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Final Four 2026: Low-scoring semifinals were 'not pretty in any way, shape or form.' Will NCAA championship be any different?
Connections: Sports Edition today: Hints and answers for April 4, 2026, puzzle No. 558
Welcome to Connections: Sports Edition Coach — a spot to gather clues and discuss (and share) scores.
BREAKING: AJ Ferrari will not return to Nebraska next season
Nebraska heavyweight AJ Ferrari will not return to the Huskers next season and is expected to enter the transfer portal, first reported by HuskerOnline.
Former Bluefield economic developer completes first year with Small Business Administration
A longtime southern West Virginia economic developer has completed his first year working for the federal government.
Downed fighter jet punctures Trump’s and Hegseth’s claims of air invulnerability
An Iran war that was already proving quite unpopular with the American people has entered a new, more problematic phase for President Donald Trump.
Don't gift children chicks, ducklings for Easter. Here's why
Oregon health officials warn against gifting live poultry for Easter due to Salmonella risk, especially for young children.
President Trump expected to deliver new executive order attempting to regulate college sports: Sources
Sources: President Trump expected to deliver new executive order attempting to regulate college sports
Gemma 4 and what makes an open model succeed
Having written a lot of model release blog posts, there’s something much harder about reviewing open models when they drop relative to closed models, especially in 2026. In recent years, there were so few open models, so when Llama 3 was released most people were still doing research on Llama 2 and super happy to get an update. When Qwen 3 was released, the Llama 4 fiasco had just gone down, and a whole research community was emerging to study RL on Qwen 2.5 — it was a no brainer to upgrade. Today, when an open model releases, it’s competing with Qwen 3.5, Kimi K2.5, GLM 5, MiniMax M2.5, GPT-OSS, Arcee Large, Nemotron 3, Olmo 3, and others. The space is populated, but still feels full of hidden opportunity. The potential of open models feels like a dark matter, a potential we know is huge, but few clear recipes and examples for how to unlock it are out there. Agentic AI, OpenClaw, and everything brewing in that space is going to spur mass experimentation in open models to complement the likes of Claude and Codex, not replace them. Especially with open models, the benchmarks at release are an extremely incomplete story. In some ways this is exciting, as new open models have a much higher variance and ability to surprise, but it also points at some structural reasons that make building businesses and great AI experiences around open models harder than the closed alternatives. When a new Claude Opus or GPT drops, spending a few hours with them in my agentic workflows is genuinely a good vibe test. For open models, putting them through this test is a category error. Something else to be said about open models in the era of agents is that they get out of the debate of integration, harnesses, and tools and let us see close to the ground on what exactly is the ability of just a model. Of course, we can’t test some things like search abilities without some tool, but being able to measure exactly the pace of progress of the model alone is a welcome simplification to a systematically opaque AI space. Share The list of factors I’d use to assess a new open-weight model I’m considering investing in includes: Model performance (and size) — how this model performs on benchmarks I care about and how it compares to other models of a similar size. Country of origin — some businesses care deeply about provenance, and if a model was built in China or not. Model license — if a model needs legal approval for use, uptake will be slower at mid-sized and large companies. Tooling at release — many models release with half-broken, or at least substantially slower, implementations in popular software like vLLM, Transformers, SGLANG, etc due to pushing the envelope of architectures or tools. Model fine-tunability — how easy or hard it is to modify the given model to your use-case when you actually try and use it. The core problem is that some of these are immediately available at release, e.g. general performance, license, origin, etc. but others such as tooling take day(s) to week(s) to stabilize, and others are open research questions — with no group systematically monitoring fine-tunability. In the early era of open models, the days of Llama 2 or 3 and Qwen pre v3.5, the architectures were fairly simple and the models tended to work out of the box. Some of this was due to the extremely hard work of the Llama, Qwen, Mistral, etc. developer teams. Some is due to the new models being genuinely harder to work with. When it comes to something like Qwen 3.5 or Nemotron 3, with hybrid models (either gated delta net or mamba layers), the tooling is very rough at release. Things you would expect to “just work” often don’t. I’ve been following this area closely since we released Olmo Hybrid with a similar architecture, and Qwen 3.5 is just starting to work well in the various open-source tools that need to all play nice together for RL research. That’s 1.5 months after the release date! This is just to start really investing more into understanding the behavior of the models. Of course, others started working on these models sooner by investing more engineering resources or relying on partially closed software. The fully open and distributed ecosystem takes a long time to get going on some new models. All of this is lead-in for the most important question for open models — how easy is it to adapt to specific use-cases? This is a different problem for different model sizes. Large MoE open-weight models may be used by entities like Cursor who need complex capabilities in their domain, e.g. Composer 2 trained on Kimi K2.5. Other applications can be built on much smaller models, such as Chroma’s Context-1 model for agentic search, built on GPT-OSS 20B. The question of “which models are fine-tunable” is largely background knowledge known by engineers across the industry. There should be a thriving research area here to support the open ecosystem model. The first step is to understand characteristics of different base and post-trained models to understand what they look like. The second step is to tune pretraining recipes for open models so they’re more flexible. Interconnects AI is a reader-supported publication. Consider becoming a subscriber. Subscribe For The ATOM Project and other Interconnects endeavors, we’ve put in substantial effort to measuring adoption trends in the open ecosystem. Everything takes a long time to unfold after a model is first publicly