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Coast FIRE offers a flexible path to financial independence
FIRE is known as a path to financial freedom but also has a reputation for extremes. Some who have tried say they've found a more relaxed method.
New rules expand ACA insurance choices but could come with risks
Plans could offer 30 percent higher out-of-pocket costs or no set hospital networks. Critics say the changes may reduce enrollment by 2 million.
Want obesity drugs covered by insurance? Telehealth companies have a big say
Telehealth companies offer lifestyle support so people taking obesity drugs can have the most success losing weight. But employers also want the telehealth providers to limit spending on the drugs.
Pols & Politics: Howie Carr offers GOP gubernatorial candidates on-air debate
Longtime Boston Herald columnist and talk radio host Howie Carr is offering Brian Shortsleeve and Mike Minogue the opportunity to join a live, on-air debate on his radio show.
Apple iPhone 18 Pro Release Date: How WWDC 2026 Clues Signal September Launch Details
Apple's WWDC 2026 schedule mirrors last year's rollout, offering fresh clues about when the iPhone 18 Pro, iPhone 18 Pro Max and rumored foldable iPhone could launch.
Health department staffers aren't buying RFK Jr.'s peace offerings
Some staffers say their work lives are improving. Others say their jobs have never been more difficult.
Every Major Streaming Device Brand Ranked Worst To Best
Nvidia, Apple, and Roku lead our ranking of the best streaming device brands, while Google, Amazon, and Onn offer distinct strengths.
Ohio State Fair 2026 tickets drop to $6.14 for 614 Day flash sale
The Ohio State Fair is offering a 12-hour flash sale on June 14 with tickets priced at just $6.14 for the 2026 event.
Flexjet Acquires High-Profile Aircraft Broker The Jet Business
The Jet Business, with over 2.5 million followers on TikTok, is now part of Flexjet, Inc. The deal offers both companies a number of benefits.
MLB Predictions and Moneyline Picks for Saturday, June 13
MLB expert Phil Naessens offers a moneyline prediction for all 15 games on Saturday's massive card!
PEJ: Leisure And Entertainment Portfolio Unlikely To Outperform IVV, A Hold
Invesco Leisure and Entertainment ETF offers exposure to a concentrated portfolio of U.S. leisure and entertainment stocks. Read more on PEJ here.
Arts & Entertainment Calendar
Events coming up in the Greenville area offer music, arts, theater and family fun. Here is a sampling.
AMD Tackles NVIDIA’s $4679 DGX Spark AI PC With Its $3999 Ryzen AI Halo: Now Available With 128 GB Memory For Blazing Fast LLMs
AMD has officially launched its Ryzen AI Halo AI PC, which offers super-fast token throughput at a $3999 price point.
Austin Reaves Expected to Receive $178 Million Offer in Free Agency
Los Angeles Lakers star Austin Reaves is set to hit free agency, and he is expected to receive a massive offer.
Yunus Musah offered to Roma
The transfer window is just around the corner, and following Tony D’Amico’s official announcement, Roma is ready to make its decision regarding both incoming and outgoing transfers. Once the issue...
SpaceX IPO breaks record: here are 10 public offerings it dwarfed
SpaceX broke the public market record by raising $75 billion in the largest IPO ever, blowing 10 largest IPOs in history out of the water.
Kentucky Football lands Jaylen Mercer
Notre Dame, Indiana, Oregon, Texas A&M, and Tennessee were among the schools to offer.
Murray State Athletics to add five new sports programs
MURRAY, Ky. -- Five new sports will be offered by Murray State Athletics, getting approved by Murray State Board of Regents at its quarterly meeting Friday morning.
UVA Health offers guidance on stopping psychiatric medications
A new effort at UVA Health is tackling a question many patients ask: when is it safe to stop taking psychiatric medications?
Queer City Sports provides a welcoming space for Baltimore's LGBTQ+ community
Queer City Sports offers Baltimore's LGBTQ+ community a space to play sports, have fun and meet people.
Fleetwood Community Carnival offers rides, entertainment, games for all ages
Fleetwood Community Carnival will provide rides, entertainment, and games for people of all ages at Fleetwood Community Park July 14 to 18.
Museum of Science and Industry marks Anne Frank's birthday with free admission
To commemorate Anne Frank's birthday, Chicago's Museum of Science and Industry is offering free admission to the museum and its exhibit on her legacy.
Walleye Weekend brings together fishing, entertainment and family fun
(WFRV)- Since its start as a small fishing festival in 1978, Walleye Weekend has grown into a major event, offering not only competitive fishing but also days of family fun. In this segment, Aaron …
New surgery for thumb arthritis offered at Vanderbilt Health
Thumb carpometacarpal implant arthroplasty with Touch prosthesis is “like a small total hip replacement within the thumb joint.”
6 Northern California casinos an easy drive from Stockton
Explore six casinos near Stockton offering gaming, dining and entertainment options within an easy drive for day trips or weekend getaways.
