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AI leaders shift how they talk about AI job impact
OpenAI CEO Sam Altman said the focus on maintaining the "human" part of roles means the AI job wipeout some expected is going to happen.
Legislative primaries could determine whether business issues take top priority
Voters will decide 23 legislative primaries on June 30. Many pit candidates focused on economic issues with those focused on social issues.
UK selected to participate in 'Science to Venture' pilot focusing on national security
The University of Kentucky and the University of Louisville have been tapped to join a small group of schools working on national security technology.
New degree focus helps health professionals boost their communication skills
Communication plays a critical role in nearly every aspect of health and wellness. It shapes how patients understand information, how teams collaborate and how health organizations engage the communities they serve. But communication is rarely the primary focus of professional training. As health care and wellness organizations face increasingly complex challenges, professionals need advanced communication skills to navigate change, foster understanding and improve outcomes.
Citi's overseas retreat advances with sale of Polish business
The megabank has completed the sale of its consumer banking business in Poland. It has now sold 10 retail-focused franchises in certain underperforming, international markets over the past five years.
HBOT USA Expands Education and Business Consulting Initiatives as Interest in Hyperbaric Oxygen Therapy Continues to Grow
HBOT USA is expanding its focus on education, compliance, and business consulting to help healthcare professionals build safe and scalable hyper...
Doctor, former cancer patient share stories amid focus on men's health
Doctor and former cancer patient share stories amid focus on men's health
New ‘Crimson Desert’ Patch Adds A Petting Zoo, Lost Rare Item Return
Crimson Desert is back with another animal-focused patched, plus some other additions in its new update, arriving as fast as the others.
University of Minnesota expands student, workforce development through health and healthcare, enrollment and learning initiatives
The University of Minnesota Board of Regents today agreements with University of Minnesota Physicians and Fairview Health Services, approved a University-wide enrollment plan, and continued its focus on financial stewardship.
watchOS 27 Improves Apple Watch Performance in Seven Ways
Apple's software updates previewed during WWDC 2026 this week have followed a distinct pattern: introduce a handful of key new features, while maintaining a focus on refining the underlying platform architecture. watchOS 27 is no different in this respect, with the majority of changes being performance improvements under the hood.
China arrests US researcher it says is suspected of ‘spying’
Beijing's Foreign Ministry confirms US reports about detention of scholar focusing on politics of neighbouring Myanmar.
Steelers mock draft update focuses on 2027 roster decisions
In our latest four-round mock draft for the Steelers, we focus on spots that could get turned over at the season.
He saved for 4 years, quit his job, and moved to Argentina
Justin Heiter left his successful sales career in Washington for a new life in Buenos Aires, focusing on writing and financial independence.
Stock Market Today, June 11: AMC Entertainment Jumps After Completing $150 Million Equity Offering
AMC’s fresh equity raise, surging volume, and box-office rebound put its turnaround narrative back in focus, today, June 11, 2026.
Opinion | Dennison: I’ll fight for responsible spending, reducing unnecessary regulations and help small business and more if elected
Like many Coloradans, I’ve grown increasingly frustrated watching Washington become more focused on partisan gamesmanship than solving real problems. Families, workers, retirees and small business owners across Colorado are facing challenges that politicians love to...
Opinion | Dennison: I’ll fight for responsible spending, reducing unnecessary regulations and help small business and more if elected
Like many Coloradans, I’ve grown increasingly frustrated watching Washington become more focused on partisan gamesmanship than solving real problems. Families, workers, retirees and small business owners across Colorado are facing challenges that politicians love to...
Eaton to Merge Mobility Business With Dana in $10B Deal
The separation of the division will allow Eaton to focus on its electrical and aerospace businesses, which are benefiting from the AI-driven data center boom
I'm glad Apple isn't hyping up agentic AI (yet)
Apple is more focused on delivering usable features with Siri AI, instead of hyping up agentic AI. That's a good thing.