available — and adaptability is why. What we know for sure now, when Qwen has been going from strength to strength with its releases, is that technical staff across the industry has gotten comfortable working with Qwen models. Countless research methods and datasets were made to work with Qwen. It’ll take patience for any other model family to get to this point — a patience I’m not sure many open model builders have. This takes us to Gemma 4, Google’s latest open models. Gemma 3 was released more than a year ago, in March of 2025, and is a bit underrated. Gemma 4 comes in 4 sizes for now, with a bigger, MoE model of over 100B total parameters rumored but not released yet. The models we have today come in sizes of ~5B dense, 8B dense, 26B total 4B active MoE, and 31B dense. I’m most excited that they’re finally adopting a standard Apache 2.0 open source license. This’ll massively boost adoption. The standard of better licenses for strong open-weight LLMs was set by mostly Chinese open model labs in the last 1-2 years, and now U.S. companies are following suit. I will personally be so happy if the horrible Llama licenses and Gemma terms of service were an ~18-month transient dynamic of the industry being nervous about releasing strong open models. The Gemma 4 scores look very solid, the small models have incredible benchmark scores (especially in general domains like LMArena) and the 31B model rivals the recent Qwen 3.5 27B, which is the leading member of that class. The ~30B size range is an important one, as it’s accessible both to researchers and to enterprises looking to deploy the model in real use-cases. Where the 7B model scale is the default for tinkering and research, a 30B model is the default for seeing if an open model can unlock substantial value in your specific workflow — a good mix of intelligence, low price, tractability for downstream training, etc. This takes us back to the above adoption criteria I mentioned for open models and the bigger question — do I think Gemma 4 will be an overwhelming success? Previous Gemma models have been plagued by tooling issues and poorer performance when being finetuned. Gemma 4’s success is going to be entirely determined by ease of use, to a point where a 5-10% swing on benchmarks wouldn’t matter at all. It’s strong enough, small enough, with the right license, and from the U.S., so many companies are going to slot it in. I’m cautiously optimistic that Gemma 4 is going to work better here. Winds are shifting for open models built in America. We saw GPT-OSS go through a bumpy launch to become an overwhelming success. There’s a collective energy around the likes of Reflection, Arcee, Nemotron, Gemma, Olmo, and peers that show substantial demand for building new stacks around open models. There’s capital to be spent on AI stacks across the economy by those who want more ownership of everything, including the model. After launching The ATOM Project 240 days ago, the conversation is shifting into the next stage. Summer of 2025 was a crisis moment where the U.S. AI scene realized it can’t wait and figure out open models after building AGI. The two markets will capture different areas and proceed in parallel. Now that more companies in the U.S. are releasing strong models, we need to improve the ecosystem so that these models are easy to use, understand, and build value around. It’s the hard work to build another inflection point in these adoption plots I’ve been updating consistently, but that’s the work to be done. Join me in it. More data coming soon! Here’s a sneak peek:
UCLA vs Texas Final Four picks, bold predictions for women's March Madness
Our March Madness experts analyze the Final Four matchup between No. 1 UCLA vs No. 1 Texas in the 2026 NCAA Tournament on April 3.
2026 Best & Brightest Business Major: Stephanie Ramos, University of Iowa (Tippie)
Stephanie Ramos, a 2026 graduate of the University of Iowa, has been named a Poets&Quants Best & Brightest Business Major of 2026
Madness in the city: Indy's dominance as Final Four host took 40 years, basketball magic
As the Final Four comes to Indy for the ninth time, look back at the moments that secured the city's place as premier host for basketball's big stage.
Connections: Sports Edition today: Hints and answers for April 3, 2026, puzzle No. 557
Welcome to Connections: Sports Edition Coach — a spot to gather clues and discuss (and share) scores.
Sphere Entertainment (SPHR) Stock Is Up, What You Need To Know
Shares of content production and distribution company Sphere Entertainment (NYSE:SPHR) jumped 4.2% in the afternoon session after Guggenheim raised its price target on the stock to $160 from $150 while keeping a Buy rating.
Judge tosses Blake Lively’s sexual harassment claims against Justin Baldoni one month before trial
A federal judge tossed out all of Blake Lively’s legal claims against her “It Ends With Us” director Justin Baldoni, leaving only three claims against other defendants to be addressed at the upcoming trial.
Business owner spends nearly five decades ‘multi-tasking’ in Auburn
Connie Dorsch, 79, provides services related to upholstery, quilting, floor coverings, engravings and more. She started this business with her husband in 1977.
WME keeps shrinking, selling sports agency for $500 million
In its latest move to shrink its portfolio of companies, WME is selling its sports agency 160over90. French company Publicis Groupe will acquire it for $500 million.
Pistons give update on health of star Cade Cunningham
The Detroit Pistons announced on Thursday that Cade Cunningham is making progress in his recovery.
Masked suspect shoots, wounds customer while robbing business, police say
Police said a masked male robbed a local establishment and shot a customer in the lower extremity.
Small Business Sales Grew Steadily in March as Higher Ticket Sizes Offset Softer Foot Traffic, Fiserv Data Shows
Fiserv Small Business Index rises to 144; year-over-year sales grew +1.3% MILWAUKEE, April 02, 2026 (GLOBE NEWSWIRE) -- Fiserv, Inc. (NASDAQ: FISV), a leading global provider of payments and financial services technology, has published the Fiserv Small Business Index for March 2026, indicating that
India in Zimbabwe 2026
Fixtures for India's brief tour of Zimbabwe, featuring three Twenty20 internationals.
Sphere Entertainment (SPHR): Buy, Sell, or Hold Post Q4 Earnings?
The past six months have been a windfall for Sphere Entertainment’s shareholders. The company’s stock price has jumped 82.8%, hitting $116.50 per share. This was partly due to its solid quarterly results, and the performance may have investors wondering how to approach the situation.
‘The White Lotus’ Announced The Season 4 Cast — And Some Stars You Probably Already Know And Love
Helena Bonham Carter, Rosie Perez and more are headed to France to film the new season of the hit HBO show.