Thursday’s camps see Ohio State’s send out several new offers
Thursday’s one-day position camp sees Ohio State’s staff sending out several new offers in the 2028 and 2029 classes
SpaceX to list on US stock market today after raising $75bn in largest IPO ever
Rolling coverage of SpaceX’s record-breaking initial public offering
Frustration over £11.5 million Norfolk health hub with no GPs
The facility in King's Lynn is designed to offer primary health care services, a councillor says.
The nation’s cartoonists on the week in politics
Every week political cartoonists throughout the country and across the political spectrum apply their ink-stained skills to capture the foibles, memes, hypocrisies and other head-slapping events in the world of politics. The fruits of these labors are hundreds of cartoons that entertain and enrage readers of all political stripes. Here's an offering of the best of this week's crop, picked fresh off the Toonosphere. Edited by Matt Wuerker.
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.
Rural health care shifts in Audrain County four years after hospital closed
MU Health Care highlights the success of its Mexico urgent care clinic, but a community members questions whether the services it offers are enough.
Vermont’s largest health insurer wants to offer a cheaper plan. Can it actually help Vermonters?
BlueCross BlueShield of Vermont is mired in a back-and-forth awaiting regulatory approval for its low-premium, high-deductible “Basic” plans.
Apple Lands Hot Rom-Com Package ‘One Month Mark’, With Jennifer Lawrence To Star And Produce Project From Sophie Fleur De Bruijn And Chernin Entertainment
After an auction that saw 40 buyers put in offers before Chernin Entertainment landed rights, the highly sought spec One Month Mark has not only landed an A-list star but also found a studio to call h...
Chicago gets one more shot at fixing the parking-meter mess
Chicago aldermen are weighing whether a proposed parking-meter lease transfer offers a rare chance to improve the city's infamous deal — or exposes taxpayers to new risks.
NYC Health + Hospitals/Jacobi | North Central Bronx Dental Department Launches Evening Appointments
Bronx, NY – NYC Health + Hospitals/Jacobi/North Central Bronx (NCB) today announced its Dental Department will begin offering evening appointments,
Inside Hartford HealthCare's strategy to build a safer AI front door for patients
The health system integrates PatientGPT into its patient portal and clinical infrastructure, seeking to offer consumers AI-powered health guidance while maintaining physician oversight, data governance and continuity of care.
Listen: Mental Health Courts Offer People Facing Prison an Imperfect Alternative
A new podcast episode revisits a recent investigation of mental health courts by Illinois Answers and Mindsite News.
Cal Poly offers first synthetic cell course to students, partnering with network of innovative scientists
A new course offered this spring quarter at Cal Poly introduced upper-division undergraduates to the fundamentals of building synthetic cells while collaborating on innovative projects. The cutting-edge course titled “Engineering Synthetic Cells,” taught by Javin Oza, a Cal Poly biochemistry associate professor, involves a partnership with the San Francisco-based company b.next, an open-source synthetic cell platform Nucleus, and an international science network.
Behavioral Health: HHS and DOJ Offer Grants to Help Human Trafficking Survivors
Given the trauma that survivors of human trafficking have experienced, they may need behavioral health services, such as therapy or substance use...
DAZN, DirecTV Latin America strike sports channel deal ahead of World Cup
Sports streaming platform DAZN, backed by British-American billionaire Len Blavatnik, said it had struck a deal to bring DirecTV Latin America's DSPORTS channels to its platform in five countries, expanding its soccer offering as the 2026 FIFA World Cup kicks off.
AMC Entertainment Holdings, Inc. Successfully Completes $150 Million At-the-Market Equity Offering
LEAWOOD, Kan., June 11, 2026--AMC Entertainment Holdings, Inc. (NYSE: AMC) ("AMC" or "the Company"), announced today that it has completed its previously disclosed $150 million at-the-market ("ATM") equity offering launched on February 9, 2026. AMC raised $150.0 million of new equity capital through the sale of approximately 105.3 million shares, before commissions and fees.
AMC raises $150M as 2026 box office surge signals recovery
New $150M equity raise adds cash and strengthens AMC’s balance sheet, giving the company more financial flexibility as 2026 box office figures surge.
Heart Health Biotech Kardigan Seeks $373.3 Million in US IPO
Kardigan Inc. is seeking to raise $373.3 million in a US initial public offering to help fund three late-stage drugs that target cardiovascular diseases.
A meaningful life is more important than politics.
Ben Sasse, former U.S. Senator from Nebraska, offers an important reminder about what's important in life, writes columnist Khale Lenhart.
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...
5 things to know about SpaceX's historic IPO
SpaceX is ready to go public in the largest IPO ever. Business Insider rounded up what investors need to know about the offering.
AMC Entertainment Holdings, Inc. Successfully Completes $150 Million At-the-Market Equity Offering
LEAWOOD, Kan.--(BUSINESS WIRE)-- AMC Entertainment Holdings, Inc. (NYSE: AMC) (“AMC” or “the Company”), announced today that it…...
