SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " 2 Million " 100 found 🔀 AI-powered Shuffle
Germany Hosts The World Health Summit, But Has No Plan For The World's Health
Of the $262 million Germany pledged to the WHO at the 2024 World Health Summit, only a third has been budgeted.
Permits issued for $22 million Perkins Road elementary school, new Southern Classic Chicken location
Here is a list of commercial and residential building permits issued by East Baton Rouge Parish Government from Sept. 28-Oct. 2.
Fidelis Care Earns 4 Stars in NCQA's Medicaid Health Plan Ratings 2026
/PRNewswire/ -- Fidelis Care, a statewide health plan with more than 2 million members in New York State and a Centene Corporation company, announced today its...
Insurance Australia Group, RAC challenge $942M merger rejection
Insurance Australia Group Ltd. and RAC Insurance Pty Ltd. have lodged applications for a tribunal review of their blocked 1.3 billion Australian dollar ($942 million) takeover deal…
Bishop’s computer science chair says AI is eliminating ‘grunt work’ and reshaping digital jobs
Dr. Russell Butler, chair of Bishop’s University’s Department of Computer Science, says artificial intelligence is increasingly taking over routine digital “grunt work,” changing the skills students and workers may need in the years ahead. Photo courtesy of Bishop’s University. Click here to read our platform! Get local news like this every morning. Subscribe free below. Subscribe Pulse Newsroom Artificial intelligence is already taking over some of the routine digital work once performed by entry-level employees, according to Bishop’s University Computer Science chair Dr. Russell Butler — a shift he believes will make expertise, judgement and the ability to evaluate AI-generated work increasingly important. Butler described the change as automation reaching what he calls the “bottom of the cognitive pyramid” during an interview with The Pulse about AI, university education and the future of digital work. His argument is not that humans are disappearing from the workplace. Instead, he sees their role changing as AI becomes capable of handling more of the repetitive tasks involved in computer-based work. “Everything’s converging on just AI basically doing all the grunt work,” Butler said. The bottom of the cognitive pyramid Butler is from Lennoxville, completed his undergraduate studies at Bishop’s and later earned his PhD at the Université de Sherbrooke. He joined Bishop’s in 2019 and now chairs its Department of Computer Science. He uses AI in research, teaching and other creative work, and said the technology is increasingly capable of handling routine digital tasks that once required substantial human time. “You’ve got the grunt work, like moving things around in Excel, doing basic programming tasks,” Butler said. “That’s like the bottom grunt work that the entry-level worker would have done two or three years ago.” Butler went further, saying in his view that much of this type of work has already been absorbed by AI tools. He connected that change to a shift he sees taking place in computer science, where entry-level roles have declined while experienced workers can use AI to increase what they can produce. “A senior developer now has access to essentially an unlimited amount of junior developers on demand,” Butler said. He was describing AI systems metaphorically, not literal employees. His point was that one experienced developer can now ask AI tools to produce code or other technical work that might previously have been assigned to more junior workers. That raises a broader question for universities and employers. If some of the simpler work traditionally given to newcomers can now be done by machines, how do people gain the experience needed to become senior workers themselves? Students doing work that once required years of programming Butler said he is already seeing the change inside his classroom. He created a Bishop’s course called CS208, Coding in Plain English, to show students — including those without traditional programming backgrounds — what they can accomplish using AI. Some come from disciplines such as psychology or neuroscience with no previous programming experience. “What I’m finding is that students who have zero programming experience, they come in from another discipline like psychology or neuroscience or something, they are now able to get up and running with real data sets,” Butler said. Butler’s own doctoral work involved neuroimaging, and he said he has assigned students work he considers comparable to the kinds of analysis he performed during his PhD. He described giving students a real dataset, an expected result and instructions to use AI to complete the analysis. Butler said those students have been able to carry out work at a level he associates with tasks he once performed after years of programming experience. That does not mean a student using AI instantly acquires the same knowledge as an experienced computer scientist. But Butler sees it as evidence that AI can dramatically lower the technical barrier between having a problem to solve and producing a working result. The role of the person using the system then changes. They need to know what to ask for, understand enough about the subject to judge the answer and take responsibility for what is ultimately produced. What about AI hallucinations? One persistent concern surrounding generative AI is hallucination — when a system produces information that sounds convincing but is false or unsupported. Butler said that problem has improved substantially in newer systems and is not as severe as it was with earlier models. He pointed in particular to newer AI systems’ ability to search the web, consult scientific databases and return source links rather than simply generating a citation from their internal model. Butler nevertheless said users should verify what AI produces. “You should verify,” he said while discussing citations generated with AI. His position is that hallucinations have become less common in the systems he uses, not that incorrect AI output is impossible. Human checking remains part of the process. Hours of work compressed Butler offered another example from his administrative work at Bishop’s. The university has been comparing CEGEP courses with first-year Bishop’s courses to determine where students may qualify for advanced standing. Traditionally, Butler said, that means reviewing two sets of course descriptions and manually matching one institution’s courses with another’s. As department chair, that could require hours of reading and comparison. He said AI can now be given both sets of material and asked to generate an initial mapping automatically. “It saves me hours and hours of work,” Butler said. Butler said the AI-generated mapping can also produce a better result than he would produce himself. He sees similar opportunities in businesses. A company may receive specifications, drawings, emails or other digital material from customers and then have employees convert that information into an internal format before anything can be manufactured or delivered. AI can increasingly perform parts of that intermediate processing. In Butler’s view, the employee does not necessarily disappear. Instead, the job becomes more about checking the result. “The human is still there,” he said. Judgement could become more valuable That change is central to Butler’s view of where digital work may be headed. If AI can produce a first draft, write basic code, compare documents or process large amounts of information, he argues that knowledge and judgement become increasingly important. “The real scarce resource going forward is going to be domain knowledge, expertise, and… credentials, authority, the ability to work with other people,” Butler said. He is therefore encouraging students not only to learn AI tools but also to broaden their education. He mentioned acting, fine art and photography as examples of courses that can help develop what he described as taste and intuition — the ability to recognize what is good, what is not and what should be changed. “And that’s the skill that they need now because the grunt work has been automated and now it’s about evaluating what the AI produces and telling it how to improve or expand the output,” Butler said. That does not remove the need for technical knowledge. Butler’s argument is that the emphasis may shift away from manually completing every step of a task and toward directing, checking and improving work produced with AI assistance. He also stressed that humans remain responsible for final decisions. “At the end of the day, the human has to make the final call,” Butler said, pointing to the question of accountability. Physical work may be different Butler draws a distinction between digital work and jobs requiring people to manipulate the physical world. He expects AI to continue advancing quickly in tasks performed almost entirely on computers. He is more cautious about claims that humanoid robots will soon be able to replace workers such as plumbers or electricians. Butler said those trades would not be replaced “anytime soon” in his view and described some current robotics demonstrations as overhyped. He described the situation as counterintuitive. “It’s almost like we solved the highest level first,” he said, contrasting advances in digital AI with the harder problem of building robots capable of operating reliably in the physical world. Butler’s argument is that some digital occupations could face automation sooner than trades requiring complex physical work. The wider AI shift in the Townships Butler’s comments come as local institutions are increasingly grappling with how AI should be used. The federal government recently announced up to $162 million over five years for 10,000 AI-related placements through Mitacs. The Université de Sherbrooke told The Pulse that the number of its collaborative research and innovation projects supported through Mitacs has approximately doubled since 2018-19, while the number of placements has approximately tripled. UdeS also said it already has projects involving both AI adoption and the application of AI to other fields. At Bishop’s, Butler said part of his role involves building the Computer Science department’s local presence, connecting students with regional partners and strengthening relationships with the Sherbrooke technology ecosystem. Those developments put universities in a difficult position. They have to prepare students to use the tools employers increasingly have available while also making sure graduates understand enough to recognize when those tools are wrong, incomplete or being applied to the wrong problem. The risk of losing human skills Butler does not see AI as risk-free. Later in the interview, he raised a separate concern: as AI becomes better at reading, writing, programming and other cognitive tasks, people could lose some of the underlying skills that historically helped produce new ideas. “The other danger is that we’re going to lose the human skills,” Butler said. He specifically mentioned reading and writing and argued that people could lose some of the lower-level understanding that contributes to breakthroughs. Butler said AI systems are based on existing human knowledge and argued that they become much more powerful when paired with a capable person. That tension runs through his view of the technology. AI can remove hours of routine work. It can allow beginners to perform tasks that once required substantial technical training. It can give experienced workers significant leverage. But the more capable the technology becomes, the more important it may be for people to develop the judgement needed to decide what should be done in the first place. For Butler, that is where education may have to change. Students still need to understand their field. They still need to know when something is wrong. And they still need to be able to make the final decision. But if AI increasingly handles the bottom of the cognitive pyramid, the value of a worker may depend less on how quickly they can perform the grunt work and more on whether they understand what the work is supposed to accomplish. Don’t miss the next story that affects your community. Join thousands of readers getting The Pulse every morning—plus breaking news alerts when it matters most. If you value this kind of local journalism, consider supporting it. Subscribe, share and like! Subscribe Share
Hotel Vin Rogers opens in Pinnacle Hills
A more than $72 million hotel recently opened in the Pinnacle Hills area of Rogers with three food-and-beverage concepts, an outdoor pool, and more than 10,000 square feet of event...