Pictures: Vehicle hit brick pillar outside business on Sawmill Road
A vehicle hit a building at 6591 Sawmill Road in Dublin.There were no injuries, despite structural damage at the scene.Police are investigating the incident. T
Wisconsin state government will look vastly different after wave of retirements
A Wisconsin political scientist says next year will be a 'fundamentally new reality in the Capitol.'
US on brink of major crypto breakthrough despite bank pushback
Coinbase chief legal officer Paul Grewal joins 'Mornings with Maria' to discuss the race in Washington to finalize the Clarity Act, mounting pushback from big banks and how looming crypto regulations could reshape investing for Americans.
Why do we have chins? Researchers may finally know
Humans are the only species that has chins. A recent study sheds light on how that came to be and why evolution doesn’t always follow the rules
Green Room Theatre at F&M to undergo renovations, become James Lapine Theater
The Franklin & Marshall College stage that once held performances by famous alumni, from actor Roy Scheider of “Jaws” to the late Oscar-winning director Franklin Schaffner, will earn a new
Odell Beckham Jr., Giants appear to share mutual interest: How sides can make reunion happen
The New York Giants and Odell Beckham Jr. have a chance to reunite under John Harbaugh.
Mid-Ohio Valley Sports Announcements
Beall Aces Mingo Bottom Larry Beall, of Mineral Wells, recorded his fourth career hole-in-one on Tuesday at Mingo Bottom Golf Club. Beall used a gap wedge to ace the par-3, 122-yard, No. 8 hole. Witnessing the feat were Billy Dotson and Terry Jones. *** Stephens Gets Hole-In-One at Lakeside Larry Stephens recorded a hole-in-one at […]
Mayor Mamdani announces return of social media app for NYC government
The city will now allow agencies to start posting again on the short-form social media site.
Polaris, Callaway Golf Company, Compass, Sphere Entertainment, and Viking Shares Skyrocket, What You Need To Know
What Happened? A number of stocks jumped in the morning session after investors priced in a potential de-escalation of the conflict in Iran alongside reassur...
Trump-voting pastor denies he’s masquerading as a Dem in Senate race; Dems think he’s a GOP plant
January 6 protesters seek millions in court for ‘physical and emotional injuries’
Several people who were at the US Capitol during the January 6, 2021, insurrection are suing the police agencies that worked to defend the building that day, asking a federal court to award them millions of dollars in damages for the “physical and emotional injuries” they say were inflicted on them by law enforcement.
Sean McVay reveals Rams had Davante Adams trade talks: Why they didn't trade him, and where he could have gone
Adams led the NFL with 14 touchdown catches in 2025.
May elections come at time of war on two fronts, Starmer says
At campaign launch, PM acknowledges concern over events in Ukraine and Iran as well as over rising cost of living
2026 Flathead Valley Spring Sports Preview
As the madness of March comes to a close, Flathead Valley athletes are dusting off their cleats and spikes and preparing for the final months of high school competition. The 2026 spring sports season will feature four area teams looking to defend state titles, while several other valley teams hope to rise above the pack […]
'It's politics, baby': Has picking RI's judges become too political?
Court reformers see signs of ethical backsliding when it comes to picking the state's judges.
Sports driving tourism along Western Slope
The Grand Junction tourism industry had a booming year in 2025, according to data released by the city of Grand Junction.
Stay Work Play NH announces the 2026 Rising Stars Leadership Cohort
Stay Work Play New Hampshire is proud to announce the 2026 Rising Stars Leadership Program Cohort, spotlighting some of New Hampshire’s most promising young professionals across industries, including health care,
Georgia State Senate candidate to resume campaigning after life-threatening health event
Georgia Senate candidate Lanny Thomas shared an update on his condition and plans to continue campaigning on Sunday.
Dover man charged with 5th business burglary within a week
After being released on bail following 4 break-ins last weekend, a 41-year-old Dover man allegedly couldn't keep himself from committing another burglary.
One in five UK hospitality businesses fear collapse as costs surge
Exclusive: Pubs, restaurants and hotels warn of mounting pressure days before rates rises and higher wage bills take effect
Vingegaard holds on for Volta a Catalunya victory
Danish two-time Tour de France winner Jonas Vingegaard continues his good start to 2026 with Volta a Catalunya win.
McDonald’s breaking ground soon, city officials say
A McDonald’s restaurant will soon be breaking ground in Herculaneum and is expected to be opening in December 2025
Psychedelic therapies are becoming mainstream. Deutsche Bank thinks this drug developer could triple
This biopharma play with two key drugs for treatment-resistant depression could see its stock rise by more than 230%, according to a Deutsche Bank analyst.