Using AI for medical advice; pelvic floor exercises; the hidden dangers of burning incense; plus other stories with Vanderbilt Health sources
Colin Walsh, MD,Associate Professor of Biomedical Informatics, was on WTVF News Channel 5‘s “Morningline” show in an interview about whether or not it is safe to use AI for medical advice. Time magazine reporter Stacey Colino interviewed Elisabeth Sebesta, MD, Assistant Professor of Urology, for a story about pelvic floor exercises for issues including menopause, erectile dysfunction and urinary incontinence in men. “Each Breath,” published by the American Lung Association, quoted Brian Christman, MD, Adjunct Professor of Medicine, for a story about the hidden dangers of burning incense. William Schaffner, MD, Professor of Preventive Medicine, was quoted by several news outlets about public health issues, including: Healthline (low vaccination rates lead to more cases of measles, whooping cough and other preventable diseases); ABC News (U.S. measles cases surpass 2,000 for second year in a row); and CIDRAP News (high-dose flu shots cut rates of hospitalization in older adults). Sarah Rohde, MD, Associate Professor of Otolaryngology-Head and Neck Surgery, was quoted in a People magazine story on patient Makalii Andrade, a surfer from Kauai Island who suffered a serious neck injury in 2022 and recently underwent surgery at Vanderbilt Health to begin the final phase of his recovery. James Crowe, MD, Director of the Vanderbilt Center for Antibody Therapeutics, for a piece in Nature about antibodies against a strain of Ebola. SFGATE reporter Gillian Mohney interviewed Xue Zhong, PhD, Research Assistant Professor, Division of Genetic Medicine and Clinical Pharmacology, for a story about a study of a blood test looking at Alzheimer’s disease biomarkers. Matthew Franklin Mart, MD, Assistant Professor of Medicine, was quoted in a Healio story about how inflammation and illness severity is linked to less cognitive resilience after a person has been an ICU patient. The “How We Really Feel” podcast host Sula Windgassen, PhD, interviewed Lindsey C. McKernan, PhD, MPH, Associate Professor of Psychiatry & Behavioral Sciences, Physical Medicine & Rehabilitation and Urology, for an episode focusing on pelvic and bladder health. The podcast is also available on YouTube and the podcast website. In addition, podcaster Monica Sanford interviewed cardiologist Mark Glazer, MD, for her podcast “The Monica Sanford Show”; the two-part interview is here and here.
After divisive U.S. Senate runoff, Texas Republicans seek unity at state convention in Houston
Now that the party's nominees are set for the general election, Texas Republicans are shifting their focus to defeating Democrats in November. The 2026 Republican Party of Texas State Convention runs through Saturday.
DiMe leads coalition to focus on virtual care price transparency
The Digital Medicine Society and healthcare industry partners will co-develop a standardized operational framework that ensures virtual care providers are discoverable and reimbursable within 90 days of their contracts.
LatAm in Focus: De la Espriella, Cepeda, and Colombia’s Political Divide
Political scientist Dr. Sanda Borda examines the figures and forces shaping the presidential race ahead of the June 21 runoff.
Dana Incorporated Announces Agreement to Combine with Eaton's Mobility Business, Strengthens Dana's Position as a Leading Global Powertrain Systems Provider
Creates a premier, global powertrain leader focused on commercial and light vehicles with approximately $11 billion in sales and approximately $1.7 billion...
Is It Time To Reassess Live Nation Entertainment (LYV) After Recent Regulatory Scrutiny?
Wondering whether Live Nation Entertainment at around US$167.50 is priced for perfection or still offers room for value is a fair question for any investor looking at the stock today. Recent returns, including 2.0% over the past week, 2.8% over the past month, 15.3% year to date and 16.7% over the last year, along with a 92.4% three year return and 92.0% five year return, show how much sentiment on the stock has shifted over different time frames. Recent news coverage has focused on Live...
New food and entertainment venue coming to Ocala
As the Forge prepares to open in Ocala, developers say food will be a major focus of the new development.
Blount County business development focuses on small businesses, community growth
Tennessee being a business-friendly state has led to investment from Memphis to Chattanooga, Knoxville and the Tri-Cities.
Small Business Reality Check: Strategies for Resilience
The second half of 2026 presents both challenges and opportunities for small business owners. Those who focus on their people, reduce complexity, and stay proactive about risk will be best positioned to succeed.
Big box office demand prompts AMC to postpone its interactive concerts
AMC is rescheduling its interactive concert experience for later this year. After a very lucrative start to the summer box office, the movie theater chain said it needed to refocus its June programming.
Science on Screen event explores severe weather events and climate change
The Georgia Southern Museum concluded its Science on Screen series last week with an event focused on severe weather, climate change, and disaster preparedness.
Small Business Focus: Organized by Katie: Bringing real-life order to Arlington homes
Starting a business often begins with recognizing a need, and for professional organizer Kathryn “Katie” Kersavage, that need was closer than she realized. Kersavage officially launched Organized by Katie in March 2026, turning more than 15 years of informal experience helping friends and family declutter into a professional service designed for real life. Based in
Maricopa County Public Health Hosts Father-Focused Baby Shower
As an early start to celebrating Father’s Day, Maricopa County Department of Public Health (MCDPH) is hosting a community baby shower, focused on fathers of children two years old and younger, a
Ubisoft closing studios in Winnipeg and Belgrade and cutting publishing roles worldwide, 380 jobs at risk
Latest round of cuts includes refocusing Barcelona studio on Rainbow Six, with an unknown number of roles affected
Mario Rabbids creator’s Bradley the Badger signed by Focus Entertainment
“Focus Entertainment is the ideal partner for Bradley”…
Sarcone Leads Revival of NDNY Health Care Fraud Task Force
The task force will focus on identifying emerging fraud trends, coordinating investigations among partner agencies, sharing intelligence, and pursuing both criminal and civil enforcement actions against individuals and organizations engaged in fraudulent conduct involving federal and state health care programs.