Miami-Dade Homeless Trust says Citrus Health employee charged in alleged theft of $1.2 million
A Citrus Health Network employee has been arrested and charged with allegedly stealing more than $1.2 million in funds.
'Very disappointing:' Schools scramble after lawmakers spike behavioral health grants
Ten districts and charters applied for $1.2 million for optional in-school services. A legislative committee abruptly tabled the idea last week.
After Trump opened Bears Ears land to business, prospectors swooped in
All the claims on the 1.2 million acres of newly opened land appear to have been filed by small-scale miners in Utah with an interest in uranium.
How fitness science is helping young athletes prevent injuries
According to the Centers for Disease Control, 2 million high school athletes are hurt each year in the U.S. between playing and practicing.
Oracle and Buck Institute for Research on Aging Advance Federal Aging Research Initiative
ORLANDO, Fla., Sept. 23, 2026 — Oracle Health and Life Sciences Summit — Oracle and the Buck Institute for Research on Aging are collaborating to advance intelligence into age-related disease and support discoveries that can extend the healthy years of life. Buck will leverage Oracle Life Sciences Data Intelligence, which encompasses 122 million+ de-identified longitudinal […]
Republic Business Credit Provides $2MM Factoring Facility to Diesel Delivery Company
Republic Business Credit (RBC) formed a partnership with a diesel fuel supply and delivery enterprise, providing a $2 million factoring facility to accelerate
Entrepreneur bilked former Siemens CEO of nearly $2 million, feds say
Prosecutors say Wanja Oberhof embezzled most of that money, using it in part for back rent on his nearly $20,000-per-month Manhattan penthouse.
Images: Science Square's latest jobs hub arrives on Westside
One of the world’s leading battery makers officially cut the ribbon this week on a $56-million, jobs-producing investment into research and development at the cusp of Georgia Tech.Spread across four stories where English Avenue meets Midtown, Duracell’s Global Innovation Center for Research and Development marks a key addition for Science Square, an 18-acre, mixed-use district expected to produce 500 homes, retail, and nearly 2 million square feet of lab and office space across multiple phases.
How Washington Funded the Politicization of Science
Over the last half-decade, the National Science Foundation (NSF) has spent hundreds of millions of dollars on projects designed to influence academic policies, both in the sciences and other disciplines. The aim was to foster a progressive conception of social justice in these fields. In pursuit of this end, the foundation earmarked nearly a million dollars for a project titled “Creating Inclusive Scientific Societies through Policies and Practices,” over a million for a project on “Faculty Online Learning Communities for Gender Equity,” and over $2 million to foster “racial equity focused departmental change.” Through a public records request, I’ve obtained the proposals and progress reports for dozens of NSF grants designed to promote social justice. Although funding for these grants was eventually halted by the Trump administration, the projects illustrate an important facet of recent higher-education policy. Many of the university policies that promised “social transformation” didn’t arise in a vacuum. They were actively encouraged by outside funders—often by the federal government itself. Subscribe Accreditation—the peer-review process which enables universities to receive federal grants and student loans—has recently become a policy battleground, with accreditors wielding significant power over both universities and academic disciplines. In 2020, when Oregon Health and Science University’s medical school issued an extensive diversity action plan—which promised “consequences” for employees who failed to support “DEI, anti-racism and social justice”—it specifically pointed to the Liaison Committee on Medical Education (LCME), the medical-school accrediting body, to justify the overhaul. The NSF actively promoted DEI-focused accreditation policies. The proposal for a $1.2 million program on promoting “community engagement” in STEM, which I obtained through a records request, notes that the Accreditation Board for Engineering and Technology was exploring changes to its criteria “that would incorporate JEDI [justice, equity, diversity, and inclusion].” The proposal promised to “support broader JEDI efforts in the general criteria for engineering.” Another grant funded a conference designed to “identify and share best practices and strategies to integrate IDEA principles in accreditation criteria”—referring to an acronym that stands for “inclusion, diversity, equity, and accessibility.” Scholarly societies have become another flashpoint in debates over higher education. Critics argue that many of these societies, which have the power to shape entire disciplines, have become increasingly politicized. Again, through its giving, the NSF played a role in promoting this politicization. In one million-dollar grant that received funding in 2024, a group of psychologists proposed a series of social-justice reforms to the Society for the Psychological Study of Social Issues. The proposal, which I obtained via a records request, asserts that “[r]edistributing resources (such as moving different people into leadership roles) is not enough” and that the society’s “governance structures do not yet reflect its stated values of diversity, equity, and inclusion.” Its solution: review and rework the society’s criteria for leadership development, academic awards, conferences, and publications. Adjusting review criteria informed by “intersectionality” designed to fight “epistemic exclusion” is an easy way to introduce de facto ideological litmus tests into the peer-review process. For many of the grants I obtained, such litmus tests seem to be the point. “Academic departments are racialized social systems that produce and sustain the byproducts of systemic racism,” a proposal for a $2.7 million project funded in 2024 asserts, promising to develop “departmentally-focused change efforts that cultivate values, assumptions, and behaviors that advance racial equity.” The University of Illinois Urbana Champaign’s million-dollar “I-ADVANCE” project, which effectively created a small DEI bureaucracy on campus, promised to Embed 28 ADVANCE faculty fellows in STEM departments” to amplify its equity goals. Another $1.2 million project promised to create “faculty online learning communities,” made up of scientists at universities around the country, that would eventually build department-level diversity action plans. “Ultimately,” the proposal asserts, perhaps more perceptively than its authors realized, “both organizational change and intersectionality frameworks deal with power.” Indeed, such grants confer a great deal of power to administrators and scholar-activists, who can even use the mere availability of funding as a tool to advance their causes. That history is worth remembering amid today’s debate over federal involvement in higher education: Washington has been shaping university priorities for years, including by financing efforts to instill progressive ideas about race, gender, and equity into academic institutions—and many of the policies those grants encouraged remain embedded within universities long after the federal money has stopped flowing. John D. Sailer is the director of higher education policy and a senior fellow at Manhattan Institute. Share
A-State receives $2.2 million grant from National Science Foundation
Arkansas State University has received a $2.2 million award from the National Science Foundation (NSF) to lead a multi-institutional research project to improve drought tolerance in rice and wheat, two...
Broward Health Medical Center Dedicates Boyce Haller Family Cardiac Catheterization and Electrophysiology Suite, Made Possible by $5.2 Million Family Gift
(L-R): Michelle Thoman, chief operating officer, Broward Health Medical Center, Eileen LaMarca, consultant for the Broward Health Foundation, philanthropist Linda Haller, Shane Strum, president and CEO of Broward Health, Stacy Angier, commissioner on the North Broward Hospital District Board of Commissioners, and Lauri Littleton, associate chief nursing officer, Broward Health Medical Center, cut the ribbon […]
Patagonia’s CEO is worried about political apathy—so the company offered 112,000 people $100 to help 3 friends plan to vote
The $11.2 million incentive disappeared in four days. Researchers say a friend’s nudge could help turn environmental concern into votes.