Hingham Schools Eye Business Curriculum Expansion as Class Size Concerns Mount
HINGHAM - March 23, 2026 - The Hingham School Committee moved to modernize its high school offerings Monday night, reviewing a comprehensive plan to expand the “small but mighty” Business Department while simultaneously grappling with data that places Hingham as an outlier in elementary class sizes. Director of Social Studies Andy Hoey presented a two-year program review that highlighted the department’s success in community partnerships but warned that high student demand is testing current staffing limits. Meanwhile, committee Chair Jen Benham presented independent research showing Hingham is the only benchmark district with second-grade classes hitting a 25-student cap, sparking a directive for the Policy Subcommittee to review class-size standards. Editors note: South Shore News is going paid in April, subscribe now to make sure you don’t miss a story. Reach out for group or organizational pricing. Subscribe The Full Story The meeting opened with a look into the future of Hingham High School’s (HHS) curriculum. Andy Hoey, who oversees the Business Department, presented the first formal program review for the department since 2009. [15:09] Hoey characterized the department as a vital elective hub that currently serves between 14% and 27% of the HHS student body in any given year. [31:31] “We are very proud of our business department here at Hingham High School... while we’re very proud of it, we are always striving to make improvements and enhancements.” [15:55] — Andy Hoey, Director of Social Studies A key highlight of the presentation was the announcement of a new AP Business with Personal Finance course launching next year, pending enrollment. [20:08] The review team found that while the program is “well-aligned” to national standards, it remains a high-school-only offering. Hoey outlined an action plan to explore “vertical articulation,” potentially introducing business or financial literacy units at the middle school level to fill a “gap” identified between fifth and eighth grade. [41:48] However, the department faces “smoke and mirrors” regarding student GPA, according to Hoey. Currently, most business courses are “unleveled” and do not count toward a student’s GPA, which survey data suggests may deter some students from enrolling. [28:15] The committee discussed the possibility of offering Honors or College Prep (CP) credit for advanced courses, such as investing or marketing, to better reflect their academic rigor. [38:27] The discussion took a sharp turn toward elementary education during an enrollment update. Superintendent Dr. Katie Roberts noted a net gain of four students mid-year, but it was Jen Benham’s “rabbit hole” data analysis that caught the committee’s attention. [50:35] Benham researched 13 benchmark towns—representing 34 elementary schools—and found that Hingham was the only district with a second-grade section reaching 25 students this year. [51:36] Benham’s findings suggested that while many districts lack formal class-size policies, Hingham’s current cap of 25 for second grade may be too high. “I think if we could at least have 23 at a cap for grade two,” Benham suggested, noting the importance of that grade level for literacy development. [53:09], [54:55] Dr. Roberts cautioned that smaller classes require more staff, which is a significant hurdle following a budget season where nine general education positions were cut across the district. [55:56] The committee also finalized the 2025 Town Report, which was updated to be more “student-centered” and highlight staff early in the document. [11:12] Additionally, a series of food service policies were approved to align with Massachusetts’ universal free school meal mandate, including new protocols for meal modifications due to allergies or religious needs. [59:23] Share Why It Matters The meeting underscored a tension between Hingham’s desire to offer elite, specialized programming and the foundational pressure of class sizes. The expansion of the Business Department—including potential Microsoft certifications and AP courses—aims to prepare students for a “real world” where credit scores and financial literacy are paramount. [46:20] However, the revelation that Hingham’s second-grade classes are larger than those in all neighboring benchmark towns suggests a potential strain on early education that could impact long-term student performance if not addressed by the Policy Subcommittee. Official Minutes & Data Key Motions & Votes Motion: To approve the Hingham Public Schools 2025 Town Report. [13:16] Vote: Unanimous (7-0) ([01:13:28]) Motion: To approve the Memorandum of Agreement (MOA) for summer counselor work regarding course placement. [57:33] Vote: Unanimous (7-0) ([57:50]) Motion: To approve Policy EFBA (School Food and Nutrition/Meal Modifications). [01:00:32] Vote: Unanimous (7-0) ([01:00:44]) Motion: To approve Policy EFC (Universal Free School Meals). [01:00:54] Vote: Unanimous (7-0) ([01:01:07]) Public Comment No members of the public spoke during the meeting or via the remote link. [01:02:30] What’s Next The Policy Subcommittee will take up the review of elementary class-size caps over the next year to determine if the Grade 2 limit should be lowered from 25 to 23. [52:18] The Business Department will monitor enrollment for the new AP Business course and continue exploring dual-enrollment partnerships with Quincy College. [38:13] Source Video: Harbor Media South Shore News is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe
Belgium thrash USA 5-2; Mexico vs Portugal ends 0-0 in football friendlies
A man died after falling from the stands at Azteca Stadium, where Mexico hosted Portugal with Ronaldo missing the match.
Politics: Iowa governor signs tax hike on HMOs into law
Iowa Gov. Kim Reynolds on Thursday signed into law House File 2739, which will increase taxes on health maintenance organizations — both those under the state’s Managed Care Organizations and
Phil Weiser wins top spot in Colorado’s Democratic gubernatorial primary at party’s state assembly
Local business Hurling Hatchet closes its doors
Local business Hurling Hatchet celebrated its last day on Saturday before closing its doors. Co-owners Paul Farmer and Mark Mayfield say they loved their time on the corner of Second
Riverhounds unveil USL championship banner, top Sporting Club Jacksonville in home opener
AMO, the mascot for Riverhounds SC, has a new look. For one, the furry fellow has adopted black, Riverhounds-themed high-top sneakers. When AMO —...
RESA Elementary Science Olympiad set for April 10
Berrien RESA is preparing to host its 2026 Annual Elementary Science Olympiad, bringing hands-on science learning to students across the county. The event will take place Friday, April 10 from 10 a.m. to 12:50 p.m. at Lake
Stunner! Wisconsin’s huge rally denies Michigan State Frozen Four
Michigan State lost in its bid to make the Frozen Four for the first time since its NCAA championship season of 2007.
How The Story Is Shifting For Alliance Entertainment Holding (AENT) After Analyst Target Cuts
Analysts have trimmed their price targets on Alliance Entertainment Holding by $2, while the stated fair value estimate of $9.0 remains effectively unchanged. This shift is being framed as a recalibration of risk and earnings reliability, with bulls viewing it as fine tuning and bears treating it as a signal to be more cautious. As you read on, you will see how to interpret these updates and track the evolving story around the stock. Stay updated as the Fair Value for Alliance Entertainment...
Steve Bannon tells CPAC that Iran war is just beginning.
Former White House adviser Steve Bannon teased that the Iran war may only be beginning.