Swine industry unites behind national plan to improve herd health
The director of swine health for the National Pork Board says there is a lot of disease pressure pork producers are struggling with right now. Speaking to Brownfield during the World Pork Expo in Des Moines last week, Dr. Marisa Rotolo said NPB has developed the National Swine Health Strategy, which is focused on advancing […]
Pfizer's 2025 Impact Report Highlights Progress Across Patients, Planet, and Responsible Business
Here at Pfizer, we are in the business of breakthroughs, and while our focus is on making advancements that impact patients’ lives, we are also aware of our work’s broader impact on the world. Every year, we take stock of the impact our work has on the world, the environment, and people themselves in our Impact Report.
One in three middle-aged adults struggle with basic, ‘everyday’ health tasks
Patients had trouble reading prescription instructions, recalling details about new diagnoses
What Brands Get Wrong About Sports Sponsorships—and How to Get Them Right
Companies spend billions sponsoring major sporting events, yet many still evaluate success primarily through exposure metrics such as logo visibility and immediate brand recall. New research suggests those measures increasingly misrepresent sponsorship effectiveness because consumers form long-lasting, overlapping associations among brands, events, and competitors within crowded sponsorship ecosystems. Brands generate more enduring value when they focus less on visibility and more on authentic participation, distinctive experiences, and emotional engagement that strengthen trust and meaningful long-term recall.
AI Can Build the Science, But Not the Scientist
Science doesn't just produce discoveries, it produces the minds capable of making them.
Chesterfield-based entertainment agency forms music education nonprofit
“(It’s) basically a proof of concept ... what we’re doing, who we want to help,” Harry said. “We’re going to lean preferably to nonprofit organizations in this space that are focused on kids. Getting them exposed to music at an early age.”
This Bernie Sanders-endorsed Democrat will try to oust California’s toughest GOP incumbent
Voters rejected establishment politics in a Central Valley primary. Randy Villegas, a political newcomer, beat moderate Jasmeet Bains by focusing on change
NYC congressional candidate laments ‘obsession’ with Israel in politics
Micah Lasher says he is 'exhausted' with incessant discourse surrounding Jewish state, urges more focus on domestic issues
Golfer withdraws from U.S. Open to focus on health
English golfer Marco Penge was scheduled to take the course for the 126th playing of the U.S. Open later this month.
Surviving Through Mental Health: Family Matters Part 2
Surviving Through Mental Health Returns with Focus on Family and HealingNorfolk Community Services Board is partnering with Project ORF to bring the community together again for an evening of connecti
Justin Moore Is Hitting Pause on Touring to Focus on His Health: ‘This Is the Right Decision’
The artist is expected to return to the road for his July show in Illinois.
The Top New Features in Apple’s iOS 27 and iPadOS 27
Apple took the wraps off iOS 27 at its WWDC event, and the iPhone update is chock-full of smart upgrades, with a big focus on improvements to Siri.
Surviving Through Mental Health Returns with Focus on Family and Healing
NORFOLK, Va. – Norfolk Community Services Board is partnering with Project ORF to bring the community together again for an evening of connection, healing and support in honor of Minority M
What to watch in Tuesday's primaries as Platner seeks Senate nomination in Maine
Voters across Maine, Nevada, South Carolina and North Dakota head to the polls Tuesday for another day of primary elections in America, but much of the political world will be focused on Maine's high-stakes U.S. Senate contest.
Apple’s iOS 27 goes all agentic on compromised passwords
iBiz might not win the AI race, but analysts say it's focusing on features people may actually use
UMW Launches Virginia’s First Master’s Degree in AI in Business
byThe University of Mary Washington has opened enrollment for a new Master of Science in Artificial Intelligence in Business (MS in AI in Business), an innovative graduate program designed to prepare professionals for a rapidly evolving, AI-driven economy.The graduate degree is the first of its kind in Virginia to focus specifically on artificial intelligence in […]
GI doctor’s legacy galvanized by forward focus
Thanks to Dr. Jeffrey Murray, Sanford Health's GI department stands out in patient experience, lab work and training the next GI doctors.
