psychologists Defined the 6 Elements of Mental Health. How Many Do You Have?
Forget TikTok trends or Instagram advice, a new study asked dozens of actual experts what is actually important for good mental health.
Colorado Sues EarnIn For “Immoral, Unethical, Oppressive and Unscrupulous” Business Practices
Hey all, Jason here. When this hits your inbox, I should be en route to the airport — not to go anywhere myself, just to pick up my better half. I must admit, it’s been strange to be home alone (well, with two dogs) for two weeks! Really lets me “optimize” to spending more time on reading/writing/working, whether that’s healthy or not! Looking forward to getting back into a (somewhat) more balance routine. Subscribe or Support by Upgrading Compare Notes With the People Who Built Modern Fintech Partner content: Remitly CEO Sebastian Gunningham. Increase founder Darragh Buckley. Linda Du, Co-founder & President at Valon. They’ll unpack the decisions behind building and scaling major financial products: what they got right, what broke, what they would do differently, and how AI and new infrastructure are changing the operator playbook. Most events tell you where fintech is going. NerdCon puts the people who built the present in the room and asks them what comes next. Expect an operator-led conversation grounded in real products, real trade-offs and lessons earned the hard way. Fintech Business Weekly readers save 20% on Regular tickets with code FBW20 before standard pricing ends September 11. Meet the Builders Things To Know & Other Good Reads Advent and Stripe Abandon $50 Billion Pursuit of PayPal (Bloomberg) Trump Family’s New Crypto Bank Is Backed by Abu Dhabi Sheikh (Wall Street Journal) The multiplying risks of financing data centres (FT) Let the Bond Market Speak (Wall Street Journal) Did we waste a crisis? Modest proposals to reform deposit insurance. (Fintech Takes Banking) Untangling Guggenheim: How Private Credit Built Its Own Universe (Net Interest) The Hater’s Guide To Circular Financing — Part One (Ed Zitron) Fiat Ventures Rebrands to FGV Capital, Announces $35M Oversubscribed Fund II (BusinessWire) Socure Announces Strategic Growth Investment at $5.2B Valuation and Acquires Agentic Operations Platform Fravity (Socure) Listen: When Consumer Protection Disclosures Work Too Well (Consumer Finance Monitor Podcast) Colorado Sues EarnIn For “Immoral, Unethical, Oppressive and Unscrupulous” Business Practices When Andreessen Horowitz led EarnIn’s $39 million Series B in 2017, Alex Rampell, a partner at the storied venture capital firm, described EarnIn’s small-dollar advance product as “free,” relying on “entirely on voluntary contributions instead of fees.” Rampell favorably compared EarnIn’s approach to typical payday loans, writing, “Payday loans historically have had the potential to be a slippery slope for consumers into financial distress: opaque systems and steep fees that are hard to repay and set individuals back further than where they started. For many Americans living paycheck to paycheck, that kind of slide into debt can be extremely difficult to recover from.” But EarnIn’s product — which, the company says, isn’t a “loan,” legally speaking — ends up being anything but free for most users. While it is technically possible to take a no-fee advance from the company, most users incur “Lightning Speed” (instant funding) fees and/or ostensibly optional tips that combined can equate to annualized percent rates that can reach over 1,000%. With an average term of 9.77 days, even fees and tips that are small on an absolute dollar basis are equivalent to high APRs on an annualized basis. A lawsuit filed last week by Colorado Attorney General Phil Weiser against EarnIn describes the company and its product and business practices quite differently than Andreessen’s Rampell; “EarnIn’s business practices are unfair because they are immoral, unethical, oppressive and unscrupulous,” the complaint, filed in District Court in Denver, Colorado, says. EarnIn’s marquee product, Cash Out, isn’t a loan, the company says, as Cash Out is not “[f]orward [l]ooking” because “[t]he money is transferred based on earnings to date,” does not carry a mandatory fee to access funds, and is “non-recourse,” meaning EarnIn cannot pursue recovery from users who don’t repay advanced funds. EarnIn is sometimes referred to as an “Earned Wage Advance” service. Though, unlike some others in the broader category, EarnIn does not integrate with employers’ payroll or time and attendance systems. Rather, EarnIn attempts to verify a user’s income and employment, by examining direct deposit transaction data in their linked external bank account, by using GPS location and Bluetooth data to estimate a user’s time spent at work, if they work in a fixed location, and/or by having a user provided a work email address. While repayment is theoretically optional, as EarnIn would have no recourse, such as reporting non-payment to the credit bureaus or a collections agency, this is anything but clear to users of the EarnIn app, Colorado’s complaint argues. During the process of taking a Cash Out, users must agree to a preauthorized debit of the amount advanced, plus any expedited funding fee and/or tips. Though users technically can revoke this ACH authorization, the fact that they have this right isn’t presented to users during the Cash Out process, but rather is included in linked terms and conditions few users are likely to actually read. And users who do wish to revoke their ACH authorization must do so three or more days before the scheduled transaction date by emailing EarnIn’s customer support. Similarly, EarnIn’s marketing claims that it carries “no interest” and “no mandatory fees” is technically true, but is not the reality for many of the app’s users, the Colorado complaint argues. Further, EarnIn has extensively marketed to users the ability to “access your pay today,” to get “instant” funds, and to get funds “the same day you work” — when, in reality, this speed of access was only possible by paying the additional, undisclosed Lightning Speed fee. The Colorado complaint highlights this contradiction specifically, noting: EarnIn tells consumers that they can ‘Make any day payday with EarnIn’ and that there no ‘hidden’ or ‘mandatory fees.’ For a consumer to access their pay on the same day requested, they would have to pay the Lightning Speed fee. In the fine print of the advertisement EarnIn discloses that ‘[f]ees apply to use Lightning Speed,’ a direct contradiction to the larger text of the advertisement, and a fact that would not be immediately understood by a consumer as ‘Lightning Speed’ is not defined nor explained. Like other small-dollar lending services, rather than explicitly charge interest, EarnIn collects a markup on the optional Lighting Speed fee, which, given the nature of the transactions, many users opt for, as well as offering users the option to leave “tips.” EarnIn leverages either Real-Time Payments (RTP) rails or push-to-card via debit rails if a user opts for the optional Lightning Speed. But while these capabilities cost EarnIn, on average, $0.075 or $0.20 per transaction, respectively, EarnIn charges users significantly more. Initially, EarnIn charged as little as $1.99 for Cash Outs up to $24. But EarnIn has hiked these fees multiple times, and now charges $4.99 for Cash Outs up to $75 and $6.99 for those over $75. According to the Colorado complaint, EarnIn leverages “dark patterns” to manipulate users and to make it more difficult to avoid tipping. Examples of these “road blocks” highlighted in the complaint include: As of 2023, in the EarnIn app, a consumer attempting to get a loan under the default settings had to make at least eighteen separate taps to complete the transaction and reduce the tip to $0. There is an alternative method to leave a $0 tip, via the “Custom tip” feature, but EarnIn made this option difficult to access by visually deemphasizing it and positioning it near devices’ “home” button. Using language and imagery such as “Tip to pay it forward,” “Your generosity supports the service + helps,” “Your tips make a difference,” and “[t]he APR for this cash out is 0%. Your tips help support us.” While Lightning Speed and tipping are, in theory, both optional, in practice, users nearly always ended up paying something. According to the Colorado suit, users were charged either a tip or an expedite fee for more than 92% of transactions, with an average APR of nearly 388%. And, although the advances are “non-recourse,” EarnIn successfully collects on nearly all transactions — 99.18%, according to the complaint, which, Colorado argues, “demonstrat[es] that EarnIn’s advances function as high cost loans, not voluntary payments.” The share of EarnIn users incurring fees — despite the product being marketed as 0% APR — is hard to reconcile with Andreessen investor Rampell’s favorable description of EarnIn vs. “opaque systems and steep fees” associated with payday loans, which, Rampell says, can be “extremely difficult” for borrowers to extricate themselves from. According to Colorado’s suit, EarnIn’s Cash Out product “trapped many consumers in extreme cycles of high-cost reborrowing.” The suit gives an example of one consumer in the state, who took out a whopping 1,151 loans, paying a total of $4,038.50 in Lightning Speed expedited funding fees on loans that averaged the equivalent of 1,421% APR. Another Colorado user, the suit says, took out 1,033 loans, paying $8,561.22 in tips and fees at an average APR of 1,539% . These types of usage patterns demonstrate “the severe and repeated financial harm caused by EarnIn’s illegal lending model,” the Colorado complaint argues. In aggregate, from January 2023 through July 2025, EarnIn extended 3.1 million loans to 56,778 users in Colorado — an average of nearly 55 transactions per person during the time period. EarnIn lent more than $300 million and collected more than $16 million from Colorado users in Lightning Speed fees and in tips. Ultimately, the Colorado complaint argues that “EarnIn’s Cash Outs are loans under Colorado law, and EarnIn’s contention that its product is not a loan based on its disclaimer of any legal repayment obligation lacks any real-world significance given how the Cash Out transactions actually operate in practice.” Colorado further argues that “EarnIn was not working with companies here in providing consumers with funds but acted as a third-party lender and charged illegally high rates, used deceptive design strategies to extract some charges, and trapped consumers in repeat borrowing. Colorado will continue to stand up for consumers and hold companies accountable when they violate our credit laws or attempt to evade them through misleading practices.” Colorado’s suit alleges EarnIn assesses finance charge in excess of that permitted by Colorado law, that EarnIn failed to make legally required disclosures to Colorado borrowers, that EarnIn made supervised loans to consumers without obtaining the requisite license, that EarnIn violated the state’s Deferred Deposit Loan Act, that EarnIn engage in unfair and deceptive trade practices, and that EarnIn made false or misleading statements concerning price. The suit seeks a court order enjoining EarnIn from violating relevant Colorado laws, for EarnIn to refund amounts charged in excess of state law, fees, costs, and penalties, and other relief the court deems to be just. Fintech Business Weekly is made possible by the generous support of paying subscribers — bringing you independent analysis of banking, fintech, and crypto without fear or favor. You can support my work by becoming a paying subscriber if you aren’t already. Paying subscribers enjoy: access to the entire archive of nearly six years of newsletters extended versions of the weekly newsletter, with additional content and analysis and (for founding member tier) quarterly personal 1:1 fintech Q&A / strategy calls with me, tapping into my unparalleled knowledge of the intersection of banking and fintech and experience working in the sector, including helping to launch Goldman Sachs’ retail bank Marcus Support Fintech Business Weekly You can also support Fintech Business Weekly by sponsoring a newsletter or podcast, putting you in front of 93,000+ of the most influential decision makers in banking, fintech, and crypto. Learn more about sponsor opportunities or request a media kit by dropping me an email. Q2 Quarterly Banking Profile: Five Quick Takeaways The FDIC released its quarterly banking profile, which is always worth a read, for the second quarter. The profile provides an aggregate snapshot about the overall health of the 4,238 institutions whose deposits are insured by the FDIC, who, collectively, hold more than $26 trillion in assets and saw a total net income of more than $90 billion in the second quarter. Net income was up 12% vs. Q1 2026, with lower provisions and realized gains on securities helping to drive the improvement, somewhat offset by increases in non-interest expense and applicable income taxes. Overall net interest margin was basically flat quarter over quarter (up 1 basis point vs. Q1 2026), though community banks saw NIM grow by 10 basis points, to 3.81%. Unsurprisingly, given that interest rates haven’t changed, unrealized losses on securities changed little, edging up slightly to $326.7 billion vs. $325.1 billion in Q1 2026. Aggregate credit quality has remained benign, with asset quality actually improving slightly in Q2. Overall, institutions reported a 9 basis point decline in their past-due and non-accrual rate, to 1.44%. Net charge off rate also declined by 2 basis points, to 0.57%. And finally, the FDIC’s deposit insurance fund stands at $161.1 billion, making the DIF reserve ratio 1.48% — above the statutory minimum of 1.35%, but still below the designated target reserve ratio of 2%. [Paid Subscriber Exclusive] Nissan Withdraws ILC App, State Associations Plan BankChain Alliance, FDIC Defines “Unsafe or Unsound Practice” For First Time Automaker Nissan withdrew its application to charter a Utah industrial loan company and its corresponding application to the FDIC for deposit insurance last week, on August 19th. Nissan’s application had been outstanding for more than a year, as it originally applied in June 2025. Recent applications to the OCC to form national banks have been decisioned, one way or the other, substantially more quickly than has historically been the case.