New Hampshire Receives Over $2 Million in Federal Grants to Support Mental Health Efforts Statewide
Governor Kelly Ayotte and Commissioner Lori Weaver of the Department of Health and Human Services (DHHS) celebrated New Hampshire receiving over $2 million in federal grants aimed at expanding behavioral health crisis support and mental health services across the state. The grants will provide critical funding for New Hampshire’s 988 Lifeline and support mental health...
Manchester United announce seventh annual loss in latest financial record
Manchester United finished third in the 2025/26 Premier League season while recording their lowest wage bill in six years, The Athletic reports.United spent £302 million on wages during the year, dow...
$300,000 Catholic Medical Center investment expands dental and health care access for Manchester’s most vulnerable residents
The investment is the second installment of CMC’s $2 million, three-year commitment to the programs, bringing its total support to date to $600,000
Students flock to Radford’s new $1.2 million, 10,000 sq. ft. e-sports facility
On Oct. 23, Radford University will hold a ribbon-cutting on its new state-of-the-art e-sports facility.
GameStop (GME)’s Collectibles Business is Quietly Rewriting its Profit Story
On September 8, 2026, the Wall Street Journal reported GameStop Corp. (NYSE:GME) second-quarter net income of $298.7 million, up from $168.6 million a year earlier, even as revenue fell to $790.2 million from $972.2 million. The video-game retailer raised its full-year adjusted EBITDA outlook to more than $650 million from a prior target of more […]
Obesity Startup Ilant Health Bets Its Revenue On Better Patient Outcomes
Founder Elina Onitskansky's Ilant Health has raised over $22 million to pair weight loss drugs with dietitians, behavioral health and peer support.
Impression 5 Science Center breaks ground on teen-designed TECH space
The $3.2 million project is called TECH, which stands for Teen Exploration and Creativity Hub.
ACA health coverage enrollment in NH declined by 4.8k after credits expired
The KFF analysis found that New Hampshire enrollment in ACA healthcare plans fell by 8 percent from 2025 to 2026. Across the country, enrollment fell from roughly 21.8 million in 2025 to 19.2 million in 2026, per KFF.
Sarasota Memorial Invests in Future Healthcare Access for One of Southwest Florida’s Fastest-Growing Communities
Sept. 22, 2026 – With the four-county region expected to grow from approximately 1.2 million residents today to nearly 1.8 million over the next 25 years, Sarasota Memorial Health Care System (SMH) is moving forward with plans to acquire approximately 120 acres in Manatee County’s fast-growing State Road 64 corridor. Located within Sarasota Memorial’s four-county […]
Impression 5 Science Center breaks ground on teen-designed TECH space
The $3.2 million project is called TECH, which stands for Teen Exploration and Creativity Hub.
U.S. Open Men’s Final Draws Record 3.2 Million Fans
Zverev won his second major title of 2026 and kept the American men’s drought at 23 years.
Up to 12 Million Americans Have Lost Health Coverage During Trump’s Second Term: Analysis
Independent healthcare analyst Charles Gaba reveals up to 12 million Americans lost healthcare coverage under Trump's second term. Medicaid, ACA, and CHIP enrollment all down significantly.
CVS Health; Criteo Agree to Pay $20.5 Million to Resolve Website Tracking Litigation
Settlements have been agreed to resolve class action litigation against CVS Health & Criteo and American Wellness Corp. The lawsuits stem from their CVS & Health and Criteo have agreed to pay $20.5 million to resolve class action litigation over the use of website tracking tools. American Wellness Corp. has agreed to pay $2 million to settle a similar class action complaint.
Essentia Health-Fargo opens $2 million suite to expand heart rhythm care
FARGO (KFGO) - Essentia Health-Fargo has opened a second electrophysiology procedural suite, a $2 million expa...
Robots reshape the future of homebuilding
America’s housing industry is facing a severe labor shortage and a longstanding productivity problem, creating growing interest in robotics and automation to increase homebuilding capacity, CNBC reports. The U.S. is short roughly 1.2 million homes, while nearly 300,000 construction jobs were open at the end of 2025. Labor shortages cost builders an estimated $11 billion […]
South American 'Pompeii': Volcanic eruption 22 million years ago preserved a snapshot of the Andes forming
An enormous volcanic eruption buried a snapshot of the baby Andes mountains, revealing a slow-and-steady growth rate.
Nobel Prize in medicine jointly awarded to Karl Deisseroth, Peter Hegemann and Georg Nagel
The Nobel Prize in medicine was awarded Monday to Karl Deisseroth, Peter Hegemann and Georg Nagel for their research into light-gated ion channels and optogenetics. The prize money this year is 12 million…
HHS cuts minority health budget for RFK Jr.’s security
HHS cut $12 million from its Office of Minority Health as Secretary Robert F. Kennedy Jr.’s security costs rose, prompting criticism from congressional caucus l...
Q&A: Special Forces vet talks politics and family
Courtesy | Nick Freitas Nick Freitas is an author, political commentator, and social media influencer with more than 2 million Instagram followers. He served in the Virginia House of Delegates as a Republican from 2016–2026 and, before then, was a sergeant and Green Beret in the U.S. Army Special Forces. Freitas gave a lecture on...
Sunday hours ending Nov. 1 at Central, Franklin Avenue libraries
As the city of Des Moines faces a $12 million deficit for fiscal year 2027-2028, the Des Moines Public Library (DMPL) will see a $750,000 funding cut. The Des Moines Library Board of Trustees voted this week to eliminate Sunday hours at the Central and Franklin Avenue libraries beginning on Sunday, Nov. 1. The last…
Teal Health raises $22M ahead of expected surge in demand with new coverage mandate
Teal Health, maker of an FDA-approved at-home cervical cancer screening device, has raised $22 million in a Series A funding round. | Starting in 2027, most health plans are required to cover the cost of self-collected tests with no cost to consumers, including follow-up tests. Teal is working to coordinate billing with major commercial payers ahead of that deadline.
SLR Business Credit Provides $1.2MM Senior Secured Asset-Based Credit Facility to Gourmet Mushrooms
SLR Business Credit (SLRBC) closed a $1.2 million senior secured asset-based credit facility to Gourmet Mushrooms. The facility is structured exclusively
Museum of Life and Science seeks additional $2M from Durham County as costs rise
The Museum of Life and Science is asking Durham County for an additional $2 million as rising construction costs have left the museum facing a $3.5 million funding gap.