The Latest: Maine primary election tests Platner’s support following mounting scandals
Voters across Maine, Nevada, South Carolina and North Dakota head to the polls for another day of primary elections in America, but much of the political world will be focused on Maine’s high-stakes U.S. Senate contest
From Classroom to Racetrack: How Charlie Baur is Building a Motorsports Career in a Business Discipline
Charlie Baur can trace his racing story back to a Christmas morning in Michigan — the kind that starts with snow on the ground and ends with a throttle in a kid’s hands. “I remember being 3 years old and then for Christmas that year, my parents had gotten me a 120 cc snowmobile,” Baur said. Long before sprint cars, he was a Michigan kid on snowmobiles, dirt bikes, four-wheelers and jet skis — and a regular at car shows and races with his family. Photo courtesy of Charlie Baur That early exposure became a calling. At 12, he sat in a sprint car for the first time and knew he’d found the next chapter. He started in quarter midgets, moved to go-karts, and the day before he turned 16 — one day shy of the minimum age required by track insurance — he made his first sprint car start after convincing officials to let him race. Five years later, Baur is still pushing forward, now racing sprint cars on both pavement and dirt while pursuing an automotive business education at Northwood University — with a clear-eyed understanding that motorsports encompasses more than what happens under the lights on Saturday night. “It’s a business,” said Charlie, a 20-year-old who calls Fenton, Michigan, home when he’s not at a racetrack or at Northwood’s residential campus in Midland, Michigan. Photo courtesy of Charlie Baur Racing is the product — but preparation is the job To the average fan, race day begins around dinner time. For a team, race day can be a 12-hour shift — plus the work that came before it. And Baur’s racing operation is a family affair. “The team is my parents and myself,” he said, explaining they own the cars, maintain equipment and manage the business side — from sponsor relations to budgeting. On race weekends, the core group includes Baur and his parents (Eric and Stefanie), plus a couple of additional hands (Alex Photiou and Robert Flannigan) who help with the intensity and pace of trackside work. That structure has shaped how he thinks about efficiency and professionalism. “We’ve always kind of had the mentality of we’re never working on the car for maintenance at the track,” he said. “Our goal is to do as little work as possible to the car because it should be ready when that car rolls out of the trailer to go racing.” That mindset shows up in routines: bolt checks, tire procedures, safety equipment and a repeatable process designed to limit errors. “Once I fire the car up and put my helmet on, that’s when it’s go time,” he said. “You can plan as much as possible for how the race is going to play out, but until you take the green flag … you don’t know how it’s going to go.” Photo courtesy of Charlie Baur First-generation driver, student of the game In racing, “first-generation” matters — and Baur wears that label with pride. “A lot of the drivers are third or fourth generation,” he said. “My family has never been in motorsports. So for me, we’ve always looked at it as we’re new to it and we want to be as different as possible. From a marketing standpoint, it helps us stand out.” It also pushes him to seek out mentors — especially veteran drivers who have seen every scenario, solved every problem and won in multiple eras. Baur credits accomplished driver Jason Blonde, a 10-time champion, for becoming his driver coach and helping him develop as a competitor. “To me, learning from Jason helps me because he has had lots of success and knows what to do,” Baur said. “You have to humble yourself and say, ‘I don’t know what to do; can you help me out?’” That willingness to learn extends off the track, too. Baur says one of his biggest challenges is not a mechanical limitation, but credibility. “It’s my age,” he said. “Some people won’t take me seriously because I’m so young. Even though … I do know what we’re talking about and have a general idea.” His answer has been to out-prepare, out-communicate and treat the operation like a real enterprise — because it is. Photo courtesy of Charlie Baur Northwood’s role: Turning passion into a plan Baur is majoring in automotive aftermarket management and pursuing an accelerated path that pairs undergraduate study with graduate work. He’s also exploring how to align his studies with motorsports-focused coursework as Northwood advances related programs and pathways. He sees the value clearly: motorsports needs business-literate professionals who understand budgets, sponsorship, marketing, operations and long-term strategy — and who can translate between the language of the shop and the language of the boardroom. That’s why his Northwood experience isn’t limited to the classroom. He has been involved with the Northwood University International Auto Show and serves as motorsports chair — a leadership role that demands outreach, contracts, coordination and a steady professional demeanor. “There’s so much outside work that makes the auto show successful that people don’t realize,” he said. “And it is truly student led.” He’s also participated in industry experiences through Northwood at major events such as AAPEX, SEMA and PRI, along with other automotive networking events — opportunities he describes as a fast track to understanding how business really gets done. “You learn a lot in the classroom,” he said. “But if you learn it and you can’t apply it to the real world, it loses its value. Or if you learn it and can apply it, but you don’t know anyone, it is still of no value.” In his words, Northwood helps him win because it “gives me the tools to succeed” — including flexibility and faculty support as he balances travel and racing commitments with academics. Photo courtesy of Charlie Baur Racing as an ecosystem — and a talent gap waiting to be filled Baur is blunt about what he sees across the motorsports world: a deep bench of experienced professionals, and not enough young talent entering the pipeline. “I go to car shows, I go to these different events, and typically … the average age is between 45 to 55,” he said. “There’s not a lot of young people going into the motorsports world.” That reality reinforces Northwood’s communications focus: positioning