What courageous citizenship really looks like
By Vince Bzdek What exactly is courage? Ernest Hemingway famously called it grace under pressure. Mark Twain wrote that “courage is resistance to fear, mastery of fear — not absence of fear.” C.S. Lewis refined that even more: “Courage is not the absence of fear, but acting despite it.” Is there a particular kind of […]
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The San Francisco 49ers are approaching the final stages of the 2026 preseason with a roster that looks increasingly defined at the top but painfully unsettled underneath. With assistant head coach Chris Foerster helping steer daily operations during Kyle Shanahan’s recovery from an offseason vehicle accident, the exhibition slate provided really […] The post 49ers' most agonizing roster decision looming on 2026 cutdown day appeared first on ClutchPoints.
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UFC fighters Max Holloway, Paddy Pimblett and Gable Steveson were fined $2,500 each for scaling the octagon fence at UFC 329 on July 11 in Las Vegas.
Patriots Announce Plans To Honor Two Legendary Super Bowl Teams
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WHO RUNS MARYLAND POLITICS NOW?
ByThe Maryland Wire The Machine Didn’t Die — It Broke Apart Mike Miller is gone. Steny Hoyer is retiring. The two men who helped define Maryland political power for generations are disappearing from the map. Nobody has inherited all of what they controlled. Instead, Maryland power has fractured among Wes Moore, legislative leaders, county organizations, federal figures and a new generation fighting to connect the pieces. By The Maryland Wire For decades, there were two names in Maryland politics that required almost no explanation. Mike Miller. Steny Hoyer. You didn’t necessarily have to agree with them. You didn’t even have to like them. But everyone understood something: Not social-media power. Not cable-news power. Not the temporary power that comes from one big election. They possessed political infrastructure. Relationships. Institutional memory. Donors. Staff. Allies. County leaders. Lobbyists. Legislators. Operatives. And the ability to connect people who needed something with people capable of delivering it. Today one is gone. The other is preparing to leave Congress after more than four decades. And Maryland faces a question it hasn’t had to answer in generations: The answer may be: Nobody. At least not the way Miller once did. Maryland’s old machine wasn’t inherited by one person. It fragmented. And now several ambitious political networks are competing to assemble the pieces. Miller presided over the Maryland Senate for 33 years, becoming one of the longest-serving legislative leaders in American history. He stepped down as Senate president in 2019 and died in January 2021. (Behavioral and Social Sciences) But Miller’s real power wasn’t the title printed on his door. It was the accumulation of relationships behind it. Miller came from Maryland’s old Democratic organization and developed into an extraordinarily adaptable political operator, retaining authority even as the Senate around him became younger and more liberal. (The Washington Post) He understood something fundamental: politics is information. Who wants what? Who owes whom? Which senator needs help? Which county executive wants something in the budget? Which committee chairman can move a bill? Which lobbyist represents which client? Which candidate should receive support today because that candidate could be a senator ten years from now? Miller knew the answers because he’d spent decades collecting them. Miller’s influence wasn’t confined to elected officials. Former Miller aides became prominent Annapolis lobbyists. Maryland Matters noted figures such as Joseph Bryce and Timothy Perry among the high-profile lobbyists who had once served as top Miller aides. (Maryland Matters) That was one of Miller’s greatest political achievements. He didn’t merely accumulate power around himself. He produced alumni. Staffers became lobbyists. Legislators became committee chairs. Allies became power brokers. And decades of relationships reinforced one another. By the end, Mike Miller wasn’t simply a person. He was an ecosystem. Hoyer’s network was different. Miller’s power was rooted in Annapolis. Hoyer connected Maryland to Washington. He served in the Maryland Senate before winning election to Congress in 1981 and ultimately became one of the longest-serving members of the U.S. House and a longtime No. 2 in House Democratic leadership. In January 2026, Hoyer announced that he would retire rather than seek another term. (The Washington Post) His influence stretched through: Prince George’s County, Southern Maryland, Congress, federal agencies, donors, campaign organizations, and generations of Democratic candidates. And Hoyer had something machine builders value enormously: a succession network. That became obvious almost immediately. When Hoyer announced his retirement, Maryland’s 5th Congressional District exploded with candidates. Twenty-four Democrats entered the race. But when the votes were counted, the winner was Adrian Boafo, Hoyer’s former campaign manager. Boafo wasn’t running without establishment help. He was endorsed by Hoyer. He was endorsed by Governor Wes Moore. And he ultimately won the Democratic nomination. (AP News) In his victory speech, Boafo described the result as voters deciding it was time to “pass the torch to a new generation of leaders.” (AP News) That phrase captures the transition perfectly. Hoyer’s seat isn’t simply being vacated. Parts of his network are being transferred. But they aren’t being transferred to another Steny Hoyer. They’re being absorbed into a newer political constellation. And standing prominently inside that constellation is Wes Moore. If someone forces you to name the single person sitting nearest the center of Maryland Democratic politics today, the answer is Governor Wes Moore. The 2026 Democratic gubernatorial primary underscored the scale of his position. Moore won renomination overwhelmingly, receiving roughly 88% of the Democratic primary vote. (WBAL-TV) But raw votes tell only part of the story. Look at the party infrastructure. The Maryland Democratic Party says Steuart Pittman ran for state party chairman in 2025 “at the suggestion of Governor Wes Moore.” Pittman took office that July. (The Maryland Democratic Party) That’s important. Governors traditionally influence their state parties. But party leadership plus fundraising, endorsements, executive appointments and national relationships creates the beginning of something bigger: a political network that could survive the governor’s term. Moore also played a role in the Hoyer succession by backing Boafo. That’s how political organizations reproduce themselves. You support tomorrow’s politician today. And that’s the distinction that matters. Moore has enormous statewide visibility. Miller had decades of accumulated legislative control. Moore can endorse candidates. Miller could influence the environment in which legislators lived every day. Committee assignments. Leadership positions. Legislative priorities. Relationships that had been accumulating since before many current lawmakers entered politics. Moore may have a larger national profile than Miller ever possessed. But he doesn’t possess Miller’s half-century of Annapolis memory. Nobody does. Which is why the modern Maryland political structure looks less like a pyramid and more like several power centers connected by overlapping relationships. One of those centers belongs to Senate President Bill Ferguson. Ferguson controls an institution no governor can simply command. The Senate. Maryland’s official 2026 legislative records identify Ferguson as Senate President. (Maryland General Assembly) That means influence over: committee structure, Senate leadership, legislative priorities, confirmations, and negotiations with the House and governor. But Ferguson is not Mike Miller 2.0. Miller’s extraordinary longevity allowed him to become almost inseparable from the institution. Ferguson possesses the office. Miller possessed the office plus decades of political mythology and accumulated relationships. Those aren’t the same thing. The House now has its own new center of gravity. Official 2026 legislative records identify Joseline Peña-Melnyk as Speaker of the House of Delegates, alongside Ferguson as Senate President. (Maryland General Assembly) That makes the current Maryland governing triangle: Executive power. Senate power. House power. None fully controls the others. And that fact alone demonstrates how different modern Maryland is from the Miller era. The governor proposes. The legislature disposes. Committee leaders negotiate. County interests intervene. And political coalitions shift issue by issue. That’s not one machine. That’s a networked power structure. Then there’s U.S. Senator Angela Alsobrooks. Her significance isn’t that she is the new Hoyer. She isn’t. Hoyer spent decades constructing his network. Alsobrooks brings something different: Prince George’s County roots, a statewide electoral organization, a United States Senate platform, and relationships with national Democratic leaders. That makes her a critical bridge between Maryland and Washington at precisely the moment Hoyer leaves. Hoyer’s retirement therefore doesn’t necessarily weaken Prince George’s influence. It changes who carries it. Prince George’s itself is undergoing a dramatic generational transition. Official 2026 results show Aisha Braveboy winning the Democratic County Executive primary with 87,944 votes and 73.31% of the vote. (Maryland State Board of Elections) That’s political infrastructure. Prince George’s is one of Maryland’s central Democratic vote engines. A county executive with that level of primary support gains: appointments, budget influence, organizational relationships, donor access, and a platform for cultivating the next generation of political leadership. Braveboy therefore isn’t merely another person on the Maryland power map. She controls a place from which a political organization can be built. Boafo is particularly interesting because he sits almost perfectly at the intersection between the old and new worlds. He worked for Hoyer. Hoyer endorsed him. Moore endorsed him. Then Boafo beat an enormous Democratic field for Hoyer’s seat. (AP News) That doesn’t make him powerful on Hoyer’s scale. He’s just beginning. But it illustrates how power actually transfers: not through a ceremonial handoff, but through endorsements, donors, staff, relationships, and voter confidence. Boafo may become Hoyer’s congressional successor. He will not automatically inherit Hoyer’s 40-plus years of political capital. That part has to be rebuilt. This is the part that often gets overlooked. When a machine breaks apart, power doesn’t only move upward. Some people’s relationships become less valuable. Former Miller aides still know Annapolis. Former Miller allies still possess institutional memory. Veteran lobbyists don’t forget how legislation works. But something fundamental disappeared when Miller did: the common center. The person capable of connecting all of them instantly was gone. That changes the value of a political network. Imagine knowing everybody in Annapolis. Useful. Now imagine the person who introduced many of those people, appointed committee chairs, influenced Senate priorities and understood decades of relationships is simultaneously Senate President. Much more useful. Remove that person and the individual relationships remain. But the system becomes decentralized. First: Bill Ferguson. The Senate’s institutional relationships now run through his leadership rather than Miller’s. Second: the House leadership. With the Miller-Busch generation gone, today’s House leaders are building their own committee chairs, alliances and relationships. Third: Wes Moore. Moore became governor after Miller was gone. That distinction matters. Earlier governors had to operate with Miller sitting across State Circle. Moore entered office during a generational reset. Instead of negotiating with the old machine, he has the opportunity to help build the next network. Fourth: Angela Alsobrooks and the emerging Prince George’s generation. Hoyer is leaving. Miller is gone. The county’s political leadership now belongs to another generation. Fifth: politicians who were outside the old Miller organization. When someone dominates an institution for 33 years, inevitably some politicians develop within that organization and others outside it. Miller’s departure created room for people who may never have risen as quickly under the old structure. That’s the biggest point. If Mike Miller’s power had simply transferred to Bill Ferguson, Maryland would still have a machine. If Hoyer’s influence simply transferred to Boafo, Maryland would still have a machine. If every county leader simply took orders from Moore, Maryland would have a machine. None of those things happened. Instead: Moore controls the statewide executive platform. Ferguson controls the Senate. Peña-Melnyk controls the House. Alsobrooks has statewide and federal reach. Braveboy has Prince George’s executive power. Pittman leads the state Democratic Party after Moore encouraged him to seek the role. (The Maryland Democratic Party) Boafo represents the beginning of the post-Hoyer congressional generation. And Baltimore, Montgomery County, organized labor, donors and other county organizations maintain their own centers of influence. That’s not one machine. If you want to understand where Maryland power is moving, don’t simply watch office titles. Watch endorsements. Who does Moore support? Who does Alsobrooks support? Who gets Ferguson’s allies? Who gets House leadership? Who gets Hoyer’s blessing? Who gets labor? Who gets major donors? And most importantly: That is where the new Maryland network becomes visible. The Boafo race was a textbook example. Hoyer’s successor didn’t emerge randomly from 24 candidates. He had ties to the outgoing incumbent and support from the governor. The old network and the emerging one overlapped. And voters chose him. (AP News) Moore may ultimately become the most important person in determining whether Maryland develops another durable statewide political organization. But the test isn’t whether Moore himself