Brazil: Lessons from a Disaster
By Antonio Martins (Outras Palavras) Defeats become deeper and more prolonged when we misunderstand what caused them, avoid correcting course, and embrace “solutions” that only compound our mistakes. Lula’s government and the Brazilian left suffered a disaster in Sunday’s election. Contrary to every poll, the president finished the first round 2.2 million votes behind Flávio Bolsonaro—and, more significantly, 3.4 million votes below his total four years ago, when the machinery of the state was working against him and in favor of his opponent. His vote share declined in 98 percent of Brazil’s municipalities. The PL, the main party of the far right, elected 121 deputies and 28 senators, becoming the largest caucus in both houses of Congress. The parties aligned with the Centrão—Brazil’s bloc of transactional center-right parties—were somewhat diminished, but will still hold roughly 250 seats in the Chamber of Deputies and 35 in the Senate. That will make it easier to assemble the majorities needed to amend the Constitution or impeach Supreme Federal Court justices. If elected, Flávio Bolsonaro could appoint four members of the Court, substantially altering its internal balance of power. What produced these results? How can the far right be prevented from consolidating them into a prolonged political hegemony? And what is the essential change of direction the left now needs? Explaining the Disaster Across the commercial media and the exuberant chaos of digital platforms, interpretations are multiplying. Some focus on specific episodes: Lula’s absence from the Globo debate, his very close relationship with Alexandre de Moraes, or his emphasis on issues supposedly remote from most people’s everyday concerns, such as rare earth minerals. Among the more systemic interpretations, three seem especially questionable. One argues that the principal defeat was not the left’s, since its congressional representation declined only slightly. The decisive movement captured at the ballot box, according to this view, was a shift within the right itself—from the more moderate and transactional forces of the Centrão toward the more ideological and radicalized forces of the PL and Novo. A second interpretation holds that the nature of electoral and political processes has changed. The material interests and aspirations of society, it argues, no longer play the central role they once did; they have given way to forms of subjective self-identification that the left has yet to understand. And a third concludes that, because of these two developments, we should expect a political winter: a prolonged period in which the far right and the broader right dominate Brazilian political life. There are important elements in all three interpretations. The problem lies in what they deny or leave out: Lula’s third government was a small-bore government. It offered the majorities that elected it neither a clearly better life nor reasons to believe again in politics and its power to transform society. These failures flowed from two fatal accommodations, which I will examine below. As a result, the government suffered a slow but steady erosion of support. And, as has happened in so many Western countries, it gave the far right the opportunity to present itself as anti-system and to benefit from popular frustration and distress. The interpretation that emphasizes the migration of votes from the center-right and traditional right toward the far right has been advanced, among others, by the courageous journalist Leonardo Sakamoto. In his UOL column on Monday, October 5, he highlights the miserable behavior of the traditional conservative parties. Over the past four years, they repeatedly joined forces with the “neo”-fascists, helping to “normalize” them—a criticism that could equally be directed at almost the entire corporate media. Believing they could use the far right as a stepping stone, they instead ended up partly devoured by it. This was especially true in the Senate, where the PL’s gain of 13 senators and Novo’s gain of two came at the expense of the PSD, which lost nine; the MDB, which lost two; the PSDB, which lost two; and the PP, which lost one. Sakamoto’s observation is accurate and necessary, but it leaves uncomfortable questions unanswered. Why did the erosion of the Centrão benefit the far right rather than, for example, producing growth for the left—as has happened so many times before, both in Brazil and elsewhere? The answer is not difficult. Throughout its four years in office, Lula’s third government was almost invariably associated with the Centrão. Here lies its first accommodation: accepting the limits imposed by conservative institutions; avoiding, as much as possible, any attempt to strain those limits through popular pressure; and believing only in the modest changes that could be squeezed through openings in Congress. The failure of the campaign to end the six-day workweek is emblematic. Lula could have electrified the presidential race by pairing it with a popular campaign for passage of the measure. Instead, he chose to place his hopes in the hands of Senate president Rodrigo Alcolumbre. He generated no mass mobilization, did not force his opponents onto an uncomfortable defensive, and won no victory. In September 2025, the government squandered the greatest of its many opportunities to shake up conservative power in Congress. Popular opposition to the so-called Shielding Amendment—which, if approved, would have restricted criminal proceedings against members of Congress—brought crowds into the streets, mobilized primarily by artists and social movements. This opened the possibility for a broader political education: a campaign that could begin exposing the limits and dysfunctions of Brazil’s political system while putting Bolsonaro’s movement on the defensive for its predictable support of political privilege. The amendment was defeated. But the executive branch then backed away from the fight. It remained associated with an institutional world widely seen as corrupt, elitist, and indifferent to ordinary people’s struggles. In doing so, it forfeited its credibility as a vehicle for the protest vote. On Sunday, it reaped the bitter fruits. Are We Doomed? Taking a different approach from Sakamoto, the philosopher Moysés Pinto Neto and other writers have drawn attention, in their first analyses of October 4, to the fragmentation of the public sphere produced by Big Tech platforms. Through their algorithms, these platforms present each person with a different view of social reality. As a consequence, it becomes much harder to identify common material problems and demands—for example, the fight for labor rights or for a properly funded public health system. Voters no longer embrace such demands, these authors argue, because they no longer see themselves as part of a collective. Instead, they tend to value the identities assigned to them by neoliberal subjectivity—the role of the entrepreneur, for example. On this interpretation, the left’s possible error lies in clinging to outdated illusions. Moysés’s warning is highly relevant and resonates with arguments such as Naomi Klein and Astra Taylor’s “Apocalyptic Fascism and the Billionaires’ Bet.” Unlike a century ago, the far right no longer promises a radiant future. It concentrates instead on resentment—especially that of young men. “They belong to a generation that fears it may never own a home, but compensates with the pleasure it gets from constantly provoking progressives online. Convinced their future has been stolen, they share memes romanticizing historical authoritarian regimes,” the authors write. But Moysés seems to confuse this danger with inevitability. He fails to see that the left’s answer cannot be adaptation. On the contrary, it must strengthen the possibility of politics as collective action. Nor does he recognize that precisely such a reversal is already becoming possible in some of the most promising mobilizations of the twenty-first century: the election, at the end of 2025, of the young Muslim Zohran Mamdani as mayor of New York, on a platform centered on the intensely material fight for an affordable city; the Left Party’s victory in Berlin two weeks ago, built around the demand to expropriate private real-estate corporations; and the very recent wave of demonstrations in Spain—including an occupation of Madrid’s Puerta del Sol—in which tens of thousands of young people mobilized by the Tenants’ Union have demanded limits on rents. By putting itself in the straitjacket of the “fiscal framework” in the first months of 2022, Lula’s third government adopted the second fatal accommodation of its term. Faced with conservative institutions and a country devastated by four years of Bolsonaro, increased public investment was the government’s remaining weapon for offering a more dignified life to the majority and forging an anti-conservative pact with them. The same state that disburses 1 trillion reais a year to enrich a small class of rentiers could instead spend money to extend the Family Health Strategy to every Brazilian, at a cost of 30 billion reais; provide full-day public schooling and childcare to all adolescents and children—and, especially, relief to their mothers; achieve universal sanitation while cleaning up polluted urban rivers; multiply metro systems; begin transforming the urban peripheries; and undertake many other urgently needed projects. In April 2023, an article in Outras Palavras warned that the fiscal framework could “shrink the Lula government and preserve the forces that condemn the country to inequality and regression.” A year later, another article showed that restraints on public spending were strangling policies vital to ordinary people and undermining the president’s popularity. In November 2024 came a reality check, in the form of the government’s humiliating defeat in the municipal elections. Even then, the fiscal lock was neither removed nor loosened. On the contrary: throughout the government’s four years, fiscal restraint remained central to its political narrative. The administration proudly proclaimed that it had “put the state’s accounts in order,” without grasping either how misleading that phrase was—given the payment of 1 trillion reais in interest—or how badly the message was hurting it politically. Lula finally woke up in September 2026. The increase in Bolsa Família benefits, after four years of being frozen; the announcement that anti-obesity drugs would be offered through Brazil’s public health system; and the ban on online betting showed that the state has the power to act decisively on behalf of the majority when those in government are willing to confront obstacles. The huge marches that closed the campaign in Fortaleza, Salvador, Rio de Janeiro, and São Paulo on the eve of October 4 showed how such initiatives can mobilize activists and the broader public. But it was too late—and too little to change the outcome of the first round. History has not ended The possibility of a turnaround in the three weeks leading up to November 25 cannot be ruled out. It will not be simple or easy. Lula must not only make up a deficit of 2.2 million votes; he must also offset the movement of voters who backed other right-wing candidates in the first round, most of whom are likely to move toward Flávio Bolsonaro. Pulling that off will require a broad, grassroots effort to win over voters, potentially reinforced by new initiatives from Lula. The coming hours and days will be decisive. If Bolsonaro’s movement also wins the presidency, the result will create a high-risk situation for Brazilian sovereignty and democracy. The enormous challenges posed by such an outcome would require the left to reexamine, in depth and with a genuine willingness to engage in self-criticism, its political projects—or its lack of them—and its practices. But would that mean we are condemned to the long winter of far-right hegemony that some analyses are beginning to forecast? It is far too early to say, suggests a recent text by Álvaro García Linera, the thinker who served as vice president of Bolivia under Evo Morales. His central hypothesis is that this political current will prove short-lived. At a moment when the entire world is once again talking about sovereignty and protecting national economies, the far right offers a stale, recolonizing neoliberalism. Its submission to the United States is as blatant and pathetic as Flávio and Eduardo Bolsonaro’s overtures to Donald Trump. Its project amounts to something like every man for himself: greater inequality, capitalism without limits, devastation, and supremacism. Will it work? In the United States, just two years into his second term, Trump himself is reaching record levels of unpopularity and may be on the verge of losing Republican control of both the House and Senate in November. Every new beginning is difficult. Whatever the outcome of the second round, the defeats of October 4 show how profoundly the Brazilian left will have to rethink and rebuild. But just as it would be foolish to underestimate the seriousness of its mistakes, it would be equally foolish to conclude that rebuilding a political project is no longer possible. History has not ended. The times are moving faster than ever. Originally published in Portuguese by Outras Palavras. English translation by Eric Blanc; I’ve added the subtitles. More We can’t stop the far right at home or abroad without a revitalized labor movement, which is yet another reason why you should become a sustaining supporter of the Emergency Workplace Organizing Committee (EWOC) — one of US labor’s pivotal bright spots. Relatedly, Jacobin published a short piece of mine reflecting on a decade of Bernie Sanders inspiring a whole new generation of young worker organizers.