motorsports not as a narrow lane, but as a wide ecosystem of business careers — sponsorship, logistics, data, media, leadership, hospitality and innovation — with real demand for prepared graduates. It also shapes how Baur talks to younger students who love racing but aren’t sure what their future looks like. “If you have a passion for motorsports, there’s gonna be a spot for you somewhere,” he said, emphasizing that driving is only one of many career paths — and that local tracks and hands-on experience are often the best first step. But if someone is interested in driving as a career path, it will take a team to make that happen. Baur’s team includes Stahl’s Motors and Music Experience, Rhino Racing, Randy Wise Buick GMC Chevrolet, Western Michigan Fleet Parts, Mother’s Polish, Schaeffer’s Oil, Hepfner Racing Products, Ameriguard Storage Centers, Justice Brothers, Race 1 Wraps, TBM Brakes, Behind Your Design, CharlieBaur.com and Northwood University. “There are so many people who invest not only in myself but in my race team and who believe in us to succeed,” he added. Pictured: Charlie Bauer’s sprint race car. Looking ahead: A headline worth chasing Ask Baur to imagine 2035, and he’ll give you two answers — one dream, one blueprint. “In a perfect world,” he said, “winning the Indy 500.” Realistically, he wants to build a life where business ownership and racing reinforce each other and where he can pay forward the help he has received by mentoring younger drivers, especially those trying to break into motorsports without a family legacy. “When I retire from full-time racing, I want to be able to provide the same opportunities that were presented to myself to the next generation of drivers,” Baur said. “I know how difficult it is to get your foot in the door.” For now, the focus is simple: keep building the operation, keep learning the business, and keep showing up prepared — because in sprint car racing, as in life, process matters. And once the helmet goes on? “It’s go time,” Baur said. Photo courtesy of Charlie Baur Learn more Students interested in motorsports careers — whether in competition, team operations, marketing, finance, sponsorship, data, or management — can explore opportunities through Northwood University’s Center for Automotive and Mobility Studies. For Charlie Baur’s latest motorsports adventures, follow Charlie_Baur and Charlie Baur Racing on social media. To learn more about Northwood’s Bachelor of Business Administration in Automotive and Mobility Studies and motorsports management concentration, visit www.northwood.edu/programs/automotive-mobility-studies/. Photo courtesy of Charlie Baur Pictured: Charlie Baur at Butler Motor Speedway on May 31, 2026. Share this page
EY's AI leader says companies are too focused on AI cost-cutting
Dan Diasio, EY's global consulting AI leader, said that leaders are leaning into an area with the "smallest level of return."
Democratic group launches ad campaign to help flip control of Congress in midterm elections
A Democratic group that previously focused on presidential races is wading into more than a dozen House and Senate contests across the country
Everything New Coming To tvOS 27 For Apple TV Users
Even though Apple didn't focus on what's coming to its set-top box in the WWDC keynote, there are at least eight features coming to Apple TV.
Opinion | Democrats are too focused on racial disparities
The country lives, works, and loves across racial lines — it’s time to build on that reality.
University of Miami joins new NOAA Cooperative Institute to advance sustainable U.S. aquaculture
Rosenstiel School researchers will contribute expertise in ocean science, environmental forecasting, and aquaculture innovation through a national partnership focused on strengthening America's seafood supply.
Happening June 13: People Over Politics
Mississippi for a Just World is hosting a People Over Politics: Voting Rights Edition training in Biloxi, focused on redistricting changes and how to check your voter registration.
We can create the future of science right now
Paul Litvak is the founder and Executive Director of the Robyn Dawes Institute and a Visiting Scholar at UC Berkeley. He has a PhD in Behavioral Decision Research from Carnegie Mellon where he studied emotions and the sunk cost bias. Over 15 years in industry, he solved a wide range of challenging technical problems. At Meta he created models optimizing the ad review process. At Google he ran experiments to measure social influence. At Airbnb, he was a product manager leading machine learning teams optimizing search ranking and price suggestions. He also co-founded and led product at Rhythmic Health, a venture-backed biosensing startup, creating an accurate low cost system using a color changing strip and a smart phone to measure salivary lactate. The bottleneck At this point, it is uncontroversial to say that science needs to stop using the PDF article as the unit of knowledge and currency. The unbearable slowness of scientific publishing, the profit motive and margins: I’m not saying anything new. The PDF also sucks because it’s hard to extract structured information, which makes it hard to do evidence synthesis. As a result, we do much less evidence synthesis than is needed. And evidence synthesis ultimately undergirds most policy and medical decision-making. I can see second-by-second real-time odds for any sporting or newsworthy event, but a school board can’t see the best evidence on whether their 8th graders should be taught algebra. As a society, we don’t treat this as an important problem. Again, not controversial. Not only is the problem well understood, but the solution has already been laid out. What we need is AI-assisted living evidence synthesis - (1) an open knowledge graph of atomic claims, (2) claims linked to evidence, (3) assessment and synthesis of each piece of evidence, and (4) continuous updating with new data. What few realize (yet) is that the technical capacity to build this vision for a significant portion of science already exists. Not only that, scientists and startup teams are already building many of these components. I know this because I’ve been surveying the space and talking to many of the builders. There are some missing pieces: for example, evaluations of how well some of the components work. But at this point, most of what’s missing is a fully end-to-end working integration of all of these parts. In the rest of this essay, I’m going to lay out