remains popular. The test is what happens to the people he supports. Which delegates become senators? Which senators become committee chairs? Which county officials become executives? Which staffers become candidates? Which appointees become statewide leaders? Who gets his donor network? Who gets his political advisers? Who eventually gets his endorsement when Maryland faces a post-Moore gubernatorial succession fight? That’s how we’ll know whether Moore was merely a successful governor— or the founder of another generation of Maryland power. There’s another category worth watching: politicians who came from Miller’s Maryland but remain active in the new one. Dereck Davis is one. Anthony Brown is another. Veteran legislators and former officials throughout the state still possess old relationships that newer politicians don’t. These people can function as bridges. That’s important because political systems rarely reset completely. The new machine usually grows partly from pieces of the old one. Donors don’t disappear. Lobbyists don’t disappear. Operatives don’t disappear. Institutional memory doesn’t disappear. They find new centers of gravity. If you want one name: His overwhelming 2026 Democratic renomination, executive authority, national profile and influence within the Maryland Democratic Party make that difficult to dispute. (WBAL-TV) But saying Moore “runs Maryland” the way Miller once ran the Senate would oversimplify the reality. Maryland power today looks more like this: WES MOORE Statewide organization.Appointments.Fundraising.Executive government.National Democratic relationships. BILL FERGUSON The Senate.Committees.Confirmations.Legislative leverage. JOSELINE PEÑA-MELNYK The House.Committee leadership.Budget and legislative leverage. ANGELA ALSOBROOKS Statewide electoral organization.Federal platform.Prince George’s relationships.National Democratic connections. AISHA BRAVEBOY Prince George’s executive organization.County government.A major Democratic vote base. THE POST-HOYER GENERATION Boafo and the emerging political class that will have to rebuild Hoyer’s Washington-Maryland network rather than simply inherit it. It did something more interesting. Mike Miller’s influence was too personal, too old and too deeply rooted in his own relationships to be inherited whole. Hoyer’s network is too extensive and too intertwined with decades of congressional politics to fit neatly inside one successor. So the pieces are moving. Toward Moore. Toward Ferguson. Toward Peña-Melnyk. Toward Alsobrooks. Toward Braveboy. Toward younger candidates and new county organizations. And toward veteran political survivors who understand both eras. That’s the next chapter of Maryland politics. The person who eventually connects: Annapolis, Prince George’s, Montgomery County, Baltimore, labor, business, donors, the Maryland Democratic Party, and the congressional delegation will possess something Maryland hasn’t truly seen since Miller’s heyday. Not merely another elected official. And maybe that’s why searching for “the next Mike Miller” is the wrong exercise. There may never be another one. The more important question is: Miller spent half a century becoming that person. Hoyer spent decades becoming another version of it. Maryland’s current political leaders are still competing for the privilege. And until somebody actually connects all those pieces, the most accurate answer to the question “Who runs Maryland?” may be the most fascinating one of all: No one does. Not anymore. But there are plenty of people trying. Sources University of Maryland and Maryland Matters — Miller’s 33-year Senate presidency and political legacy. (Behavioral and Social Sciences) Washington Post historical reporting — Miller’s rise from Maryland machine politics and ability to retain power as the Senate evolved. (The Washington Post) Maryland Matters — former top Miller aides who moved into Annapolis lobbying and the changing Senate power structure. (Maryland Matters) Washington Post and Reuters — Hoyer’s January 2026 retirement announcement after more than four decades in Congress and his long Democratic leadership career. (The Washington Post) Associated Press — Adrian Boafo’s 2026 victory in the Democratic primary to succeed Hoyer, including Hoyer and Moore’s support and Boafo’s “pass the torch” remarks. (AP News) Maryland Democratic Party — Steuart Pittman’s official biography stating that he sought the state chairmanship at Moore’s suggestion. (The Maryland Democratic Party) Maryland General Assembly — official 2026 records identifying Bill Ferguson as Senate President and Joseline Peña-Melnyk as Speaker. (Maryland General Assembly) Maryland State Board of Elections — official 2026 Prince George’s County results showing Aisha Braveboy’s dominant County Executive primary victory. (Maryland State Board of Elections) 2026 election reporting — Moore’s overwhelming Democratic gubernatorial primary victory. (WBAL-TV)
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AI needs science’s search history
“Actually, that’s where the gold is,” said Alasdair Russell, my graduate school friend who leads a pre-clinical genome editing group at Cambridge. He was talking about the winding road of science that is omitted from published papers. “When you’re discussing how to do the experiment, and why this way is better than another way, and what does the data really mean? I know what it shows, but what does it mean?” At RAAIS 2026, he described how his group has begun logging the twisting path of discovery as it happens, recording the verbal and written exchanges that normally disappear. Ideas become nodes in a living graph: they branch when a meeting produces two plausible experiments, merge when separate lines of evidence converge, and go dark when someone quietly stops pursuing them. In his implementation, one agent scores novelty, while another tries to learn “how scientists think and how they navigate through a complex world of data,” so that high-potential nodes can trigger deeper investigation. As frontier AI labs deploy agents toward scientific discovery, giving AI authentic scientific taste remains a trillion-dollar dilemma. The bottleneck is that the record we have kept for centuries of science might be insufficient to get us there. The experiments that never make the paper Peter Medawar, 1960 Nobel laureate and “father of transplantation,” asked in 1963 whether the scientific paper was a fraud, and answered yes: the form of the paper misrepresents the thinking that produced it. Sixty years on, the diagnosis is unchanged. A paper presents a clean progression from hypothesis to result to conclusion. Lost along the way are the unconventional theories, the abandoned or unaffordable methods, and the underwhelming and inconclusive data. It reads like a browser history with every dead end deleted: the ten open tabs, the four rephrased queries, the wrong turn down a subforum. All scrubbed, leaving one clean path from question to answer as the canonical path. What has changed since then is that the discarded material is now worth something. No high-impact journal wants these artifacts, but raw trial and error is the most likely source of the training data required to develop scientific intuition, or what researchers call taste. Earlier attempts to capture the discards were motivated by scientific integrity. The Journal of Negative Results in Biomedicine launched in 2002 to publish rigorous studies that disputed established models or exposed ineffective treatments. Its archive preserved negative conclusions after they had become papers, rather than the live alternatives and arguments that produced them. BioMed Central closed it in 2017, saying the mission had been served now that other journals publish null results. A less generous reading is that in fifteen years it published around 200 papers because almost nobody wants to read a negative result, let alone write one up when it will not count toward academic tenure. AI models are different. Even an uninteresting negative result can be useful, provided it is labeled. Earlier this year, Anthropic put a version of this to the test. The company pulled 129 decision points from real Claude Code sessions between January and March 2026, showed models the work up to a human detour, and asked what should happen next. Claude Mythos Preview beat the human choice 64% of the time, while Opus 4.5 managed 51%. The comparison was tilted toward the models because Anthropic deliberately chose moments where the human decision had room for improvement. On 127 further scenarios where the human action was already strong, the models improved on it only about 20% of the time. The study was possible because Anthropic’s researchers work inside a tool that logs by default. The reasoning, detours and outcome are produced in the same working environment. Biology has no equivalent. Its reasoning happens in hallways, at benches, in Slack threads and on whiteboards, while the outcome arrives weeks later somewhere else. The record has to emerge from the work itself. Ask scientists to reconstruct it afterwards and we’ll create another polished account. Subscribe A log is not a label Before any of this becomes training data, a negative result has to say what failed. The first paper published in the Journal of Negative Results in Biomedicine examined 234 negative studies across five leading medical journals. Only 30% discussed statistical power, and half clearly defined a primary outcome. Tell a model an experiment failed, without telling it whether the assay was underpowered, a reagent had degraded, or the hypothesis was simply wrong, and it will learn noise with confidence. Decision histories have a second missing label too. When a lab considers five experiments and runs one, only the chosen branch returns an outcome. The other four are experimental counterfactuals. Researchers call this the selective labels problem: the data reveal results only for the actions someone chose to take. Such a record can teach a model to imitate a lab’s taste, but it cannot establish that the taste was good. It also smuggles local constraints into general lessons. A lab that never ran cryo-EM because it did not own a microscope teaches a model that cryo-EM is rarely the right call. Alasdair’s nodes preserve the candidate set, which is the necessary first step. To be useful, each decision record needs six fields: The evidence available at that moment, and nothing that arrived later. The candidates considered, including the ones dismissed in a sentence. For each candidate: the expected result, the confidence attached to it, and the cost in time and money. The route chosen, and the reason. What happened next. How the evidence changed the scientist’s view. These must be timestamped before the outcome, because hindsight turns uncertainty into inevitability. Disagreement also has to survive. Averaging three scientists into one clean rationale reproduces exactly the information loss we are trying to fix. But there is an obvious failure mode here. Once decisions are logged and scored, people log for the record post-facto. Anyone who has watched an electronic lab notebook fill up with retrospective tidying knows how quickly a research tool becomes a compliance exercise. A record that costs a scientist ten minutes of honest reflection per decision is worth far more than one that costs an hour of performance. A publication initiative called Registered Reports offers a useful starting point. Here, researchers submit their rationale, methods and analysis plan for peer review before the data exist, and the journal commits in principle to publish if they follow the approved plan. Nature has now expanded the format across every field it covers. This approach to paper writing timestamps intent before the outcome, but it freezes one plan. A useful search history must also preserve how the plan changed, which alternatives were rejected, when, and on what evidence. Subscribe Run the runner-up Autonomous labs show what happens when decisions and outcomes are connected in a loop. Liverpool’s mobile robotic chemist ran 688 experiments over eight days in a ten-variable formulation space. A batched Bayesian search used each result to choose the next experiments and found photocatalyst mixtures six times more active than the starting formulations. Every completed experiment changed what the system did next. The robot optimized within a goal and search space that humans had already chosen. It did not decide which scientific question mattered. So what this work demonstrates is narrower, but still useful: a search history pays off when the options return standardized outcomes quickly. Open-ended biology is harder because branches can take weeks and the discarded alternatives may never be run. Some exploration therefore has to be bought. Where two branches are plausible and the stakes justify the cost, a lab should sometimes run the runner-up. Otherwise the record captures what today’s scientists usually chose and stays silent on what they systematically overlooked. A funder could ring-fence a small fraction of a grant for the branch not taken, provided that the decision record and the outcome are both deposited. That costs money, but so does having every lab rediscover the same abandoned path. Test whether taste transfers When it comes time to evaluate if our new AI system exhibits taste, the comparison should run across laboratories and fields. At selected decision points in a live research campaign, we should freeze the six fields: the evidence, the candidates, expected results, confidence, costs and the choice made. Experts then rank the options before the outcomes are known, and those outcomes are checked independently later. We could give models one of two diets - papers alone, or papers plus decision histories - and ask them to rank the next experiment on unfamiliar projects. Then, we score information gained per dollar and week, calibration, and how quickly weak branches are abandoned. If histories improve choices only inside the lab that produced them, they amount to useful organizational memory. If they improve choices on unfamiliar problems elsewhere, Alasdair’s group will have captured something science has never managed to write down: a transferable record of taste. Until that happens, a scientific search history is a promising record, not yet a training set.