Tucker Kraft signs extension on day before Packers' season opener
Green Bay Packers tight end Tucker Kraft will be making his return from a torn anterior cruciate ligament with a contract extension. The Packers announced Saturday that Kraft had signed a contract extension. The team didn’t disclose terms, but a person familiar with the situation told The Associated Press that it’s a four-year, $75 million deal with a maximum value of $92 million that includes a $26.5 million signing bonus. Kraft could have become a free agent at the end of the season if the two sides hadn’t agreed to terms on an extension, though he consistently expressed throughout the offseason his desire to stay in Green Bay.
How fitness science is helping young athletes prevent injuries
According to the Centers for Disease Control, 2 million high school athletes are hurt each year in the U.S. between playing and practicing.
NASA and IBM's open source lunar model turns 17 years of orbiter data into a foundation for lunar science
NASA and IBM have released the Lunar Foundation Model, one of the first open-source AI models for lunar science. Trained on nearly 2 million tile bundles, mostly from 17 years of Lunar Reconnaissance Orbiter data, it cuts the error in predicting polar ice deposits by up to 22 percent compared to the strongest model it was tested against.
How fitness science is helping young athletes prevent injuries
According to the Centers for Disease Control, 2 million high school athletes are hurt each year in the U.S. between playing and practicing.
South Dakota to receive $7.2M in federal funding to modernize rural emergency services
South Dakota will receive $7.2 million through the Rural Health Transformation Program to modernize EMS with 25 projects improving response and telemedicine.
After Trump opened Bears Ears land to business, prospectors swooped in
All the claims on the 1.2 million acres of newly opened land appear to have been filed by small-scale miners in Utah with an interest in uranium.
Guardians reach 2 million fans again. Here’s what drove business.
The Guardians saw gains in group and premium sales, corporate partnerships and TV advertising during another strong season at Progressive Field.
Minnesota offers $3.22 million in grants for soil health projects
Soil and water conservation districts can weigh in on funding needs through Oct. 15
[Press release] Global Fund report shows countries fought to protect essential health services despite challenging year
The Global Fund has now helped save 72 million lives since 2002, with this year’s Results Report highlighting how country and community leadership, innovation and partnership helped protect essential services.
Proposed business park south of Durango could noticeably increase county’s share of manufacturing jobs
Strategic plan calls for nearly 1.2 million square feet of commercial and industrial space over 21 years
Peters' properties under foreclosure are on the market for over $42 million
Most of the properties are located in the downtown area, while another one is situated at the corner of the busy Cerrillos Road-Rodeo Road intersection.
Downtown River Park hits the market with $12M asking price
A roughly 32-acre tract of undeveloped riverfront property in downtown Baton Rouge just north of The Queen Baton Rouge has hit the market with an asking price of $12 million, according to Clay Furr of… Already an INSIDER? Sign in. Already an INSIDER? Sign in
A-State receives $2.2 million National Science Foundation grant
Arkansas State University has received a $2.2 million award from the National Science Foundation (NSF) to lead a multi-institutional research project to improve drought tolerance in rice and wheat, two...
‘A financial lifeline’: Rural pharmacists hope federal funds can bridge healthcare gaps
CINCINNATI (The Ohio Newsroom) -- A large federal grant could help better connect rural pharmacies with local physicians.The Ohio Department of Health recently announced that $2 million from the T
Crypto billionaires donate millions to Reform UK, raising concerns about money in politics
Reform UK, the anti-immigration party led by Nigel Farage, received £72 million (around €83.9 million) from two cryptocurrency billionaires this weekend, prompting concerns about money’s influence in British politics. Ben Delo, co-founder of the BitMEX platform, donated £36 million, and crypto investor Christopher Harborne matched that amount. Harborne supports Reform UK’s policies, believing they will […]
Londonderry approves tax break for biogas warehouse
An estimated $22 million green energy facility is coming to Londonderry in 2028, with the Town Council giving a tax break to the PurposeEnergy project Monday.
Walmart is partnering with a nonprofit insurer to sell Medicare Advantage plans
The co-branded plans will be available to more than 2 million Medicare enrollees in two states when open enrollment begins Oct. 15
A-State receives $2.2 million National Science Foundation grant
Arkansas State University has received a $2.2 million award from the National Science Foundation (NSF) to lead a multi-institutional research project to improve drought tolerance in rice and wheat, two...
Lucas: What if politics actually worked?
There are some 3.2 million registered independent voters in Massachusetts compared to 1.3 million Democrats and 424,000 Republicans.
Maryland health inspector general audits find $42M in improper payments, report says
Maryland’s Office of Inspector General for Health (OIGH) has identified more than $42 million in improper or unrecovered payments over the last four years, acco
Indiana BMV offices ranked nation’s best in analysis of reviews
Indiana’s Bureau of Motor Vehicles offices came out on top of a nationwide analysis of more than 1.2 million Google reviews of public vehicle registration and driver’s license offices.
Newly available reports show state owed millions by providers, local health agencies
The Office of Inspector General for Health did almost 1,400 audits and investigations over the last four years and found more than $42 million in improper or unrecovered payments -- but those reports have only recently been posted for public review.
New Hampshire to receive $2M for mental health services
More than $2 million is coming to the Granite State for mental health services.
Nebraska education board approves funds for healthy food initiative, discusses grant process
After concerns about wanting funding to go to schools, the State Board of Education awarded $2 million in leftover funds to support healthy food in schools for additional projects for infrastructures and marketing.
Entertainment-Booking Startup Ande Raises $52 Million From Lightspeed, Redpoint
Personal AI agents like Instinct and Muse have promised to take away the hassle of booking hard-to-get restaurant reservations, Broadway tickets and sporting events. Now, a startup is coming out of stealth to do the same for corporate entertainment—events, group dining, catering, sporting events ...
SBA Disaster Loans Available for September Flood Damage » CBIA
Business owners can borrow up to $2 million to replace real property, inventory, machinery, equipment, and other physical losses.
Myrtle Beach officials approve revised plans for Carolina RockFest
The event is now tentatively scheduled for April 30-May 2 at Burroughs & Chapin Pavilion Place. "We did some preliminary analysis several years ago and that weekend would be generate, year one, around $20-25 million," Visit Myrtle Beach President Stuart Butler said. "This will grow through the years. CCMF generates about $52 million economic impact on our community. CCMF brought new first-time visitors to Myrtle Beach and turned them into repeat visitors.
Firstborns tend to do better in life. The reason has surprised scientists.
Being born second (or third or fourth) can cost you — literally. For decades, scientists have been asking why younger siblings get less education, have worse mental health and earn less, on average, than firstborns. Thanks to the records of 1.2 million Danish children, they finally have an answer.
U.S. cuts military aid to Europe, Mideast to support Trump allies in Americas
The State Department on Tuesday notified Congress that it will reprogram $52 million in foreign military financing
Legislators abruptly stop a school behavioral health program
The $1.2 million would have paid for onsite "hubs" offering in-person or telehealth support. Ten school districts had already applied for a share of the money.
German and US scientists win Nobel medicine prize for work on light and brain
They will share a prize sum of 12 million Swedish crowns ($1.2 million).
Cosmos Health Adds 5.2 Million Units in New Five-Year Agreements with Target Pharma; Orderbook Surges Past 32.7 Million Units, Up 31% Since June
7 million contracted units added in under two weeks \- Cana Laboratories' orderbook has grown from over 12 million units earlier this year to more than 32.7 million today * Secured orders for 1.