NHL games today: Schedule, odds, how to watch for March 28
Here's the full NHL schedule, for March 28, including game times, TV channels, scores, odds and how to stream.
'The best of both worlds': New prostate cancer treatment arrives in Pittsburgh
When George Dorkhom found out that his prostate cancer had advanced, he researched his best option for treatment. He was drawn to a new ultrasound procedure...
What history reveals about Trump’s move to limit birthright citizenship
President Trump isn't the first to try to limit birthright citizenship. Here's what history tells us about past efforts.
Kansas Senate passes bill to create sports authority for future Chiefs stadium
The Kansas Senate passed a bill to create a sports authority, a board that would oversee a new stadium in Kansas City, Kansas, and a team headquarters in Olathe.
The Science Behind Being One of a Kind
The Science Behind Being One of a Kind: Nature and nurture colliding
'Beyond frustrating' - fans react to Struber sacking
BBC Sport gets the views of Bristol City supporters after their club sack head coach Gerhard Struber in favour of former England manager Roy Hodgson.
Sony hikes PS5 prices by up to $150 citing 'pressures' in global economy
Sony, like other console makers, is contending with surging memory chip prices which have forced the company to raise prices.
SpringFest brings egg hunts, entertainment
PALMDALE — Spring is in full bloom, and the City of Palmdale is ready to celebrate with its annual Children’s SpringFest and Egg Hunt from 10 a.m. to 1 p.m.
Dollywood adds another race weekend for runners. When, how to sign up
Dolly Parton's theme park will host a second race weekend later this year after the inaugural spring event nearly sells out.
NCAA’s SCORE Act comes with constitutional and moral traps
If you watched college football last season, you saw a lot of TV ads asking fans to call Congress to support SCORE Act. Expect more in March Madness.
Health officials begin contact tracing after new Shasta County measles case, risk low
A new measles case has been confirmed in Shasta County following 9 previous cases identified in late-January, according to the Shasta County Health and Human Se
Distinguished Binghamton Professor and Nobel laureate elected AAAS Fellow
Distinguished Professor of Chemistry M. Stanley Whittingham elected for his decades of lithium-ion battery research
Lana Condor talks ‘Pretty Lethal,’ Pacific Northwest-set ‘Whodunnit’
Lana Condor gets to utilize her dance skills in the action thriller "Pretty Lethal," which is now streaming on Prime Video.
Startups juice carbon removal with power generation
The era of relying on carbon removal revenue alone is over.
Glyphosate: A story of science, risk, and nuance
In the summer of 2014, a California groundskeeper named Dewayne Johnson started noticing patches of raw, weeping skin spreading across his body. He had spent years applying Roundup, Monsanto’s glyphosate-based herbicide, for a school district, sometimes drenched in it when equipment malfunctioned. By 2014, he had a diagnosis: non-Hodgkin’s lymphoma. In 2018, a jury awarded him $289 million in damages, later reduced on appeal. Tens of thousands of lawsuits followed. The story hasn’t quieted down. It’s all over the internet, swinging between “this will kill you, buy organic” and “relax, you’re fear-mongering.” Some of that recent chatter stems from an Executive Order protecting glyphosate and its production, which set off intense infighting within the MAHA movement. Some of it reflects a deeper truth: Americans genuinely care about harmful chemicals in their environment (see poll below). And the conversation isn’t going anywhere, with a Supreme Court case involving Monsanto set for this April. Glyphosate (the active ingredient in Roundup) is one of the most widely used herbicides in the world. But does glyphosate cause cancer? And how much exposure is actually risky? With so much mistrust in institutions and corporations (and some genuine conflicts of interest), making sense of the actual scientific evidence is genuinely hard. Here is a translation of what the scientific evidence actually says. Does glyphosate cause harm? Glyphosate is an herbicide that kills most plants it contacts rather than targeting specific species. It works by blocking an enzyme pathway (EPSPS) that plants and many microorganisms need to produce essential amino acids. Without those amino acids, the plant can’t grow and dies. Glyphosate was first developed by Monsanto in the 1970s and became ubiquitous after the company introduced “Roundup Ready” crops in the 1990s. In 2024, Bayer removed glyphosate from residential Roundup-branded products due to litigation pressure. But today it is still the most widely used herbicide in the world. Farmers also discovered they could spray it directly on crops like oats, lentils, beans, and peas just before harvest to dry them out faster and make harvesting easier. Because of its widespread use, it’s obviously really important to understand if it’s harmful to humans. The key principle: The dose makes the poison The most important concept in toxicology is that “the dose makes the poison.” Sixteenth-century physician Paracelsus articulated what remains the foundational principle of toxicology: sola dosis facit venenum. Water will kill you if you drink enough of it. Aspirin saves lives at 81 milligrams and causes internal bleeding at higher chronic doses. So, at what dose is glyphosate poisonous? The LD50 in rats (the dose that kills half the test animals) is around 5,600 mg/kg body weight. Table salt is roughly 3,000 mg/kg. By that classic measure, glyphosate is less acutely toxic than salt. But some people are exposed to a lot of glyphosate through their work. And among the general public, there are many questions about low-dose, cumulative exposure from multiple sources over long periods. Does glyphosate cause health problems? Cancer Correlation maps are striking, with one analysis finding that 60% of counties that spray the most glyphosate have non-Hodgkin’s lymphoma rates above the national average. But correlation alone doesn’t establish cause, which is why animal and human studies matter. In animals: Rat studies are typically what most fear is rooted in, but most people don’t know the study details on the dosage given to rats. A pooled analysis of the 13 most rigorous rat studies found evidence that very high doses, around 55,000 times greater than typical food residue exposure, can cause certain cancers. In humans: One of the strongest studies followed 55,000 herbicide users over 20 years and found no overall increased cancer risk. There was one signal: among those with the highest use, rates of acute myeloid leukemia (AML) appeared elevated. A broader meta-analysis of 18 human studies also