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UNCW Business School Students Travel to Prague for Real-Life Consulting Experience by David Glew
This article was contributed by Kestrel Smoot, International Programs Coordinator for UNCW’s Cameron School of Business. During the most recent spring semester, 33 upper-level finance and marketing students from the UNCW’s Cameron School of Business traveled to Prague, Czechia, to participate in an intensive international consulting project. Unlike traditional study-abroad programs, the Prague consultancy project focuses on real client engagement. Each year’s project is entirely new, designed through collaboration between faculty and industry partners to identify a current business challenge that students will address. This year, students worked with MAMS-Champi, a Czech non-alcoholic beverage company that is seeking to expand into other global markets. Throughout the first half of the semester, students attend class at UNCW and prepare for their time abroad by conducting preliminary research, developing analytical frameworks, and organizing themselves into specialized teams responsible for tasks such as marketing strategy, industry analysis, consumer segmentation, and competitive evaluation. The course emphasizes independence and teamwork, requiring students to take ownership of their work, manage deadlines, and collaborate across functional groups. Additionally, faculty serve as advisors, allowing students to navigate the complexities of the project much as they would in a professional consulting environment. Once in Prague, students met with company leadership, toured facilities, and refined their recommendations based on real-time feedback. The in-person component is widely regarded as the most transformative aspect of the program because students must synthesize weeks of work into a cohesive presentation and deliver it to the client, demonstrating professionalism, strategic thinking, and adaptability. Beyond the consulting work, students participated in cultural and educational activities that broadened their understanding of global business environments. They explored Prague’s historic districts, learned about Czech culture, and engaged with local professionals. These experiences helped students understand how economic, regulatory, and social factors shape market opportunities. The Prague consultancy project stands as a defining example of the Cameron School of Business’s commitment to experiential learning, consistently strengthening students’ confidence, enhancing their resumes, and serving as a focal point in job interviews. Employers recognize the value of the hands-on experience and transferable skills students gain, underscoring the program’s role in preparing industry-ready graduates for today’s fast-moving business landscape.
‘Decades in Sports’: How the 1980s Miami Hurricanes became one of the most hated teams in sports history
Many dominant teams have defined the 150-plus year history of college football, but few left a bigger mark than the 1980s Miami Hurricanes.
‘Decades in Sports’: How the 1980s Miami Hurricanes became one of the most hated teams in sports history
Many dominant teams have defined the 150-plus year history of college football, but few left a bigger mark than the 1980s Miami Hurricanes.
Chartbook 464 The"China squeeze" - the politics of development counterfactuals.
There are three types of China shock discourse. Each has a distinct temporal register. China shock 1.0 was a phrase coined by US academics in the 2010s to retrospectively summarize the impact on particular US labour markets, which they identified through painstaking empirical investigation. China shock 2.0 on everyone’s lips in Europe in the mid 2020s is an alarm raised by trans-Atlantic policy thinkers warning of a coming disaster which they project onto Europe’s ailing car industry. The third type of China shock discourse - commonly known as the “China squeeze” launched most recently by Indian economists Shoumitro Chatterjee and Arvind Subramanian in the pages of Foreign Affairs - mobilizes a different, more speculative temporal register: the counterfactual realm of alternate history. The China squeeze argument asks not what has happened, or what is going to happen, but what might have been. Specifically, what options for economic development might have been open to Global South economies like India or the economies of sub-Saharan Africa, had it not been for China’s spectacular industrialization since the late 1990s and the persistent competitiveness of China’s manufacture in low-skilled segments. Chatterjee and Subramanian’s argument is that whilst China has built a powerful position in electrical machinery and other high-skill manufacturing, which is now delivering China Shock 2.0, it also continues to run a trade surplus in low-skill, labour-intensive manufacturing. This surplus is large and has remained largely unchanged in fifteen years. Indeed, in the 2010s, in trade with low-income countries, China’s surplus rapidly increased. On their reading, this squeezes low-income producers in low-skill sectors in which they “should” be able to compete. Source: “China’s Mercantilist Squeeze on Developing Countries” Shoumitro Chatterjee and Arvind Subramanian. Peterson Institute for International Economics 26-7 May 2026 Chatterjee and Subramanian’s wording is telling: (emphasis mine) The canonical trajectory of economic development in the post-World War II period is for countries to transition from agriculture to manufacturing, first in low-skilled manufacturing and then later on to high-skill manufacturing (Herrendorf, Rogerson, and Valentinyi 2013). At the global level, this implies that high-income countries (HICs) that once specialized in low-skilled activities cede manufacturing export space to poorer countries that come along to occupy that space. In 1965, advanced economies accounted for about 60 percent of global value-added exports in four key low-skilled manufacturing sectors, i.e., apparel, leather, textiles, and footwear. Over time this share declined and began to be occupied first by the East Asian tigers and, beginning in the late 1990s, by China. Today China accounts for about 50 percent of the global market. The question is whether China, with its rising prosperity, is continuing to behave like its richer counterparts and ceding export space to poorer followers or to behave unlike them and continuing to occupy space. In terms of the conceptual maneuvers it performs, of the three China shock discourses, the “China squeeze” argument is by far the most ambitious. After all, it bases its critique of China on a counterfactual imagining of the world. Like any counterfactual argument, to construct this alternative reality it must rely on a heuristic model. To make their argument Chatterjee and Subramanian mobilize two key claims. The first reference point is the actual history of rich-country industrialization, what they refer to as the “canonical path”. The idea is that countries transition from agriculture to light industry and low-skilled manufacturing and from there up the value chain. To make this useful as a standard of comparison and a means to construct a normative standard, they adjust sectoral export shares for two factors: 1. the underlying level of economic development of the exporting country, as measured by national income and 2. the degree to which the sector in question is internationalized. The idea being that for a high income country to have a high export share in low-skill sectors is anomalous and even more so if that particular product is highly internationalized and thus suitable for being “conceded” to lower-income competitors. Where should this process end? Here Chatterjee and Subramanian introduce their second benchmark. Their normative idea of a global development path is one in which, in due course, low-skill manufacturing exports are distributed in proportion to a country’s share in the global labour force. They imagine, in other words, a world of proportional, polycentric global development without much national specialization in low-skill manufacturing. A useful benchmark is that, in labor-intensive manufacturing sectors, a country’s share of world exports should be broadly commensurate with its share of the world’s low-skilled labor endowment. … In the Heckscher-Ohlin model, this would be true if value added per worker and export propensities, i.e., fraction of output that is exported, are the same across countries. It is this pleasant liberal vista of orderly global development, progressing towards a general distribution of low-skilled manufacturing against which they judge reality and conclude that the low-income countries are suffering a “China squeeze”. China is not exiting low-skill sectors fast enough Allowing for its gdp level and the degree of globalization, China’s share of low-skill manufacturing exports is far higher than it “should” be. Relative to population, its low-skill share of exports is far too high. That in turn yields the conclusion that huge numbers of jobs - the authors suggest tens of millions - are being hoarded by China. For the four sectors captured in figure 4, this excess in value-added exports is $110 billion in 2022. For all low-skilled sectors overall captured in appendix figure D.1, excess value-added exports amount to $365 billion. The crowding out of LMIC exports by China is therefore substantial. Both these claims have in common that they are strong structuralisms. The first is that development paths ought to resemble each other. The second is that broadly speaking as far as low-skilled manufacturing is concerned, all countries are alike. If the world currently diverges from the distribution of trade implied by these assumptions, if China is not following the advanced economy path and has huge exports, this must be the result of “policy”, which the authors then put in question as illegitimate or unfair. Thus the naturalistic construction of a canonical path leading to a “level” distribution of low-skilled manufacturing reveals itself to be a polemical tool. From the point of view of China shock polemics, this discourse is no doubt welcome. But as an account of economic history, it must surely be regarded as nothing short of bamboozling. Development paths do not follow a regular, natural sequence. As David Fishman put it aptly, “development is not a queue”. They are always and everywhere, through and through political. Development is not so much a process, as a project. Each such project is more or less well adjusted to its context. As Gerschenkron taught uneven and combined development implies differentiation rather than simple imitation on a single parth. It may be true that Europe and the US exited relatively early from low-skill work. But clearly technology has changed. As C&S themselves point out, China no longer enjoys a low wage environment. Do they really believe that such huge differences can be accounted for either by industrial policy, which as they admit does not operate powerfully in low-skill sectors, or by exchange rate manipulation? What is overwhelmingly dominant in explaining the persistence of “low-skill” manufacturing in China are surely the network effects of complex supply chains. Indeed the label of “low-skill” may miss the point. The degree of globalization which Chatterjee and Subramanian decide to conjure away in their model of the development path - to allow for the fact that Europe and American textiles exporters did not enjoy just-in-time logistics in the 1950s - obscures the point that the networks through which Chinese factories supply the world are themselves key parts of the low-skill industrialization project. China isn’t knocking out 1970s style “cheap”. It has redefined the entire product cycle. C&S’s casual reference to “T-shirts” is telling. In today’s “fast fashion”, there is weight on both terms. Fashion and fast. China’s success in delivering on both at unprecedentedly high speed and at unprecedentedly low cost, isn’t a low-skill operation at all. If we see development trajectories not as the serial repetition of the same, but as distinctive, crafted projects that cumulate in complex agglomerations of skill, technology and labor, then this explains why the assumption that low-skilled manufacturing should follow the distribution of population flies in the face of all experience. As countless cases attest, low-wage, low-income developed economies are not by themselves the makings of a competitive production base. As Leon Liao puts it quite fairly: “International trade has never been allocated according to population. A country’s population gives it no natural claim to an equivalent share of global exports." And the remarkable fact is that Subramanian alone and with co-authors has long been making this point, not to pillory China, as is the case of the tendentious _Foreign Affair_s and Peterson pieces, but to highlight the great counterpart to China’s industrial success, namely India’s relative failure. The much-quoted Foreign Affairs piece showed low-skill export shares only for China, not for India. If you put both countries in the picture as Chaterjee and Subramanian have done on other occasions, the picture looks like this. China is far above the line, but India, almost as large in terms of population, is no less anomalous, just in the opposite direction. As far as global populations are concerned, and the imagining of tens of millions of “squeezed” jobs, it is this Sino-Indian pair that account for a huge share of the action. What this graph reveals is not China’s cheating, but India’s “greatest development failure”, at least this is the