all the parts of a working living evidence layer for science and who is working on them, and propose concrete next steps for building this system. What’s now possible The diagram above outlines the components of a living evidence synthesis platform, including some of the teams working on each component1. Scientific PDFs are processed into claims with associated evidence. The evidence is subjected to a forensic audit, methodological evaluation and robustness and reproducibility checks. Finally it’s given a weight in a continuously updating synthesis. What follows is a description and status of each component and a few of the teams working on them. Document understanding The first thing you need to be able to do is turn an article into structured data. Mostly that means parsing PDFs. There are often multicolumn layouts that confuse non-specialized PDF to text processing libraries. For scientific papers, there is the added complexity of parsing formulas and tables and figures. This is a really hot area - there are startups offering APIs, and it seems like a new open source package gets posted to Github every few weeks. What follows isn’t exhaustive. A package called GROBID was the state of the art for a while, they didn’t update their package for nearly two years until very recently. In the meantime reducto.ai released an AI powered PDF extraction API, PaddleOCR became popular, IBM released a model called Docling, and both Mistral and Gemini created models and libraries. I also know of at least one other well-funded psychology research group working on a paper parser. By contrast, there are few open evals in this space, with no extensive evals for complex table comprehension in particular. Nonetheless, I’m confident this will be a solved problem soon, given the combination of LLM advances and developer interest. Hypothesis level extraction There has been increasing interest in comprehending the extracted text of papers and linking information to evidence for each hypothesis. A lot of work has already been done. Trialstreamer (Marshall et al. 2020) and RobotReviewer LIVE (Marshall et al. 2023) demonstrated automated extraction of trial population, intervention, and outcome at scale on clinical RCTs. PaperQA2 (Skarlinski et al. 2024) and Ai2 ScholarQA (2024) extended this to retrieval-augmented question answering with citation grounding. Elicit, Consensus, and SciSpace operationalized claim-level extraction for end users. OpenEval (Booeshaghi et al. 2026) is the most recent and most ambitious: 1.96 million atomic claims extracted from 16,087 eLife manuscripts using Claude Sonnet 4.5, grouped into ~299,000 results, with LLM evaluations showing 81% agreement with human peer review on a 2,487-paper subset. None of these solutions link claims to test-statistics, as you would need to evaluate randomized controlled trials. This is why I built the evidence.guide API - to extract hypotheses and associated test statistics from behavioral science papers. The best public eval of this kind of extraction I’m aware of comes from the recent SCORE project - they had humans code thousands of psychology papers to extract their claims by hand. It would be extremely helpful to the world if all scientific PDFs were available as structured open data. I’ve been working to make this happen, both directly at Berkeley and through coordination with large entities I can’t yet speak of; as hard as it is to do, I think it’s possible2. Forensic audit A lot of work has been done on forensic audit, but some gaps remain. Of course, for biology papers that rely on images for evidence, there are a variety of tools (notably Proofig and ImageTwin) to spot anomalies. These are still well short of what sleuths like Elizabeth Bik can do on her own, but these tools are constant companions among fraud analysts. There’s someone working on auditing Excel files for anomalies, and a number of teams are automating numerical checks like GRIM and SPRITE, including Scrutiny project, the INSPECT-SR team as well as statcheck. The regcheck team is building a way to use AI to compare preregistrations to analyses in papers, to ensure there aren’t significant deviations. Nonetheless, there are many other kinds of anomalies to screen for, both public and less publicly known. And there are no formal evals for anomaly detection that I’m aware of. Still, there’s a lot to draw from in this space and I’m pretty certain we will be able to scan papers for most kinds of obvious anomalies in the near future. Methodological review This area has been white hot, though I fear for many of the startups in this space, because this capability may become commoditized. There are at least six different AI peer review companies, including Refine.ink, Reviewer3, ReviewerZero.ai, Q.E.D. Science, Paper Wizard, and Isitcredible. Coarse (a pun on refine) was also recently created as an open source alternative. These systems provide qualitative feedback on the content of papers, spotting methodological weaknesses and mathematical errors. They seem to work pretty well, and many academics report bitterly that they exceed the average quality of typical peer reviewers. But there are few evals here either. What evals exist so far involve using LLM-as-judge (circularity problems abound) or comparing against human reviews of questionable quality. What you’d ideally want is an eval that measures capturing known errors in papers3. Reproducibility and robustness Another active area has been using AI agents to automate computational reproducibility4 and robustness5 checks in papers that report numerical results. For more recent papers where data and code are available, AI agents can see whether they can re-run the analyses and produce the numbers reported in the published paper. In addition to a handful of individual academics who have been experimenting using Claude Code for this, the Institute for Replication is a leading group working on building an end to end system. The evals related to this problem are the most mature, with CORE-Bench (Siegel, Kapoor, Narayanan 2024) and PaperBench (OpenAI 2025) available to benchmark agents on this task. There is also work on getting AI agents to test alternative ways of analyzing the data to ensure the results are robust to small analytic design choices. Synthesis This is the most underdeveloped area where significant investment is required. Although some automated evidence synthesis systems exist — for example, otto-sr is building an AI agent to