found no overall cancer risk, though a separate meta-analysis focused specifically on non-Hodgkin lymphoma found that people with high cumulative glyphosate exposure faced a 41% higher relative risk compared to those with low or no exposure. These human studies are observational studies (randomized controlled trials would be unethical), and meta-analyses are only as reliable as the studies they pool. But the story seems consistent: at very high exposure levels, there may be some cancer risk. But that’s about as far as the science currently takes us. Emerging research: gut and reproductive health Gut: Because glyphosate targets a pathway that exists in some gut bacteria, scientists have questioned whether it could affect the microbiome. In mice, a 2023 University of Iowa study found that glyphosate altered gut bacterial composition and raised markers of intestinal inflammation. A 2024 systematic review found similar patterns: disrupted gut bacteria and problems with the mucus layer that protects the intestinal wall in mice. Whether this translates to humans is an open question. The human gut is highly variable and resistant, and we don't yet have strong studies confirming the same effects in people. Reproductive health: Animal studies have found that glyphosate-based herbicides can interfere with reproductive hormones, including disrupting egg cell development in mice and reducing the number of eggs available in sheep’s ovaries. However, the doses used in these experiments were high, so it’s not yet clear whether the same effects would occur in humans. On the human side, a 2021 pilot study led by Mount Sinai researchers tested urine samples from pregnant women across the U.S. and found glyphosate in 95% of them. The study also found a possible connection between higher glyphosate exposure during pregnancy and a subtle physical difference measured in female newborns. That said, some connections weren’t statistically reliable and this was a small study. The researchers themselves said more and larger studies are needed before drawing firm conclusions. What do regulators say about glyphosate safety? In 2015, the International Agency for Research on Cancer (IARC), part of the World Health Organization, classified glyphosate as "probably carcinogenic to humans" (Group 2A). The classification is worth taking seriously. But, there’s an important distinction: IARC classifies hazard, meaning the potential to cause harm under some conditions. It does not assess risk, which accounts for actual exposure levels and the real-world probability of harm. The U.S. EPA, the European Food Safety Authority, Health Canada, and regulatory agencies in Australia and Japan have all concluded that glyphosate is “unlikely to be carcinogenic to humans” at realistic exposure levels. They’re asking a different question: given how much of this people actually encounter, what is the probability of harm? Your actual exposure is what determines your actual risk. What does glyphosate mean for your daily life? At the grocery store: Food residues are small. The EPA’s acceptable daily intake is 1.75 mg/kg of body weight per day. To hit that threshold from oatmeal alone, a 150-pound adult would need to eat roughly 50 pounds of oats every day. But this calculation addresses only one pathway (food), and we don’t yet have robust tools to measure people’s actual total exposure. If reducing exposure matters to you, organic certification prohibits synthetic herbicides, and organic oat products generally test at lower or undetectable levels. Either way, a diet rich in whole grains, conventional or organic, is far better for your health than one that omits them out of fear of residues. On the farm: Occupational exposure is orders of magnitude higher than consumer exposure. Farmers and farm workers who mix, load, and apply glyphosate-based herbicides, especially without protective equipment, face meaningfully different risk profiles. Proper PPE isn’t optional. Integrated weed management strategies that rotate chemical modes of action are also worth taking seriously, both for health and for long-term effectiveness. If you live near a farm: Spray drift is real. Concentrations near field edges can spike during and after application, particularly on windy days. This is an area where I think public health could really step up and empower rural communities with buffer zones, rather than placing the onus on individuals. But for now, knowing your local agricultural calendar and keeping windows closed during application are the first steps. Bottom line Dewayne Johnson was exposed to glyphosate at levels most people will never encounter, and a jury decided he deserved compensation. That outcome is not evidence that the oatmeal in your pantry is dangerous. But it is a reminder that the dose, the context, and the person doing the exposing all matter enormously. Glyphosate is a chemical tool with benefits, trade-offs, and genuine open scientific questions. Learning to hold that complexity without collapsing into panic or dismissal is, honestly, one of the most useful and hardest things to do in navigating modern health science. Love, YLE Your Local Epidemiologist (YLE) is founded and operated by Dr. Katelyn Jetelina, MPH PhD—an epidemiologist, wife, and mom of two little girls. Hannah Totte, MPH, is an epidemiologist and YLE Community Manager. YLE reaches more than 425,000 people in over 132 countries with one goal: “Translate” the ever-evolving public health science so that people will be well-equipped to make evidence-based decisions. This newsletter is free to everyone, thanks to the generous support of fellow YLE community members. To support the effort, subscribe or upgrade below: Subscribe
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Your Thymus and Your Healthspan