argument made Arvind Subramanian, this time in co-authorship with Devesh Kapur, in their major book, A Sixth of Humanity. Independent India’s Development Odyssey which appeared with Oxford University Press earlier this year. In this highly critical work on India’s development, China is repeatedly evoked, not to criticize but as a benchmark against which to illuminate what India’s political economy has not delivered i.e. large-scale formal employment for hundreds of millions of citizens. Kapur and Subramanian leave no doubt, if you want to understand why China, not India was the main driver of manufacturing globalization from the 1980s, don’t look to slots opening up in the division of labour thanks to the liberal mindedness of advanced economies, look to the contrasting political economy of the Maoist PRC and India’s post-independence political economy. As Kapur and Subramian note: The great divergence between China and India did not begin in 1978 with the Deng reforms—it was well underway by then. In one of the great ironies of modern history, the conditions created by Maoism turned out to be a great launching pad for industrial globalization. As the comparison of India and China in 1980 makes clear, to imagine manufacturing would be equally distributed when populations are so differently endowed in terms of educational and nutritional is fanciful. Here is the data from Kapur and Subramanian, data which I explored back at the very beginning of Chartbook. As Kapur and Subramanian insist, the striking fact is that even as India’s growth accelerated from the 1980s, structural change has not. Formal employment in India lags woefully behind. Why? As Kapur and Subramanian note, the path-dependent impact of India’s poor early start was devastating. The list of factors they mention is long and weighty: We argue for a new five-fold explanation applicable at different stages of Indian history: in the initial stages, the legacy of two key pre-1980s policies, the neglect of agriculture and the strangling of the domestic private sector, were critical. The failure of broad-based agricultural growth militated against rural industrialization, which would have been devoted to satisfying local needs that would have necessarily been labour intensive. Then, when the boom came after 1980, the thicket of regulation and broader labour protections that were legislated prematurely in a nascent democracy, underpinned by a deep ideological aversion to private capital in general and big capital specifically, became a barrier to attaining the size that would be necessary to compete globally. Similarly, the reforms after 1991, while wide-ranging, did not quite encompass non-tradeable inputs critical to manufacturing, namely, land, logistics infrastructure and power. A combination of low investment (logistics infrastructure), regulation (land) and the continued monopoly supply by state governments (power), combined with residual socialism, kept costs at 75–100 per cent above efficient supply. These factors were compounded on the supply side by the government, which dominated the formal labour market and established exorbitantly high wages at the lower end of the skill spectrum. This made their employment in the labour-intensive sector by the private sector less attractive. Finally, when the services sector and its exports boomed, wages soared even further via a Dutch Disease effect: one successful tradeable sector killed and cannibalized another less-skilled tradable sector, namely, manufacturing. Thus, scarcity-inducing policies of the planning era, precocious democracy and a Gandhian aversion to size; inefficient, monopolistic supply of critical non-tradable inputs; the behemoth of government; and super-successful skill-intensive services successively undermined India’s unskilled labour employment opportunities. The employment failure seems to have been over-determined. … Less quantifiable but no less important are some of the sociological factors that have undermined manufacturing and factory jobs. Take the impact of the success of the IT sector—located in urban areas with better working conditions, such as air-conditioned offices, good schools for children and attractive entertainment options. It became a more attractive place for engineering and management graduates to flock to. … Consider manufacturing and female employment. Indian society makes it difficult for women to work, reflected in India’s unusually low female labour force participation (elaborated in Chapter XIII). Indian society, in particular the routine harassment of women in public spaces, makes it even more difficult for them to travel long distances to take up work.37 Combined with onerous regulations on creating hostels and dormitories for women—which, in turn, prevents multiple shifts of operation—factories need to be located in areas with a large female labour pool. While firms can take apparel plants to female labour or bring them to the plants by building large-scale dormitories, this raises costs. If there was a case for subsidies to encourage labour-intensive manufacturing, housing subsidies to build dormitories for women workers would be a good place to start. All of this meant, that when opportunities did open up, in part thanks to adjustments in China, India was in no position to take advantage. Here is the account of the 2020s from Kapur and Subramanian. It stands in dizzying contrast to the one-sided, “China squeeze” argument delivered in the Peterson and Foreign Affairs pieces: In 2022, for example, India’s share of global exports in clothing (the canonical labour-intensive sector) was 3.1 per cent compared to 32 per cent for China. This is extremely disappointing because China started vacating export space in this sector after the Global Financial Crisis as its wages started rising; it then vacated further space in the aftermath of geopolitical developments that led investors to seek alternative investment locations. Between its peak and today, China lost about 7.5 percentage points of global export share (worth about $43 billion in 2022); over this period, India’s export share remained stagnant at 3 per cent, while that of Vietnam and Bangladesh rose by 3.5 to 4 percentage points. China’s loss did not translate into any gain for India in terms of low-skill exports and employment. Put differently, when the conditions for dynamism and prosperity were established after 1991, and even more tantalizingly when the global export opportunities opened up, it was as if India was a high-wage economy and only skilled labour could benefit from the dynamism. It had converted its physically abundant unskilled workforce into an economically expensive resource, penalizing its use. It is not my mission here to argue for or against Kapur and Subramanian’s interpretation of India’s development trajectory. The point in this context is simply that the “China squeeze” such as it is can only be understood, in relation to the heavy burden of domestic constraints that Kapur and Subramanian so unsparingly enumerate. I am concentrating here on India because it is the great counterpart to China and the unspoken reference point of the “China squeeze” discourse. But the point is more general. Can anyone with a straight face suggest that the main problems afflicting the development of South Africa or Nigeria, the great centers of mass underemployment in sub-saharan Africa, are cheap competition from China driven by Beijing’s industrial policy and an undervalued RMB? Likewise, is the main problem of the American working-class the threat of Chinese competition or the manifest crisis of social reproduction in the United States itself? The point here, as in the discourse around China shock 2.0 in Europe, is to insist that we should not normalize the world and pathologize China, without actually investigating what is going on in America’s industrial wastelands, the German car industry, or India’s lopsided labour market. One-sided pathologization should be understood for what it is, a polemical gesture. Concepts like China shock and China squeeze are, what Reinhart Koselleck, following Carl Schmitt, would have described as “asymmetrische Kampfbegriffe”, or “asymmetrical counter-concepts” or “asymmetrical combat concepts”. If the function of arguments like the “China squeeze” is to alert elites in the rest of the world of the need to rejuvenate and energize their development projects, so be it. But let us see the resulting discourses as the mobilizing interventions that they are. Interestingly, a significant slice of China’s public sphere - the so-called industrial party - have been obsessed for the last twenty years with precisely these questions of counterfactual economic history. Since the mid 2000s, a massive online discourse developed around an alternative history in which Chinese techno-patriots were asked to imagine how they would proceed if they had the possibility of traveling back in time to transport modern technology into the Ming dynasty (1368-1644) thus averting the “great divergence” of the 18th and 19th centuries. It is a fantasy of course, but also a goad. The point was not directed at Westerners. The alternate history is dramatically nationalist, but few n the West had even heard of it until recently. The adherents of the industrial party are not liberal moralists. They don’t project natural ladders of international development and ask why others don’t cede space. They take the Realpolitik of global economic development for granted. Their pointe was directed against fellow Chinese. The rallying cry of the alternative narrative was this: Now that we are beginning to gain steam and push forward on our national development path, now that we are breaking out of the inferior position assigned to us even in the early years following WTO accession, do not lose yourself in humanistic imaginings about better futures. In the spirit of Deng, they called on China to embrace the hard truth of development. Perhaps one might of the Industrial Party as a cultural trend born out of desire for symbolic revenge against those who had inflicted the century of humiliation. In terms of the various temporalities of the “China shock” - retrospective, prospective and counterfactual - one might think of the Industrial Policy discourse as truly speculative, conjuring up the China shock that never was. Or perhaps one might better think of it as imagining a world in which a powerful China was no shock at all, but simply a defining fact of modern history. I love putting out Chartbook. I am particularly pleased that it goes out for free to thousands of subscribers around the world. But, writing this newsletter takes a lot of work. If you are enjoying it and would like to support the project, sign up for one of the subscription options here. It is the equivalent of a fancy cup of coffee per month! Subscribe
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UNCW Business School Students Travel to Prague for Real-Life Consulting Experience by Robert Burrus
This article was contributed by Kestrel Smoot, International Programs Coordinator for UNCW’s Cameron School of Business. During the most recent spring semester, 33 upper-level finance and marketing students from the UNCW’s Cameron School of Business traveled to Prague, Czechia, to participate in an intensive international consulting project. Unlike traditional study-abroad programs, the Prague consultancy project focuses on real client engagement. Each year’s project is entirely new, designed through collaboration between faculty and industry partners to identify a current business challenge that students will address. This year, students worked with MAMS-Champi, a Czech non-alcoholic beverage company that is seeking to expand into other global markets. Throughout the first half of the semester, students attend class at UNCW and prepare for their time abroad by conducting preliminary research, developing analytical frameworks, and organizing themselves into specialized teams responsible for tasks such as marketing strategy, industry analysis, consumer segmentation, and competitive evaluation. The course emphasizes independence and teamwork, requiring students to take ownership of their work, manage deadlines, and collaborate across functional groups. Additionally, faculty serve as advisors, allowing students to navigate the complexities of the project much as they would in a professional consulting environment. Once in Prague, students met with company leadership, toured facilities, and refined their recommendations based on real-time feedback. The in-person component is widely regarded as the most transformative aspect of the program because students must synthesize weeks of work into a cohesive presentation and deliver it to the client, demonstrating professionalism, strategic thinking, and adaptability. Beyond the consulting work, students participated in cultural and educational activities that broadened their understanding of global business environments. They explored Prague’s historic districts, learned about Czech culture, and engaged with local professionals. These experiences helped students understand how economic, regulatory, and social factors shape market opportunities. The Prague consultancy project stands as a defining example of the Cameron School of Business’s commitment to experiential learning, consistently strengthening students’ confidence, enhancing their resumes, and serving as a focal point in job interviews. Employers recognize the value of the hands-on experience and transferable skills students gain, underscoring the program’s role in preparing industry-ready graduates for today’s fast-moving business landscape.