write systematic reviews — none of these incorporate the full range of paper level signals to weight evidence appropriately. Nor is there anything like an eval or a gold standard for a good systematic review. Arguably Cochrane reviews are the closest we have to gold standard human systematic reviews, though I’ve heard academics in the know complain about their uneven quality. A key question for a synthesis platform is how to weight anomalies and methodological issues in assessing the quality of a piece of evidence. This is an unsolved problem and one I’m very keen to work on. Continuous updating There are many pieces of basic infrastructure available for monitoring for new research and initiating updates. OpenAlex is the current open citation graph. Retraction Watch integrated into Crossref in October 2023. Scite tracks how citations support, contrast, or mention prior claims. The Living Evidence Network demonstrated continuous-update workflows in clinical guidelines. Engineering this is a relatively straightforward task. When you look over this technical architecture and all the progress being made, it’s hard not to be optimistic that a living guide to scientific evidence will be built. The stakeholders are ready The social infrastructure for this is starting to coalesce — it’s not just a pie in the sky academic exercise to imagine this coming into existence. Institutions like the Center for Open Science, the Institute for Replication, the INSPECT-SR, the Living Evidence Network and more are all working on scaling work to improve research quality. Funders are also aligned. The Sloan Foundation has funded living evidence work through COS. Coefficient Giving supports the Institute for Replication and COS. The Astera Institute and the Institute for Progress have shown interest in this space. NIH has established an Office for Replication and Reproducibility. Although there are (very unfortunately) serious headwinds in science funding generally, there is an active group of funders interested in metascience. A brief word about what I’ve been doing at RDI. First, as a Visiting Scholar at Berkeley I’ve been actively figuring out how a non-profit and a public university can conduct and make public the results of large-scale academic article data mining. With some of the money I raised from donors, I commissioned a legal analysis of recent case law and publisher text data mining (TDM) agreements in order to understand whether a massive open data mining of academic articles is possible (with caveats, it is). I’ve also been working to bring together stakeholders in this space, and identify gaps. I’ve also been doing some software development in this space, with more to come. A pilot proposal The assumption undergirding all of this is that an AI, given all this information, would make the right judgment about a scientific claim with lots of conflicting evidence, weighing all the factors appropriately. That’s the hypothesis we need to test. Randomized control trial research is the best place to focus on first. RCTs are used to make many of the important decisions in society - from medical trials to public policy changes. And they use a relatively uniform set of inferential statistics with lots of known and available diagnostics. Behavioral science experiments, within the broader realm of RCTs, should be first used as a testbed whose results can be generalized. Because behavioral science is at the vanguard of open science practices, replications abound (there are thousands of them) to serve as ground truth training data. Key Hypothesis Therefore the pilot would test, in behavioral RCTs that have been replicated, whether the quality of evidence for a claim can be used to accurately predict whether that claim will replicate. Secondary Hypotheses Compared to claims that replicated, non-replicated claims demonstrate a greater share of forensic anomalies in their source literatures. Hypothesis level claim and statistic extraction is accurate enough to scale living evidence without onerous human review costs. Replication prediction is more accurate than prediction markets6 or journal prestige. If all the different quality signals we gather do accurately predict which studies will replicate, then we can use that model to score evidence to power the living evidence layer. Why this is informative regardless of outcome If the pilot succeeds, the architecture extends to medical RCTs (where Living Evidence already operates and integration is mostly about claim representation), then to slices of basic biology with stable replication structure. If it fails, the field learns which quality signals are load-bearing and which ones metascience has oversold. Either result is a contribution to knowing what the literature supports. Implications for funders Because this burgeoning ecosystem of builders already exists, a well-informed philanthropic or government funder could play a crucial catalyzing role in bringing this future about. They could play at least three roles: creating open structured datasets, publishing open benchmarks and incentivizing the solving of key technical challenges. First, open archives of papers that the government maintains, like PubMed, could be turned into structured data amenable to large scale metascience and claim aggregation. I know the US government already has an interest in doing this, though some key open questions remain unanswered. How do you determine the best models and systems for accurately extracting information from papers? How can you establish a robust way to allow researchers to flag errors and correct them? And finally, how do you create a legal regime in working with publishers to maximize the scope of available papers? For the latter, a university or a private philanthropy may be better positioned to make structured data publicly available under journal subscription terms or fair use. Philanthropists or government funders could also coordinate to create or commission benchmarks that evaluate whether important problems have been solved. For example, an open benchmark for claim extraction from a range of different scientific article types would be extremely helpful. Ensuring the underlying data are accurate is vital for creating these evaluations. I’ve discussed opportunistically using various human-created datasets for this purpose, but a consistent problem is that errors in human data make it difficult for them to serve as a gold standard. Finally, with structured data and