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What I consider as 2 landmark papers in Nature this week (here and here) used AI to quantify health of the thymus in 2 large cohorts, and then correlate the metric to a broad array of health outcomes. In this edition of Ground Truths, I’m going to cover three questions: (1) How was thymus health determined by AI?; (2) How is thymus health linked to key clinical outcomes? and (3) Are there ways we can promote a healthy (aka rejuvenate) thymus gland in our later years? Subscribe 1. How was thymus health determined by AI? This was accomplished by extensive work developing and validating an AI pipeline for 2 stages, the first for localization and segmentation of the thymus bed, and the second to quantify a digital marker, termed the thymic health score. There’s a lot to this algorithmic development, so I won’t go into all the details, but just provide a rudimentary outline of what was done. The 1st stage used supervised learning with 2 radiologists reviewing 2,461 chest CT scans. That work trained a 3D U-Net model to automatically identify the thymic bed’s 3D cropped region using center of mass coordinates, which reached 99.8% accuracy. The 2nd stage used a foundation model that was pre-trained with SwAV (which stands for Swapping Assignment between multiple Views), a self-supervised model, that generated a high-dimensional thymus representation of 4,096 features. That compares to the radiology reductionist and subjective scoring of 0 to 3 where 0 means the thymus is fully degenerated and fatty, and 3 is considered dense, intact glandular soft tissue. Notably, the self-supervised learning (SSL) performance was superior to supervised (AUC ~0.75 vs 0.55, respectively) reflecting the shallowness of the 0-3 classifier vs SSL’s holistic, self-taught AI. The thymic health score ranged from 0 to 100, with the highest number indexed to fully preserved thymic health. The algorithmic work extended to explainability with both Shapely value distribution, meaning the model was holistic not relying on any “magic” pixel, and occlusion sensitivity, demonstrating the model’s performance was not affected by ribs, sternum, lung tissue, but rather focused on the thymic bed directly. Below are a few saliency maps from the occlusion sensitivity that indicate the thymic bed focus, not affected by neighboring structures, using the jet color scale. Now the AI was ready for processing ~25,000 CT scans, each over 30 MB files, from the 2 large participant cohorts to provide a thymic health score, it did so in less than 14 hours, which is less than 2 seconds per scan! Share 2. How is thymus health linked to key clinical outcomes? The two cohorts were the National Lung Screening Trial, NLST (N=25,031) and the Framingham Heart Study, FHS (N=2,581) each with baseline demographics and long term follow up of >12 years for health outcomes. From the NSLT, you can see below that increased age and body-mass index were correlated to reduced thymic health. And, overall, men had reduced thymic health scores compared with women. There are a lot of graphs in the paper for outcomes, for both the NLST and FHS cohorts. To simplify the major outcomes, below is a composite Figure with striking reduction of all-cause mortality and for the different causes of death. The results were consistent between the 2 cohorts. For example, the cardiovascular mortality hazard ratio average was 0.57 in NLST and 0.38 in FHS (weighted to be 0.53 for the aggregate). The reduction of mortality also extended to digestive diseases and pulmonary disease (data not shown below). Lung cancer incidence was reduced by 36% for high vs low thymic health (Figure below, with a panel -incidence and b panel-mortality, adjusted for age, sex, BMI, smoking status). Notably, there was a smoker’s paradox: lower incidence and improved survival for lung cancer in smokers who had a high thymus health score. Smoking was associated with lower thymic scores whereas alcohol was not. Higher thymic health was linked to higher HDL cholesterol, lower triglycerides, lower fasting blood glucose, and lower systolic and diastolic blood pressure. Inflammation biomarkers, such as C-reactive protein and interleukin-6, were elevated in the people with lower thymic health scores. In their second paper, the same team looked at the relationship between thymic score and outcomes for 3,476 patients receiving cancer immunotherapy. The non-small cell lung cancer progression-free survival was reduced in patients with low thymic health score. A parallel relationship for survival was seen for other types of cancer including melanoma, breast, and kidney with a 44% lower risk among high thymic scores (Figure). A similar pattern was seen with different immune checkpoint inhibitors. The thymus health score outperformed programmed death ligand-1 (PD-L1)and tumor mutation burden (TMB) assay of the tumor and was an independent prognostic marker of progression-free survival. In this dataset, a direct connect with thymus score and adaptive immune function was noted with a correlation before cancer treatment for both T-cell diversity and thymus T-cell production (a metric known as T cell receptor excision circles). Thymus Removal Study There is a highly relevant citation about thymus function before moving onto ways to rejuvenate it. In 2023, a very important study of thymus removal during cardiothoracic surgery was published, with 1146 patients undergoing thymus removal vs 1146 matched controls (mean age 55 years). The adverse outcomes for thymus removal were striking, with a 2.9 higher risk of all-cause mortality and doubling of cancer incidence, 1.5 fold increase in cancer mortality, and 1.5-fold increase in autoimmune diseases. The immune function showed marked compromise after thymus removal, as reflected by CD4+ and CD8+ T cells (Figure below) Share Ground Truths 3. Are there ways we can promote a healthy (aka rejuvenate) thymus gland in our later years? In recent months we’ve learned a lot about the process of thymus involution and the pathways by which this may be modulated. Thymus involution is primarily due to loss to thymus epithelial cells (TECs) and there are 2 subtypes with different functions: the cortical, responsible for positive selection of T cells, and the medullary, for negative selection. When adipose tissue infiltrates the thymus, thymic adipocytes are pro-inflammatory, knocking out T-cell output. Likewise, systemic inflammation, or “inflammaging,” from smoking, obesity, and chronic stress promote thymic adipocytes. Now, from preclinical studies, we know about key pathways that account for these processes. Historically, back in 2014, FOXN1 was recognized as a single master transcription factor essential for TEC function, with studies in mice with forced FOXN1 upregulation leading to thymus regeneration. That laid the foundation for potential regrowth of quiescent thymus cells. It took awhile to find pathways to accomplish this goal and to even refute its role as the master regulator. The Liver-Thymus Axis Feng Zhang and his team recently showed that injection of an mRNA vaccine to the liver encoding DLL1, IL-7 and FLT3-L in combination, factors known to support thymopoiesis (Figure), successfully enhanced immune function in aged mice. However, the effect was transient. The FGF21 Story Two reports in 2025 addressed the thymus gland’s production of FGF21, a growth factor (fibroblast growth factor 21) and its control of thymus involution. This growth factor is also produced by the liver, but it doesn’t have impact on the thymus in aged rodent models. In contrast, The liver’s hepatocyte growth factor (HGF) has been shown to reverse senescent TEC structural changes. Growth hormone stimulates production of insulin growth factor-1 (IGF-1) in