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Hungary’s new government is aiming to overhaul the governance model of the institutions and universities that lost access to Horizon Europe and Erasmus+ funds “in a short timeframe,” according to Péter Horváth, the new state secretary for science policy and innovation. “As of today, the two non-university foundation-controlled institutions under my remit have been transformed,” he told Science|Business. “We hope the universities will follow and that this will be enough to satisfy the EU’s demands.”Under the previous government, led by Viktor Orbán and his Fidesz party, many academic and scientific institutions were restructured and made into special public trust foundations, with members strongly linked to the government given lifelong mandates and significant decision-making powers with little oversight. The European Commission deemed that this undermined academic freedom and transparency in the country, leading to a ban on 34 institutions in 2022, including 21 universities, which saw academics in Hungary lose access to Horizon Europe grants. The new Hungarian government, elected in May and led by Péter Magyar and his Tisza Party, has promised to dismantle this governance model and restore the institutions to EU programmes. As a result, the European Commission has promised to return access to the Erasmus+ education mobility programme, but so far no concrete agreement has been made on the Horizon Europe programme for research and innovation. Hungary has already made legislative changes in June to allow the institutions to be reformed and set a timeline for the implementation.The non-university foundations, which are mainly cultural centres such as the Foundation for Hungarian Culture or the Makovecz Campus Foundation, will all be dissolved by August 31 this year, a date tied to EU-set milestones that Hungary must meet to unlock frozen funds, with control transferred to relevant ministries. Meanwhile, the universities will have until 31 August 2027. For each university foundation, the government will set the dissolution date and the body to take over operations. There is no final decision on a permanent new model for the universities, according to Hungarian MEP Eszter Lakos, who is shadow rapporteur for the Horizon Europe specific programme, a separate piece of legislation detailing implementation rules for the EU’s next research programme, due to start in 2028. “The aim of the transition year is to settle this with [the universities], not to impose a model, and not to put them under state control,” she told Science|Business. “The goal is to give academic independence back to universities.”There are three models that are most likely to be implemented. One would be a return to a traditional, state-run model. Another could be a newer, more self-standing public institution. A third option would be a reformed version of the foundation models that meet EU standards. According to Lakos, the dismantling of the system put in place by the Orbán government is well underway and if all goes according to plan, Hungary could regain access to EU research money by the start of the next academic year in 2027. “I believe that the Hungarian government is doing the necessary changes so the universities could return as beneficiaries to Horizon from the next school year,” she said. In the meantime, “the universities, institutes and cultural assets carry on under proper public stewardship rather than a handful of unaccountable trustees,” said Lakos. The laws passed in June impose new safeguards: board terms are capped at four years and renewable only once, appointments are made through open competitions and sitting politicians cannot join joining these boards.It remains unclear whether a domestic science funding programme set up as a back-up scheme by the former government following the EU funding ban, called HU-rizon, could be continued. “This programme should never have had to have been established in the first place, but it has proven to be quite popular,” he said. “I am considering continuing this programme with a refined focus on helping international collaborations.”Re-organising the research network One of the first priorities for Horváth and his cabinet is to resolve questions over the future of the Hungarian Research Network, Hun-Ren. The network of academic institutes was taken away from the Hungarian Academy of Sciences in 2019 and turned into a quasi-private organisation, with similarities in its governance to the public trust foundations.Horváth and his team have consulted over 5,000 representatives from the network and the conclusion is broad unhappiness with the directors of all the institutes involved. “We have presented the results to the president and the chief executive of the network and this is currently being discussed,” Horváth said. The plan is to re-integrate the network back into the Academy of Sciences but in an improved way, “learning from mistakes of the past,” he added. The government also wants to reintegrate four humanities and social science research centres into the network that the previous government had transferred to Eötvös Loránd University. The transfer brought sharp criticism from the academic community, with a group of Hungarian research heads, including European Research Council grant recipients, sending an open letter to Orbán warning that the transfer would “cause historically significant harm to the entirety of Hungarian scientific life.” The transfer was “one of the biggest shames in Hungarian research in the past 20 years,” Horváth said. “We want to immediately re-integrate them back into the research network and to regain the trust of these institutions, because the way they were treated was really unfair.”Another pressing issue is the Élvonal Excellence Research and Talent Development Foundation, led by Nobel laureate Ferenc Krausz. The foundation signed a financing agreement with the former government earlier this year for a budget of over €730 million over the next five years. The goal is to create a world-class centre to attract top talent from abroad and to develop local researchers. But there was little transparency about this foundation, and news of its huge budget, which is nearly as much as Hungary’s entire research budget, caused a stir in the media following the recent elections. Another issue is that, as with the foundation boards of the institutes banned from Horizon Europe, there was little-to-no oversight of decisions led by Krausz. “It was an excellent idea but an unacceptable execution,” Horváth said of the foundation. “The fact that this is out of the Hungarian funding scheme, mostly concentrating on one person who decides on the budget is unacceptable for us.”The government plans to merge the centre with the National Research, Development and Innovation Office, the country’s R&D funding agency, with a reduced budget. Horváth is hopeful that Krausz will still be involved. The new government’s R&D goalsA phrase that crops up regularly during the discussion with Horváth is “democratic process.” The new state secretary is determined to involve Hungary’s research community in shaping future policies. This marks a departure from the previous government’s approach, and several people in Hungary’s research community have commented on the openness of the new government. In terms of concrete goals, Horváth and his team already have plans. He wants to create a new science fund in Hungary, based on the best practices of other European countries. The fund would not be tied to annual government budgets and would provide long-term, stable financing. “If we were to succeed in creating this fund, then I think it would be one of the biggest achievements for me in this period of government,” Horváth said. On the innovation side, he is looking into how best to bring in the private sector. “We want to make sure that we are working with the private sector to support innovation,” Horváth said. One of his big aims is to introduce entrepreneurship teaching into high schools. Hungary already has a reputable national academy offering research and innovation training in the field of natural sciences, and Horváth wants to expand this to all disciplines and across the whole country. “One of the main ways to elevate our innovative businesses is to teach our children to be innovative,” he said. “This will probably need ten years to pay off, but this is what we should do. Our aim is to make Hungary strong in our region, and this is what is needed.” Related articlesHungary’s Horizon Europe performance in numbersCommission unlocks Erasmus+ cash for Hungary, Horizon could be next‘Academic Huxit.’ Hungarian researchers speak out on impact of EU ban A more difficult task will be funding. The new government is aiming to increase research spending to 2% of the GDP by 2030, and then increase it to 3% in line with EU objectives. Currently, spending sits around 1.3%. But according to Horváth, the current budget, inherited from the previous government, is “heavily in the negative,” so any plans to increase research spending will have to start next year. Achieving 2% by 2030 already needs a big push, almost doubling the research budget. “This is something we’d definitely like to reach, and something I can see us achieving,” he said. “From the 2030s, I’d like to see an innovative generation growing up that can help us reach the 3% target.” Positivity in the new governmentDespite the many challenges facing Horváth and his team, the mood is positive. “It feels a bit like a start-up right now. Everyone is working 24/7, day and night, trying to do as much as they can. There is a lot of energy,” he said. It is a big change for the state secretary who, like many in his cabinet, is coming from a background in research or business, and not in politics. “Six weeks ago, I was sitting with my microscope and my research PhDs, so it’s been a big change for me,” said the computer scientist, who was previously the director of the Institute of Biochemistry at the Hun-Ren Biological Research Centre in Hungary and worked at the Institute for AI for Health at Helmholtz Munich. But he is relishing the task to transform the country’s R&D landscape. “We feel enormous support from the Hungarian people, but also from Europe,” he said. “We’ve received a lot of letters of support from around Europe. There is big trust there, and huge responsibility on our side. We want to get everything back on track, and there’s a lot to do.”
The Politics of Provocation: The ECtHR’s Ruling in Miladze v Georgia
A recent judgment of the European Court of Human Rights concerning a TikTok video published by a Georgian self-defined civil activist adds another layer to the Court’s increasingly messy Article 10 case law. The applicant repeatedly insulted public officials in crude and sexually explicit terms while broadcasting to a large online audience. Domestic courts imposed only a modest administrative fine, later reduced on appeal. The ECtHR did not find a violation of the applicant’s right to freedom of expression – raising several questions about the limits of legitimate political speech online.
TSU HOF Class of 2026: Johnny "Ballpark" Franks
Throughout the summer months leading up to the Tennessee State University Athletics Hall of Fame Banquet on Aug. 27, Tennessee State Athletics will highlight the members of the Hall of Fame Class of 2026. This distinguished group of former student-athletes, coaches, administrators and contributors helped shape the proud tradition of Tiger athletics through championship performances, individual achievements and lasting contributions to the university. Their stories reflect the excellence, perseverance and impact that have defined Tennessee State Athletics across generations.