Interim Report: Joint Committee on Finance
The Joint Finance Committee met this morning. First, the committee heard from the Department of Revenue. The general revenue fund is $34.8 million over the estimate. The personal income tax revenue and sales tax revenue are both up. Severance is under the estimate. The state road fund is $27.2 million…
State settles infant formula contamination lawsuit, more Health Headlines
Colorado is set to receive nearly $2 million from Abbott Laboratories after settling nationwide allegations that the company misrepresented the safety of powdered infant formula purchased with state and federal
Hotel Vin Rogers opens in Pinnacle Hills
A more than $72 million hotel recently opened in the Pinnacle Hills area of Rogers with three food-and-beverage concepts, an outdoor pool, and more than 10,000 square feet of event...
Supreme Court rejects Roy Moore's push to restore $8.2M defamation verdict awarded to him
The U.S. Supreme Court has rejected Roy Moore’s push to restore an $8.2 million defamation verdict awarded to him over a 2017 Senate ad | KNSS Radio
Reports show MD owed millions by providers, local health agencies
The Office of Inspector General for Health conducted almost 1,400 audits and investigations over the last four years that found more than $42 million in improper or unrecovered payments — they only recently were made public.
Deserves more chances? Moisés is now last in Santos attack
Moisés arrived at Santos backed by Vojvoda and by the €2 million fee (R$12.3 million at the February exchange rate).And today he is struggling for space after a first half of the year in which he w...
New Mexico is spending big to fix behavioral healthcare. Why is there so little to show?
The Behavioral Health Services Division asked the state for another $7.2 million in general fund dollars for its FY 2028 budget.
Metrohealth receives funding to continue support for maternal health
The Ohio Department of Health is awarding $4.2 million to MetroHealth.
Packers, TE Tucker Kraft agree to 4-year contract extension worth up to $92M
The Packers and tight end Tucker Kraft agreed to a four-year, $92 million contract extension on the eve of Week 1.
Teal Health Raises $22 Million Series A to Expand Access to the Most Accurate FDA-Authorized At-Home HPV Cervical Cancer Screening
/PRNewswire/ -- Teal Health, creators of the Teal Wand™, the first and most accurate FDA-authorized self-collection device for at-home HPV cervical cancer...
Trump doesn't commit to repaying federal funds already spent on ads
Nearly $12 million worth of ads have already aired, according to AdImpact
Citrus Health Network director accused of stealing more than $1 million
Thomas Jardon is being held on a $700,000 bond after being accused of stealing $1.2 million in public dollars from the Miami-Dade County Homeless Trust.
Longtime Purdue benefactor Parrish commits $42M to name new Daniels School building
WEST LAFAYETTE, Ind. — Purdue University has received a $42 million commitment from longtime benefactor and alumnus Roland G. Parrish to name the new flagship facility within the Mitch Daniels School…
Ford Has 5.2 Million Connected Work Vehicles. The Real Business Is What They Know
Ford Pro threads operations together across vehicles, financing, and service to support and help businesses be more productive.
Crypto billionaires give $97 million to Reform UK, fueling concerns about money in politics
LONDON (AP) — Reform UK, the anti-immigration party led by Brexit campaigner Nigel Farage, received 72 million pounds ($97 million) from two cryptocurrency bill
Stellantis supplier to invest $93M in expanding to former Macomb County EV plant
A South Korean automotive components company is investing $93.2 million to expand its operations in Southeast Michigan.
Novuna Business Cash Flow Launches Asset-Based Lending Proposition
Novuna Business Cash Flow has expanded into asset-based lending with the launch of a new £2 million to £25 million funding proposition, extending its ability
Pop superstar Olivia Rodrigo donated $2 million to Indigenous health organization
The Center for Indigenous Health is grateful for the upcoming donation — especially after experiencing federal grant cuts
UL System schools share team-level revenue sharing budgets despite new state law
Louisiana Tech University will spend nearly $2 million in public money to pay its student-athletes this year, while the University of Louisiana at Lafayette will devote $1.5 million to its sports teams.
These 6 Grant Programs Offer Chicago Small Businesses Up to $5.2 Million
Entrepreneurs in the Windy City are eligible for a number of grant programs. Here are six to know about.
Sabre refinances billions of debt; Thryv to sell parts of Yellow Pages business for $142 million
Southlake-based Sabre is refinancing more than $1 billion of debt in one of several deals that have occurred recently in Dallas-Fort Worth. Others include a $275 million acquisition by a Frisco-based home care company and a $142 million sale of some Yellow Pages and White Pages directories by Dallas-based Thryv. Learn about these deals and others in our latest wrap.
Engrams Embedding Entendre: Codesign for Efficient DRAM/SSD Offloading
Engram extends standard token embeddings with learned multi-token lookups. Recurring local patterns retrieve vectors directly, reducing the need to reconstruct them through attention and feed-forward layers. With Engram model architecture optimization, it allows for lower HBM capacity to be needed for models at the same quality. This does not mean there won’t be an insane demand for HBM but it just means that model architecture will continue to innovate around constraints. This model architecture design is naturally codesigned for parameter offloading: each token accesses a few embedding rows whose addresses depend on token IDs, not hidden states. The runtime can prefetch those rows from host DRAM while earlier layers compute, keeping the table outside HBM without transferring entire weight matrices. Our Memory model contains our latest estimates of quarter by quarter HBM, DRAM, & NAND supply and demand. Offloading frees HBM for model weights and KV cache, potentially supporting larger batches or more concurrent sessions. When DRAM becomes the next constraint, NVMe offers another tier. Recommendation systems already cache frequently or recently accessed embedding rows in faster memory while backing colder rows with SSDs. After NVIDIA roadmap had to change due to massively despec’ing Rubin Ultra from 1024GB to now ~200GB of HBM per chip, model architecture optimizations like emgram maybe helpful. Our DeepSeek-V4.1-Flash configuration uses roughly 189 GiB of memory for Engram. We replace it with a memory-mapped (mmap) file and measure serving performance with offload to SSD. Later on in our report, we will show our Engram offloading experiments along with the official InferenceX agentic inference serving results on Engram models like DeepSeekv4.1 Flash across all 6 NVIDIA GPU SKUs along with MI355X. Unsurprisingly, the CUDA Moat is still mogging MI355X on the ultra popular DeepSeekV4.1 Flash model. We also show how even on high capacity HBM SKUs, offloading emgrams to DRAM could result in even better performance for most of the pareto than keeping the emgram in HBM. Our benchmark has been widely reproduced, validated and/or supported by almost every major buyer of compute from Google Cloud to Microsoft Azure to Oracle, to Meta and many more. Furthermore, it has the support of the ML community including from vLLM, LMCache, SGLang, PyTorch, Huggingface and the support of major labs like OpenAI, MiniMax, ZAI, Qwen, Moonshot Kimi, etc. Star the InferenceX GitHub repository if you find the open-source benchmark and data useful!. InferenceX is the only inference benchmark in the world to have TPUv7, Jalapeño, Nvidia Rubin NVL72, AMD, and soon, SambaNova and Trainium. Due to how realistic AgentX scenario is to real world agentic inference workloads, AMD has committed to collaborating on MI455X UALoE72 too. DeepSeek did not release the original paper’s two trained Engram models. We replicated its setup on fineweb-edu using the released code and training hyperparameters, at an estimated 6E18 FLOPs per run. We observed the same U-shape scaling: Engram improved performance over pure MoE baselines. We also reproduced DeepSeek’s results, where earlier-layer representations with Engram resembled those of later layers. Like the original Engram paper, it is possible to probe Engram’s gate scores to see what n-grams DeepSeek-V4.1-Flash makes the most use of. Our gate scan finds names, code fragments, relational phrasing, and boilerplate. These examples prioritize interesting-ness over gate strength. One unexpected result was Wright : Ace Attorney. These examples suggest learned memory optimizes the