benchmarks available, the government or private philanthropy could use them to incentivize groups to develop machine learning systems that meet these benchmarks. Prizes are one potentially valuable tool for this. For example, you could establish a prize for a system that accurately updates a living meta-analysis for a small set of claims. Prizes are particularly useful as signals of problem importance, and can help create vibrant ecosystems of public and private research—see, for example the role the government played in kickstarting the current work on nuclear fusion. Conclusion The drawbacks of the current scientific publishing system are known. Scientists agree, metascientists agree, philanthropists agree: the published PDF plus citation graph isn’t the right substrate for maintaining a representation of the evidence base in science. The pieces needed to build the alternative either already exist or are rapidly taking shape. The community is forming around exactly this problem, with concrete partnerships and shared infrastructure. A pilot should start on behavioral science RCTs because that’s the slice of empirical science most amenable to legibility, where replication ground truth is richest, and where the failure modes are best documented. What’s been missing is the galvanizing mission to assemble these pieces into something that works. That’s what I’m proposing to build. *** 1 I have a broader field map that I’ll release publicly soon. This is me, building in public! 2 If this is something that you are excited about, please reach out and talk to me. 3 More on this very soon too! 4 This tests whether, given the code and the data, you can get the same statistics as reported in the published paper. 5 This tests whether the results are the same as a paper’s given alternative analytical decisions in conducting the analysis (like outlier omission). Closely related is the idea of a “multiverse” where you come up with many different ways of answering the same underlying research question with the same data, and test whether the results hold in all those alternative methods. There’s been work on the latter as well. 6 Some of the replications, e.g. those from the SCORE project, had paired the experiments with forecasts from prediction markets. So we get to look at this for free.
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PULLUP ENTERTAINMENT: FOCUS ENTERTAINMENT PUBLISHING AND UPPERCUT GAMES ANNOUNCE A PUBLISHING PARTNERSHIP FOR…
$ALPUL #PULLUP ENTERTAINMENT : PULLUP ENTERTAINMENT: FOCUS ENTERTAINMENT PUBLISHING AND UPPERCUT GAMES ANNOUNCE A PUBLISHING PARTNERSHIP FOR MAGICIANS: THE DEVIL'S DEAL
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Share I’ve recently run several popular posts breaking down data related to sought after legal jobs. General Counsel Big Law Appellate Attorney Here is another in this series. Two Lawyers, One Elite Market Entertainment law can sound like a single professional category. In practice, the lawyers who reach the top of the Hollywood market often look quite different from one another. Consider two attorneys from the 2025 top-entertainment-law universe. Lesley Freeman represents one route: the company-side entertainment lawyer. She is chief legal officer of AGBO, where she oversees company-wide business and legal affairs across film, television, video game and interactive experiences, and technological innovation, after senior legal roles at MGM, Amazon MGM Studios, HBO, and O’Melveny. Daniel Petrocelli represents another route: the outside-counsel trial lawyer. He is chair of O’Melveny’s trial practice and a vice chair of the firm, with a national litigation practice that includes entertainment, sports, and media disputes. Their careers differ by platform, role, practice area, and professional identity. One sits inside an entertainment company; the other practices from a major law firm. One is associated with corporate and governance work; the other with litigation. Yet both fall within the same publicly recognized top tier of Hollywood lawyers. That contrast points to the article’s central question. If there is no single mold for a top entertainment lawyer, are the paths simply idiosyncratic, or do they follow recurring patterns? The data suggest the latter. The attorneys recognized on The Hollywood Reporter and Variety’s 2025 top-attorney lists do not follow one career template, but their paths are not random. They cluster around several defined routes: entertainment-focused private practice, company-side or operator experience, corporate and finance conversion, litigation conversion, public-service-to-litigation pathways, and smaller specialized lanes in labor, employment, and celebrity family law. Across those routes, the recurring ingredients are platform strength, educational capital or Los Angeles market proximity, long career tenure, specialized practice identity, and entertainment-industry fluency. The article examines five dimensions of the top-attorney sample: route into entertainment law, firm or organizational platform, education pipeline, seniority, and practice specialization. Data and Methodology The dataset includes 103 attorneys drawn from The Hollywood Reporter and Variety’s 2025 lists of top entertainment or Hollywood attorneys. For each attorney, the dataset tracks current organization, law school, J.D. year where available, first-known bar admission year, practice area, prior roles, platform type, and route into entertainment law. The sample is best understood as a recognized-attorney dataset, not a census of all entertainment lawyers. It captures lawyers who reached public top-tier recognition in 2025, rather than every lawyer practicing in the entertainment sector. Multiple but Defined Routes Into Entertainment Law The first question is how these lawyers entered the entertainment-law market. Because every attorney in the dataset is entertainment-related by definition, the key distinction is not whether they practice entertainment law. It is how they got there. The largest group followed what might be called the entertainment private-practice route. These attorneys appear to have built their practices around entertainment, media, talent, music, rights, production, intellectual property, or adjacent industry work relatively early. That route accounts for 40 of the 103 attorneys in the sample, or 38.8%.
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Hilda S Renteria
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