the liver and the thymus. Two small studies in human participants (TRIIM, for Thymus Regeneration, Immunorestoration, and Insulin Mitigation) of 6 and 50 people, respectively, treated with combined human growth hormone, metformin and DHEA, suggested the potential of slowing epigenetic aging and improving thymus mass and function. But the combination of drugs, small sample, and lack of controls make conclusions murky. Increased thymus FGF21 led to increased CD8 T cells in old mice and extended healthspan and improved physical performance. Building on the previous FOXN1 data, ablation of β-klotho, the obligatory co-receptor for FOXN1, accelerated thymic aging. The benefit to FGF21 was confirmed in a companion paper using an FGF21 knock-in mouse model showing thymus enlargement and increased TECs throughout the lifespan. (schematic Figure below). The accompanying editorial for these 2 papers speculated: “The proposed link between age-associated thymus involution and organismal aging is intriguing, and suggests we might seek to achieve systemic rejuvenation by counteracting thymic involution.” Other Factors Lessons from the Axolotl (Mexican Salamander) In an elegant set of experiments of the axolotl (Figure), known for its complete thymus regeneration after total surgical removal, mediators were identified. Surprisingly FOXN1 was dispensable. But midkine, a growth factor, appeared to be the driver, the initiator of thymus cell growth, survival, and repair. Other components that contributed were Postn+ (periostin-expressing mesenchymal niches) and Ccl19, a chemokine protein from the bloodstream. RANK and RANKL RANK (receptor activator of nuclear factor κB its ligand (RANKL) have been considered key regulators of medullary TECs. In a study of both aged mice and human thymus cell cultures, their key role was confirmed, with multiple benefits of resorting TEC function, recruitment of progenitor cells, and T cell development. Subscribe Summing Up This body of work strongly supports the health of the thymus gland as a critical regulator of human healthspan, not just a correlate or link. The new landmark studies are reinforced by the regenerative biology experimental models that have shown, via an array of mediators, that healthspan of aged mice is at least in part dependent on thymus gland function and its critical role for maintaining adaptive immunity. It sure seems that we’d be better off having an immune reservoir of naive T cells instead of a profile in older adults of exhausted, low quality, memory T cells, with a senescent phenotype. It is striking that we ignored the importance of the thymus gland for many decades. A wake-up call was the results of the thymectomy matched control study reviewed here, with the opposite of high thymic health score improved health outcomes. The convergence of AI and healthspan here is notable. The exceptional and laborious work for developing and validating (no less explaining) the AI to quantify thymus health set the foundation for probing the connect the major health outcomes in two cohorts with extensive follow-up. We’ve never had a way to meaningfully quantify the thymus gland before, so this represents important leverage of supervised, self-supervised, and transformer models. The study wouldn’t have been possible without AI. And it begs the question as to whether there are ways we can maintain our thymus at a high health score. But it’s not so simple to rejuvenate our thymus. There are multiple risks including the induction of autoimmunity, increasing the risk of cancer, and inducing a pro-inflammatory state. For example, factors that increase TEC proliferation could compromise the medulllary negative selection process and leak out auto-reactive (self-attacking) T cells. Thymic cells could be induced to proliferate, but we know, for example, that growth hormone and IGF-1 are associated with an increase risk of cancer. If thymus rejuvenation doesn’t clear out the accumulated senescent cells in older adults, then inflammation within the gland could block the production of TECs. Keeping these risks in mind, we now have identified many ways to keep our thymus healthy as we age that undoubtedly will be tested in clinical trials going forward. Ultimately, the benefit-to-risk tradeoffs will be defined. In the meantime, we have desperately needed an immunome. As I’ve stressed in multiple prior Ground Truths, we have no test in the clinic to assess a patient’s immune status! It was very encouraging for me to get an email from Hugo Aerts, the senior author of the landmark papers in the days after they were published: “I also wanted to say that your Substack on “Why We Need an Immunome” was inspiring for this work. We found it a very compelling perspective and greatly enjoyed reading it.” Just having an assessment of a person’s immune status via a chest CT scan, with millions of these performed per year, might help in guiding the right immunotherapy for cancer (e.g. more intensive, combinations for those with low thymic health scores) and help define people who are increased risk for age-related diseases of cancer, cardiovascular, and neurodegenerative. The main theme of Super Agers is that we now have many layers of data (genetics, proteins, biomarkers, organ clocks that can be integrated via multimodal AI) for us to define a person’s specific risk decades before one of these age-related diseases leads to symptoms, enabling prevention. From the new studies this week, we can add thymus health score as yet another way to understand a person’s risk, a window into their adaptive immune system and healthspan. And perhaps someday we will be able to safely rejuvenate the thymus, or maintain its health through one’s life, and use the thymus health score to monitor. NB: I wrote this post (No A.I.) A Quick Poll Loading... ********************************************************************* Thanks to Ground Truths subscribers (now > 200,000) from every US state and 212 countries. Your subscription to these free essays and podcasts makes my work in putting them together worthwhile. Please join! If you found this interesting PLEASE share it! Share Ground Truths Paid subscriptions are voluntary and all proceeds from them go to support Scripps Research. They do allow for posting comments and questions, which I do my best to respond to. Please don’t hesitate to post comments and give me feedback. Let me know topics that you would like to see covered. Leave a comment Many thanks to those who have contributed—they have greatly helped fund our summer internship programs for the past two years. It enabled us to accept and support 47 summer interns in 2025! We aim to accept even more of the several thousand who will apply for summer 2026.
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