training objective, not a judgment of which facts deserve storage. Licenses, bibliography fragments, API scaffolding, and website furniture can provide prediction shortcuts, so the value of additional Engram capacity may depend on what survives data preparation. This does not show that table capacity is “wasted”: the evaluation-corpus scan establishes neither training exposure nor the capacity occupied by each category. For offloading, strong gates do not identify cache-hot rows. Low gates do not automatically save reads either: computing the gate requires the retrieved key and undoes the performance gain of a fused kernel. Skipping reads would require a separate usefulness predictor before retrieval. In the original paper’s inference-time ablation, factual-knowledge benchmarks retained just 29–44% of their original performance, while reading comprehension retained 81–93%. This is due to the training–inference mismatch. The resulting degradation therefore measures this trained model’s dependence on Engram, not the performance difference between models trained with and without it. In our ablations, suppressing Engram worsens token likelihood across all evaluated domains, especially encyclopedia text and several code corpora. Surprisingly, GSM8K accuracy stays within measured run-to-run variation and removing Engram has no effect. Engram is not a detachable dictionary beside an unchanged MoE. Removing it changes downstream features and expert selection. We tested whether rerouting hurts or compensates by holding tokens fixed in a teacher-forced experiment on CRUXEval, a code-reasoning benchmark of small Python functions where the model predicts a function’s output from its code and an input, and scoring the reference answer. Removing Engram raised answer loss from 0.2848 to 0.3093 bits/token. Forcing the ablated model to use the original Engram-on expert choices made it worse still, at 0.3375 bits/token. Rerouting partially compensates for the missing memory. Memory features and expert selection work together, rather than following a clean “memory stores facts; experts reason” division. On the same CRUXeval, removing Engram during either phase reduced accuracy and increased generated tokens; removing it throughout produced the largest changes. Keeping Engram for prefill leads to more correct answers than keeping for decode likely due to semantically richer KV cache transferred to decode workers, allowing it to mitigate some of the performance loss. Engram’s table is large, but each lookup is small. DeepSeek-V4.1-Flash requests 24 rows at each of two Engram layers, about 12.4 KiB per processed token position across the model, or 3.1 KiB per GPU when split across four GPUs. Currently as of Day 7 since Model Release, MI355X is still 2-4x worse performance per dollar compared to B200 even when normalized by Mi355X’s lower TCO. Our full total cost of ownership breakdown comes from our AI Cloud TCO Model along with monthly market surveys of over 100+ gpu clouds & gpu cloud customers. On the Day 0 release of DeepSeekv4.1 Flash, NVIDIA vLLM works out of the box with zero issues across all 6 SKUs: H100, H200, B200, B300, GB200, GB300! This was thanks to the amazing work by the NVIDIA & Interact teams! In comparison, AMD vLLM did not work on day 0 for DeepSeekv4.1 Flash.Source: SemiAnalysis InferenceX AMD’s vLLM documentation points to using vllm/vllm-openai-rocm:deepseekv41-flash-0909, but from hour 0 of the model release to hour 23, AMD has not publicly released the image. AMD claims, “SPEED IS THE MOAT,” yet it has still not released it by the 23rd hour. We wish that, going forward, the AMD team has a better process for hour 0 model releases. Eventually when they did publicly release for “day 0” image support, performance-wise, it is currently up to 14.8x worse perf per dollar than H200 and up to 42x worse perf per dollar than B200/B300. The power of the CUDA MOAT is NVIDIA’s collaboration with its massive 6 million-developer community ecosystem including most of the vLLM & SGLang & Tokenspeed maintainers which means that CUDA is optimized on day 0. Overall, AMD did make significant improvements but the performance per dollar is still currently 2-4x worse than B200. AgentX Engram DRAM Offloading Improving Performance The HBM and DRAM offload use the same GPU kernel to select and dequantize rows. With HBM, it reads GPU memory; with Unified Virtual Addressing (UVA), it reads pinned host memory directly. Both support full decode graphs. Moving the table into HBM accelerates only the sparse lookup, leaving decoder computation and communication unchanged, resulting in little overall benefit while consuming memory otherwise available to KV cache. Another benefit of Engram offloaded to DRAM which means you can reduce the communication overhead by using less HBM GPUs per replica. For example, when enabling Engram offloading on B300, we are able to switch from TP4 to now TP2 which improves the pareto curve by up to 1.6x. When iso-model quality, less HBM is required as the engrams could be offloaded to host DRAM. Thus HBM bandwidth matters way more than HBM capacity. For inference workloads where memory bandwidth matters the most, 4-hi HBM provides the best $/bandwidth and therefore lowest cost per token. If China continues to make more and more revolutionary model architecture innovations, soon it could potentially 0Hi HBM stacks. [ ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) [ Long Live the Short King: Why 4-hi HBM Wins ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Myron Xie, Bryan Shan, and 3 others · Sep 13 [ Read full story ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Moreover, on B300 and week-0 stack, moving the Engram table back to HBM did not improve results and stay within run-to-run variance. This is a result of the work optimizing DRAM offload, such as async, and overlap. SSD Offloading On B200, we created a unoptimized vLLM fork and stored the Engram tables in memory-mapped files on local SSDs. File backing lets the OS reclaim table pages when other applications need RAM. Pages already cached in memory can be served without reading the SSD again. Furthermore, note that we were unable to turn on GDS The unoptimized SSD implementation changes how rows reach the GPU. It copies row IDs to the CPU, deduplicates them, gathers the requested rows into pinned buffers, copies those rows back to the GPU and dequantizes them. This work runs between segments of the GPU execution graph. Native UVA performs row selection and dequantization directly on the GPU, avoiding the CPU round trip. A warm filesystem cache removes physical SSD reads, but leaves the coordination, row gathering and transfers. This is why a file already cached in RAM can still perform worse than a pinned DRAM table. The comparison measures the whole serving path; it does not separate the time spent on each of these operations. B200 DRAM dominates both measured SSD serving curves in total tokens per dollar and P90 interactivity. Near 125 tokens/s/user, DRAM delivers 121 million total tokens per dollar versus 52 million for SSD. For production serving, SSD offloading is likely not worth the tradeoff. On the B200 configurations we measured, SSD offloading loses on both measures: every observed SSD point has a DRAM alternative that delivers higher P90 interactivity and more total tokens per dollar. The only points where Cheaper storage does not automatically produce a cheaper inference service. Moving Engram to SSD leaves the same four expensive GPUs and the rest of the server in place. Reclaiming RAM only creates an economic benefit if it enables a cheaper server configuration or additional useful capacity. The current unoptimized path provides neither benefit, and the filesystem cache still consumes RAM when table pages are resident. Next we will look at the mechanisms and specific implementation of ngrams from DeepSeekv4.1 Flash, LongCat, Qwen3.8 Flash Next.
A-State receives $2.2 million grant from National Science Foundation
Arkansas State University has received a $2.2 million award from the National Science Foundation (NSF) to lead a multi-institutional research project to improve drought tolerance in rice and wheat, two...
Jerome Tang, K-State finalizing $12 million settlement agreement: reports
MANHATTAN (KSNT) — Kansas State University and former men’s basketball head coach Jerome Tang are reportedly finalizing a settlement agreement. K-State will reportedly pay Tang $12 million between now and the end of 2027, per ESPN’s Pete Thamel. The university fired Tang ‘for cause’ on Feb. 15 before the end of the 2025-26 season following […]
Essentia Health-Fargo adds new electrophysiology procedural suite
Essentia Health-Fargo has added a new electrophysiology (EP) procedural suite, a $2 million project that repurposed a general operating room.