The greatest college football team of every decade, from the 1920s to today
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Legacy Business Spotlight: Baton Rouge Clinic
— ESTABLISHED 1946— The Baton Rouge Clinic, AMC has been delivering patient-centered care to the Capital Region for 80 years. Founded by four local physicians, the clinic has grown from a single practice into a network of 18 locations serving nearly 400,000 patients across Louisiana, while remaining true to the physician-led model thathas defined it […]
City Hall visit, packed entertainment slate highlight 2026 HBCU Swingman Classic schedule
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Six Terps Earn Preseason All-Big Ten Recognition from Athlon Sports
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Shohei Ohtani Earns Three Nominations for 2026 ESPYS
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Why Marketing Feels Harder as Your Business Grows by Nathan Tayloe
At some point, most growing businesses hit the same moment. What used to feel straightforward starts to feel more complicated. Marketing takes more effort. Results feel less predictable. What once worked consistently begins delivering mixed outcomes. It is easy to assume something is broken. In many cases, nothing is. The business has simply reached a different stage. What Worked Before Starts to Lose Its Edge Early on, growth is often driven by a few things working well at the same time: Referrals are strong The value of the offering is clear The team is aligned Decisions are made quickly Marketing, in that stage, tends to feel easier because the business itself is easier to understand. As the company grows, that simplicity fades. The audience expands. Services evolve. New people join the team. More channels are added. More decisions are made across more touchpoints. Marketing is no longer communicating one clear story. It is trying to represent a more complex business. Complexity Creates Friction That added complexity does not always show up immediately. It builds over time. Messaging starts to drift. Different parts of the business describe what they do in slightly different ways. The website no longer reflects how the company actually operates. Sales conversations evolve faster than the brand. At the same time, more activity is introduced to try to keep growth moving: New campaigns More content Additional platforms More tools and reporting The volume increases. The clarity does not always keep pace. That is when marketing starts to feel harder. It’s Not a Lack of Effort Most teams respond to this stage by doing more. More output More meetings More adjustments More experimentation That effort is not misplaced. It is often pointed in the wrong direction. When the underlying issue is a lack of alignment, more activity tends to create more noise. Results become harder to interpret. Decisions take longer. Progress feels inconsistent. From the outside, everything looks active. From the inside, it feels less certain. The Real Shift As businesses grow, marketing becomes less about execution and more about alignment. The companies that navigate this transition well tend to refocus on a few fundamentals: A clearly defined audience A strong, consistent position in the market Messaging that reflects how the business actually operates Alignment between leadership, marketing, and sales When those elements are in place, execution becomes more effective again. Marketing does not necessarily become easier, but it becomes more consistent. A Different Kind of Discipline Growth introduces more opportunity, but it also demands more discipline. What worked when the business was smaller often cannot be scaled without adjustment. The systems, messaging, and decision-making that once felt intuitive need to become more intentional. That is not a sign of failure. It is a normal part of growth. Marketing feels harder because the business has become more complex. The solution is not to outwork that complexity. It is to bring clarity to it. The companies that do that well tend to regain momentum quickly. Those who do not often stay busy without seeing the same level of progress. — Learn more about how we help organizations align strategy, brand, and execution. Visit tayloegray.com, or reach out directly at nathan@tayloegray.com.
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.
In Retrospect: Poland, Russia, Europe
In April I spent a few days with Zryw, a Polish non-profit organization that recruits young people to enter politics and public life. Their aim is to build a new generation of civic leaders in Poland. I’ve followed their evolution from the beginning; my son is one of the founders. (“Zryw” means “impulse” or “burst of speed” in Polish). Julie Chmielewska, one of Zryw’s leaders, interviewed me at the event. Here is the conversation, lightly edited for grammar and context: Julia Chmielewska: Assuming that culture shapes institutions, could we conclude that some cultures are more prone to authoritarianism? Anne Applebaum: I don’t think so. Every culture, every nation, and every country has the potential for change. When we look at history, we can see that nations do change. Poland has changed, for example, from the 1980s to today. There’s a completely different mentality here than the one I encountered when I first visited, in 1988. The current generation sees the world through a different frame. So no, I don’t believe that certain nations are doomed to authoritarianism, or to anything. Of course, there are political and cultural traditions, but they can always be challenged. JC: So do you think there’s something intrinsic in human nature that pushes people to democracy, freedom? AA: I think there is something in human nature, a deep instinct, that pushes people towards freedom, yes. People who live in authoritarian countries – and I’ve heard this from them over and over again – sooner or later find themselves angered by a feeling of helplessness. They can see the unfairness of crooked courts, irrational political decisions. They naturally dislike the fact that somebody has all the power while they have none. In those circumstances, people who have no political background at all sometimes are politicized just by that frustration. I’m thinking of Svetlana Tikhanovskaya, for example, who was a Belarusian housewife, until the circumstances of her husband’s arrest forced her to become a politician. I met a woman who is a Uyghur from China, and who had come to live in Turkey. After several of her family members were arrested, she too was propelled into a political role. These kinds of experiences make people interested in democracy or political reform, even if they thought they didn’t care. I also think that the opposite is true: some people instinctively prefer homogeneity, order, hierarchy. They don’t like the confrontation of opinions or the noise of debate, and they lean towards a single leader or a unified regime. I think that most of modern history is shaped by the clash between those two different sides of human nature. JC: Which force do you find more powerful today? AA: I think they both have a lot of power and there’s no way of predicting who wins. Even in countries that seem very shut off or stuck in an authoritarian system can change. We’ve seen that happen. And vice versa, I think democracies can also begin to fail and slide into authoritarianism. So it’s very important not to be complacent in either direction. JC: I want to go into your history and your experiences. You’ve lived in Russia during a time of incredible change in the late 80s, and then you came back to do research in post-Soviet Russia. AA: I was a student in Russia just before the collapse of the Soviet Union. I then traveled and worked there extensively in the 1990s, and I met people who really were full of hope. They hoped that Russia could become a democracy, or at least a place that guaranteed freedom of speech, freedom of the press. These weren’t ideas that came from Washington. Although now the narrative in the Kremlin is different, I met many people who were working towards exactly that kind of transformation. A friend of mine ran a series of seminars – once a year, and then later several times a year, in cities all over Russia – designed to get people to discuss politics in new ways. She invited young politicians and journalists, as well as foreigners. I went to many of them, in Moscow as well as Volgograd and Novosibirsk. Over two decades, hundreds of people came to these seminars, and all of them wanted Russia to be different. I remain convinced that many Russians still want Russia to be different. It’s just that the old system, in the form of Putin, a representative of that system, returned. The KGB reimposed their power. And this wasn’t because of something to do with culture, this was to do with money and politics, and who was in charge. JC: You’ve partially answered my question... I wanted to ask whether that excitement of the 1990s was an exception from the Russian historical norm which has been rather authoritarian? AA: Of course, if you look at the history of Russia since the 18th century, there have always been liberal groups, reformers and revolutionaries. There were the Decembrists, in the early 19th century, and the rural populists later on, who tried to organize the peasantry. A significant group of liberal Russians appeared at the turn of the 20th century, people like the father of the writer Vladimir Nabokov, who was a Russian politician before the revolution. These groups were small in number, but sometimes had a broader significance. The Russian dissident movement in the 1950s and 1960s actually invented the modern human rights movement. It was their idea to hold the leaders of the Soviet Union accountable for the language they used, to remind them of the treaties they had signed and the promised they had made. They created the Helsinki group, for example, that held Soviet leadership to the language of the Helsinki Treaty, which formally ended the Second World War and which contained guarantees of human rights, at least on paper. That idea spread to Eastern Europe, and similar tactics were used here in Poland. (Benjamin Nathans recently wrote a great book about the Soviet dissidents, To the Success of Our Hopeless Cause) JC: But seemingly, even if they do ever get power, they could never hold on to it. AA: We don’t know, because they have never really had power. But in any case, we also don’t know what will happen in the future. There is no reason to assume that Russia will forever be condemned to totalitarianism. Even during the first fifteen years of Putin’s regime there was some form of democratic politics. Only when the full-scale war began did he bring everything to an end: he shut down all remaining independent organizations and killed his most important opponent, Alexi Navalny. But does that mean he is popular, that he enjoys legitimacy? Even now, we don’t really know what Russians think about him, or about the war. There is no way of doing real polling in Russia because nobody will answer an independent pollster over the phone. JC: Do you think that the flock of young people, especially young men, who fled Russia after the start of the war represent a continuation of liberal movements that refuse to partake in the authoritarian state, or do you think they are moving for the sake of self-preservation – “I don’t want to go to the army, so I leave”? AA: I’m sure it’s both. I actually know many people who left Russia for political reasons either in the very last years before the war, or else just after the war began. JC: And do you see a change in the young generation versus the old one that have fled? AA: It’s hard for me to say because the people who I know were mostly already politicized. I do know some younger people who left, but most of them were already either active in the opposition, or working as journalists. Many of them very self-consciously think of themselves as maintaining Russian culture abroad, just as in the 20th century the Soviet dissidents or the anti-communist White Russians once thought of themselves as people who maintained the true Russian culture, outside of Bolshevik Russia. JC: Let’s move on to Poland. One of your first experiences with Poland was reporting on Margaret Thatcher’s first state visit, in the autumn of 1988. You followed her around the farmers’ market. AA: She was making a symbolic gesture. She wanted to welcome free markets, but the only one she could really visit was the farmers’ market at Hala Mirowska. JC: And I want to talk about this area because today you can look out of any window in that district, Mirów, and see rows and rows of skyscrapers. How does it feel to see a country built from the ground in such a short time, both politically and economically? AA: You know, when you’re living in a period of dramatic change, it’s always hard to know whether the change is positive or negative. The transformation in Poland created winners and losers, as well as new classes of people, new political movements of different kinds. At the time, it sometimes just felt like turbulence. Now, we can look back at the 1990s and early 2000s in Poland and see in retrospect that the country was headed in towards prosperity and European integration. In around 2009 or 2010, I remember speaking to a woman who worked cleaning government offices, and who asked me if her daughter should study in Amsterdam or in London. This seemed to me to be a real transformation, and it happened very fast: within a few years, Poles stopped feeling like second-class Europeans, and a generation of younger Poles appeared who had no qualms about crossing borders. JC: We again live in turbulent times. Do you think we’re heading towards positive outcomes? AA: I can’t make predictions, because everything that happens tomorrow depends on what people do today. Also, history doesn’t have a trajectory. It doesn’t move in a particular direction. You only think it does afterwards. As I said, you can look afterwards at Poland in the 1990s and you could