Netflix’s Summer of Bummer
(Welcome to the Entertainment Strategy Guy, a newsletter on the entertainment industry and business strategy. I write a weekly Streaming Ratings Report and a bi-weekly strategy column, along with occasional deep dives into other topics, like today’s article. Please subscribe.) Today, I’ve got a guest post from longtime friend of the newsletter, Brandon Katz. I’ve been trying to find time all summer to look at Netflix’s straight-to-streaming film slate, but between a pre-planned trip and Nielsen moving up their streaming data timeline, I’ve been swamped. So I reached out to Brandon, one of my favorite fellow analysts, to write about it. And I feel like he captured the tone and data focus of the newsletter perfectly. You can connect with Brandon on LinkedIn and Twitter. Enjoy! Don’t worry, folks. You’re in safe hands with me. To ease any anxieties about an interloper in ESG’s domain, I’ll start by stealing one of his best framing devices: headlines. Box office flops are covered in the same way the Teenage Mutant Ninja Turtles eye pizza: with cartoonish insatiability. I would know. I’m a former reporter who wrote nearly identical headlines: Yet, intentionally or not, streaming misses get treated with kids gloves, filtered through a rosy lens: In the last six years, U.S. streaming viewership has become nearly as transparent as the box office, but the data often arrives weeks later, in a number of less intuitive metrics, and with nary an official budget to be found. This plays into the Wall Street-whispering narratives major streamers have been cultivating for years. They get a pass in a way that theatrical studios simply don’t. Subscribe Netflix’s Summer Slate Not a single Netflix original film released between May and August this year opened above 20 million U.S. TV hours, per Nielsen. That benchmark usually serves as the EntStrategyGuy’s floor for a streaming hit on Netflix. None of these films enjoyed a hit-cementing single week of 20-plus million hours during their runs. Netflix’s two best films were true crime docs, Maternal Instinct (16.5 million hours) and The Crash (19.7 million), the best overall week for a film this summer. Great for most other streamers, but not necessarily what we’re used to seeing from Netflix. For an overly-dramatic comparison, Happy Gilmore 2 opened last summer to around 47 million hours (celebrity cameos, baby!). Zooming out, the picture looks even worse. In 2026, Netflix’s five biggest scripted summer films posted the lowest average (28.6 million hours) and median (28.8 million hours) eight-week viewership totals of the past four years. Now, it’s unrealistic and unfair to expect Netflix to deliver a _KPop Demon Hunters-_sized hit every year. But it’s also not ideal to see the size of their hits shrinking over the last few summers. Let’s quickly run through some of the notable summer misses. Jennifer Lopez and Brett Goldstein’s perfectly fine romcom, Office Romance, fell off the charts after 20 million hours in its first two weeks. Top films usually last for four-plus weeks. Starry titles ideally don’t decay that fast either. Homegrown star Millie Bobby Brown couldn’t prevent the snappy Enola Holmes franchise from diminishing returns. At 14.3 million U.S. hours, the third film posted roughly half of what the first two films did in their first two weeks. What’s on Netflix calculated that per-day global views were down nearly 60% from the second movie. The Whisper Man did okay with more than 36 million hours over its first four weeks. But I expected a little more juice from a film featuring Robert De Niro, Michelle Monaghan, and Adam Scott. Kevin Hart’s Ladies First collected just 11.2 million hours total across two weeks. That’s a big miss for one of Netflix’s go-to stars. Plopping into the same bucket are Sunny Sandler’s Don’t Say Good Luck (10.3 million in two weeks) and John Cena’s Little Brother (17.5 million). Meanwhile, English-language originals Color Book (June 19), In the Hand of Dante (June 24) and Heartstopper Forever (July 17) never sniffed Nielsen’s Top 10 at all, despite needing only 2 to 5 million hours to land in the top ten most weeks. (By my count, eleven English-language scripted original films released between May and August did chart). It’s only fair to mention that Swapped (1-May) posted nearly 42 million U.S. hours over five weeks (the longest Netflix original run this summer) and is currently their eighth most-watched English-language film ever worldwide. Remarkably Bright Creatures (37 million, 4 weeks) and Voicemails for Isabelle (27 million, 4 weeks) weren’t bombs either. Still, overall, I think it’s fair to say this was a quieter summer season than we’re used to seeing from the market-leader. You might not realize that given the language commonly used in public analysis. The Twist Despite the starkly black-and-white tone of the coverage, here’s the twist: when many box office bombs arrive on streaming, their viewership looks a whole lot like many of Netflix’s supposedly successful summer releases. Hmm, where have we heard that one before? Masters of the Universe topped out at $65 million stateside against a $170 million budget_._ I’ll admit, Skeletor ripping sleeveless curls as a gym bro and bodyslamming Adam’s co-workers was funny. But, much to the chagrin of my bank account, my laughter doesn’t launch franchises. Yet the He-Man reboot opened to 19.6 million hours (from a Wednesday five-day opening instead of just one weekend), on par with Hoppers on Disney+ (19.4 million). It put up nearly 47 million hours over its first six weeks, bigger than all of Netflix’s summer releases. Pretty darn healthy and likely to land among the 25 most-watched movies on streaming this year. Sticking with Amazon, The Sheep Detectives just barely broke even at the box office with $133 million worldwide (and only $66 million domestic). I never expected cloven-hooved, cud-chewing mammals to be able to bring me to tears. Yet that’s exactly how I found myself at the end of this surprisingly affecting movie (#NoShame). It was likely the unexpected quality in a family-friendly film that powered its streaming over-performance. Sheep Detectives delivered a solid run for Prime video netting 26.2 million hours! How about franchise IP? Star Wars: The Mandalorian & Grogu had the lowest opening ($81 million) and lowest-grossing Disney-era live-action Star Wars film ($178 million domestic). One day before release, its Heat score (19.8%)—audiences who list their interest as a 7/7—fell behind blockbusters Wicked (21%), Superman (23%), Fantastic Four: First Steps (23%), Michael (23%), Toy Story 5 (26%) and Avatar: Fire and Ash (27%), according to Greenlight Analytics. The urgent enthusiasm just wasn’t there. On streaming, Mando opened to weeks of 12.1 million, 6.1 million and 2.7 million hours (21 million total) over its first three frames. Not the numbers Lucasfilm was hoping for nor the numbers of a streaming hit. But they’re in the same vicinity as some Netflix summer releases with $345 million at the global box office to offset a smidgen of the pain. Final Thoughts So why oh why does this nuance gap exist? Four key reasons: Data Literacy: A “$100 million opening” just makes sense. After decades of box office reporting, even casual movie fans are well-versed in the benchmarks of hits and home runs. There’s an immediate shorthand. But “16.5 million” hours doesn’t land nearly as cleanly. Despite leaps of progress, the streaming ratings era is still in its infancy compared to theatrical. The EntStrategyGuy and I met thanks to a late 2010s group chat of data nerds hungry to find a shred of certainty in nebulous streaming performance. I’m not surprised to see “No. 1 on Netflix” still getting misconstrued out in the wild. Timing: By Friday morning, we have the box office’s Thursday night previews totaled, allowing us to better project the weekend’s expectations. From there, ticket sales are reported daily. By Sunday, the film’s fate is usually finalized, at least in terms of public perception. In streaming, Nielsen recently improved its delay to…two weeks. The medium isn’t forced to contend with instant gratification as harshly. Financials: Theatrical film budgets are a mere Google away. Profit and loss is calculated in the cold and unforgiving naked light of day for all to see. But finding the vast majority of streaming exclusive movie budgets requires the forensic investigation skills of a Criminal Minds detective. Also, it’s very difficult to calculate how much revenue/value a straight-to-streaming films provides a streamer. This is why there are so few stories about streaming original movies “losing X amount of money”. On top of that, marketing budgets are far greater for theatrical movies than streaming exclusive movies, which leads to earlier and better awareness. This then translates to a wider pool of potential interest. Narrative Control: Netflix is the only major streaming service to publish weekly first-hand viewership data and annual engagement reports. Naturally, some headlines borrow their first-hand framing**.** Other streamers benefit from their comparative lack of transparency. They may occasionally announce vague performance platitudes such as Apple TV’s Mayday becoming its “biggest film debut on the platform to date over its first 18 days,” and that it ranked No. 1 with left-handed viewers in its first weekend. (Fine, I made up that second one). But, for the most part, they keep first-hand viewership shrouded in mystery to avoid bad press. Especially for outlets that demand multiple articles per day from their writers, it’s an easy (and understandable) way for some reporters to hit their daily article quota by just repeating what the streamers have told them. TL:DR version: Streaming-exclusive movies are asked to do different things than theatrical movies, but that doesn’t mean they should escape judgment. Both still need to draw enough eyeballs to justify their cost within the proper performance contexts. The more cleanly we can inject a little nuance into streaming analysis, the better we’ll understand the audience and content trends that drive this industry. And that’s what all of this is really about: knowing what audiences actually want! Brandon Katz is the Director of Insights & Content Strategy at Greenlight Analytics where he focuses on evaluating the ever-fluid media landscape to unearth understanding, opportunity and value. Greenlight Analytics is the entertainment intelligence consulting company redefining how Hollywood finds, understands, and activates audiences. Prior to joining Greenlight Analytics, he served as the senior entertainment industry strategist at Parrot Analytics, and as a full-time entertainment industry reporter covering the Xs and Os of Hollywood, most notably with TheWrap and the Observer.