say this was a period of great progress. But not everybody at the time saw that. Sometimes people are very wrong about a given country’s trajectory. I remember people writing about Ukraine in the 1990s, about how dangerous it was that Ukraine was independent, that this was going to be an anti-semitic state, that Ukrainian nationalism was going to come back... and although you can say many bad things about Ukraine, the country made many bad choices, actually it became a pretty tolerant state which now has a Jewish president and until recently a Muslim defense minister. JC: In the 1990s Poland’s and Ukraine’s GDP were roughly similar. Ukraine was even a bit richer. So the starting point was similar for both of these countries, but they’ve turned out very, very differently. Even if we stop in 2014. Why do you think Ukraine “chose East”? Was it external influence? AA: No, I think Ukraine was in a different position. First of all, central and eastern Ukraine had been part of the Soviet Union since the 1920s, and had therefore experienced a longer period of occupation, repression, Sovietization and even Russification. Ukraine did not have, as Poland did, an alternative elite: a large cadre of economists and politicians, who already had some experience in opposition politics and in independent thinking. In Poland, the transformative finance minister, Leszek Balcerowicz, had already thought about how an economy might be decentralized before he took office. We can argue about how successful he was, but at least he was prepared to try something new. In Ukraine, people weren’t prepared. For one, there hadn’t been much space even for an illegal opposition in the previous couple of decades. Ukraine was also in many ways still emerging from colonial occupation. For the previous couple of centuries, many of the most capable Ukrainians had moved to Russia, and the first generation of leaders in independent Ukraine tended to be former Soviet apparatchiks. They didn’t immediately seek to become closer to western Europe. Instead, they looked for some kind of economic and political “third way” and an accomodation with Russia. Ukraine became stuck in this position, half-in, half-out and became pretty profoundly corrupt. JC: The Polish alternative elite had a vision of where they wanted the country to go. I think the general perception now is that this vision ends with the next election, right? Is this a natural process of gaining power? AA: Their vision, and it was shared by the time by politicians who now call themselves both left and right, was that Poland should join the EU and NATO, as fast as possible. My husband (Radek Sikorski) was in the very first government that said it wanted to join NATO. At the time this was taken very badly in Washington: the demand for NATO membership absolutely came from Poland, not from the US. But even then, in the early 1990s, many Poles already understood that the Russian sphere of influence would grow once again, that it was important to become part of the transatlantic alliance and an integrated Europe as fast as possible: NATO, the EU, the Council of Europe, all of the trading and security alliances. That consensus lasted through several different governments and over many years, even governments containing former communists. For twenty years, right, left and center disagreed about many things, but they all agreed on the direction that the country should go. In retrospect, that consensus created the basis for prosperity in Poland. JC: And regarding the Polish-Ukrainian relations. We know that antagonisms, e.g. the myth of Wołyń [a massacre of Poles that took place in what is now Western Ukraine, in 1943] are increasingly used in Polish political discourse today. In Ukraine, nationalist historians make heroes out of UPA, the Ukrainian revolutionary army, which is held responsible for this tragedy. Where do you see a start for burying the hatchet? Is the reconciliation of our nations possible? AA: So here’s a strange thing: For more than a decade after they both gained independence, Poland and Ukraine participated in a number of projects that were designed to solve exactly these kinds of Polish-Ukrainian differences. Books were published that were jointly written by Polish and Ukrainian historians, monuments were built. These projects were successful: If you’d asked me this question in 2010, I would have said that there are no real historical issues between Poland and Ukraine, that the two countries had mostly reconciled. For a number of reasons, this began to shift. In Poland, children and grandchildren of victims of the Wołyń massacre felt their tragedy hadn’t been fully recognized. In Ukraine, nationalist groups wanted the UPA partisans who had fought against the Soviet Union recognized for their heroism, despite the fact that some in this broad and not well-defined group were also linked to Wołyń. In both eastern Poland and western Ukraine, the memory of the ethnic cleansing that took place there in the late 1940s - Poles were moved West, Ukrainians East - to accomodate new borders has left feelings of displacement and bitterness. The wave of Ukrainian immigration, which started before the war, may have provoked some of this. But don’t underestimate the role played by Russia, which has always wanted to create discord between Poland and Ukraine, and pumps out propaganda to that effect in both countries. Vandalism on both sides of the border, damage done to cemeteries and monuments, is sometimes carried out by provacateurs working for Russia, just to create bad feelings. The Polish-Ukrainian conflict also hides a different reality: although there are real grievances and bad memories, the truth is that the biggest tragedies both nations experienced in the twentieth century were inflicted by the Soviet Union and Nazi Germany. That should unite these two countries, not divide them. JC: This week (19.04.2026 – Ed.) in Hungary we saw that using historical narratives to create grievance has no longer worked. Are you optimistic about the direction after Orban’s loss? AA: The Hungarian election was really important because it shows that people can actually resist powerful, dominant propaganda. The ruling party Fidesz controlled all of the TV, 90% of the newspapers, the constitutional court, the bureaucracy... and yet people had the nerve to vote against it and resist it. It’s also an important election because Hungary created a huge network of well-funded think tanks and foundations that were funding other far right groups and projects. So that loss is going to have a knock-on effect in other places too, maybe even in Poland. JC: What you’ve said about resisting propaganda reminds me of one of the interviews you did about talking to Russians in the post-Soviet era who claimed that people knew that the system was lying. Why do people choose to believe in these regimes anyway? AA: Because it’s useful. Stephen Kotkin, an American historian, once described how people would learn how to “speak Bolshevik”: It was just a language that you needed to use in order to get by in society. If you didn’t talk the way the regime wanted you to talk, then you might have problems, or lose your job, or your kids would not get into university. It was a way of getting along. Communist Poland was similar, at least in the early years. When I was writing a book about the Sovietization of Eastern Europe after World War II, I met a lot of people who wanted to talk a lot about the war, when many of them had done really heroic things. But almost nobody wanted to talk about the decade afterwards, between 1945 and 1956. This was when you had the short period of terror, violence and Polish Stalinism. To stay safe, people felt the need to just go along with what others were saying, or stay out of politics, or use communist jargon without necessarily believing it. I don’t judge them for it, and I wouldn’t describe all of those people as collaborators. It’s easy to feel moral certainty in retrospect, because we know that communism ended. But if you were living in 1949, it might not have been clear to you that communism was going to end. In very repressive societies, maybe about 10% of people who are really evil – collaborators, torturers. Maybe 10% of people are really brave and who find ways to resist. And then around 80% of people have kids, they have parents, they have to have jobs and they’ve had to get through it somehow. Strange though it may sound, I’ve found that the work I did on that book is now very useful in explaining some of what’s going on in the United States today. There are plenty of members of the Republican Party in Congress who know perfectly well that Donald Trump says many things that aren’t true. But they avoid criticizing him because it’s inconvenient, because they would get in trouble, because someone would attack them on the internet. So actually you don’t even need mass terror to get people to conform. JC: Is Gen Z reinventing agency? AA: We’ll see. In any generation you can find groups of people who want agency. If you live in a society that’s unfair, for example where a tiny number of people have captured most of the wealth, then at a certain point people rebel. This is always easier for younger people, who have you have less to lose. The question now is how the internet will affect the relationships between citizens and the state, and how it will change organizations. The “Twitter revolutions” people spoke about as early as 2008-9, mass protests organized online, have often proved to be very superficial. Although you can easily join something just by clicking, the work of creating a real movement requires physical participation. Successful mass movements of the past, for example the Civil Rights movement in the United States, were built by people who had spent many years together. They had participated in non-violent workshops together. They practiced and prepared. Just using the you can get everybody to show up at a certain moment, but then when the protest is broken up, nothing happens. It’s also true that the repressive regimes have more recently learned how to use the internet to undermine leaders and movements. Most of all, they now understand how to make people cynical. The form of propaganda that most modern authoritarians use - and I think the Russians really pioneered this - deploys sneering cynicism. Instead of praising the rulers, the regime propagandists mock the opposition movement leadership for being supposedly corrupt or sexually degenerate, with the goal of undermining any kind of idealism. JC: MAGA grew on the internet? AA: MAGA is a real grassroots movement. They had symbols, red hats, they showed up at rallies. But you’re right that the cynicism, the sarcasm and the distrust that the movement embodies came originally from the internet, and this is different. Fifty years ago, most European political parties had a social base in real organizations, in trade unions for Social Democrats, in church groups for Christian Democrats. As people stopped going to church and as the trade unions became smaller, the social base of these parties disappeared. Now people who wouldn’t have known one another in the past meet on the internet and create new movements, many of which don’t last. JC: Is history ending? Going in stale circles? AA: History never ends. In truth, human beings want contradictory things at the same time: order and freedom, stability and change. These things are never resolved, and when a society swings too far in one direction, people always push it the other way. But each time that happens, the result is different. Certainly it is true that we are now in a period when old philosophers and ideas from the 1930s are undergoing a revival. Carl Schmitt, who was a philosopher who was very influential on the Nazis, is back as an influence on both the far left and the far right, once again inspiring people to think that all politics has to be existential, that all politics is about defining and defeating enemies. In the US, some are also bringing back dominionism, the idea that we need a Christian and not a secular state. It’s also true that we are living through a more fundamental shift. The old left-right divide, which was mostly about the size of the state, is much less important now. Instead, we are arguing about more fundamental things: what are our rights, what protects our freedom. Or how much power do we want to give small elites, versus how much power to give ordinary people. In America a small group of very wealthy people now control information, because they control the social media platforms and AI, which means they determine what people will read and learn. Finding a way to preserve preserve zones of autonomy and independent thinking, this is going to be the main task for the next generation. JC: What is the one book that a person interested in Central Europe should read? AA: You could read my book “Iron Curtain: the Crushing of Eastern Europe” which tells the story of how the Soviet Union imposed its culture on the region. Or read Tim Snyder’s history of the region, “The Reconstruction of Nations: Poland, Ukraine, Lithuania, Belarus 1569-1999.” And everyone should read “The Captive Mind” by Czesław Miłosz, which describes exactly the phenomenon we were talking about: why do people collaborate? I joined Scott Galloway and the brilliant Fiona Hill in a discussion about the wars in Ukraine and Iran, the future of global power, and what these conflicts reveal about America's role in the world. Scott told us that this was the 400th edition of his podcast, which is quite a number: My friend Francesco Chiamulera runs a brilliant series of literary events, Una Colline di Libri, A Hill of Books, in the Prosecco Hills, a region of vineyards and elegant hill towns in the Veneto, north of Venice. We did an event in Vittorio Veneto and also drove and biked around the countryside. Buy Autocracy Inc Buy Iron Curtain Open Letters, from Anne Applebaum is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe
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