New Business Spotlight: Riverside Coffee
New small businesses are emerging with innovative ideas and a passion for excellence. This column highlights their unique offerings and inspiring stories, showcasing the creativity and resilience of entrepreneurs shaping our communities. Jonathan Palk, managing associate for Peachtree Planning, is highlighting local businesses through in-person podcasts. “The purpose of the podcast is to share stories […]
Temple University Japan Further Expands Academic Offerings with Launch of Cybersecurity Major and Data Science Certificate in Fall 2026
Temple University, Japan Campus (TUJ) will launch a Bachelor of Science in Cybersecurity through the university’s College of Science and Technology beginning in the fall 2026 semester.
Local businesses roll out custom merch as World Cup crowds expected to boost economy
With Philadelphia projected to generate roughly $770 million in economic activity from upcoming FIFA World Cup matches, local businesses are preparing for an influx of fans by offering new merchandise infused with Philly flair.
Cosm opens at Centennial Yards, offering entertainment experience ahead of World Cup
The venue features an 87-foot-diameter dome screen designed to immerse guests in live sporting events, films and other entertainment experiences.
The Cove Continues Its Tradition of Unique Entertainment with The Slippery Chickens
By Peter Lyons Hall One of the reasons Greenwood Lake’s The Cove Restaurant has become a favorite destination for both residents and visitors is proprietor Bobby Perreira’s commitment to showcasing unique and memorable entertainment. Perreira has built a reputation for bringing distinctive performers to his lakeside venue—artists who offer something beyond the ordinary cover-band experience. […]
How Much Should Governments Invest in Sports? Soccer Offers a Test Case.
The growth of soccer in the United States reflects decades of public-sector involvement, raising broader questions about sports-related economic development.
Downtown hard corner opportunity offers high-profile business location
A prominent downtown corner space is available in a historic building that has been extensively restored.
Athletes, coaches paint dire picture for NCAA future in Protect College Sports Act talk
Current student-athletes and head coaches offered candid warnings on Capitol Hill to Sens. Maria Cantwell, Ted Cruz if Protect Sports Act does not pass
No injuries, no props: CFTC proposes prediction market rules
Prediction markets could soon be barred from offering certain types of sports-related event contracts, including those involving officiating outcomes or player injuries.
Feds move to formally allow sports "trading" on prediction markets
The CFTC moved Wednesday to formalize rules allowing prediction markets to offer the equivalent of sports betting nationwide.
Surprising things about visiting San Antonio, Texas, from New Englander
As a New Englander, I was surprised to find all that the Texas city of San Antonio had to offer, including bustling art, wine, and dining scenes.
Jack Innanen offered “Heated Rivalry” season 2 role but couldn't accept due to production conflicts (exclusive)
Fans have long dream-cast the "Adults" and "Big Mistakes" star for the new season, which is set for 2027.
Essentia Health-Fargo offers new minimally invasive procedure for uterine fibroids
Essentia Health-Fargo is now offering a minimally invasive, non-hormonal procedure to treat symptomatic uterine fibroids, which are non-cancerous growths in the uterus, offering women a uterine-sparing alternative to hysterectomy.
Apotex Health shares jump in Toronto stock market debut
Canadian health company Apotex Health rose about 17% above the initial public offering price at its Toronto market debut on Wednesday, bringing life back to a subdued market that had struggled to see new IPOs for years.
Why 'Heated Rivalry' season 2 hopeful Jack Innanen couldn't make role work
Jack Innanen, a longtime 'Heated Rivalry' hopeful, was offered a season 2 role, but the 'Adults' and 'Big Mistakes' star couldn't accept due to production conflicts, EW can confirm.
Digimon Story: Time Stranger releases demo for Nintendo Switch 2, Switch
Digimon Story: Time Stranger will be on Nintendo Switch 2 and Switch next month, and to prepare fans for the launch, Bandai Namco just put out a demo. It can be downloaded via the Nintendo eShop pages now worldwide. The first part of the demo offers the opening of the main game in its entirety. This lets players experience exploration,...
Her boyfriend is handsome, attentive and always emotionally available. The catch? He's made of pixels.
Romance role-playing otome games, like "Love and Deepspace," have exploded in popularity in recent years and offer a reprieve from the bleak dating scene for many of their female fans.
SpaceX Owns a Real Business That Makes Big Money
A simple view of SpaceX is that it’s a low-cost rocket launcher that created the profitable Starlink satellite business and which is now burning cash to build orbital data centers and colonize Mars. Starlink doesn’t have the lead role in SpaceX’s $1.8 trillion initial public offering. But it is the real business inside the company, and the telecoms industry and its regulators can ill afford to be complacent about the disruptive threat it poses.
Democrats rally round Platner in Maine while Trump reaffirms grip on GOP after primary elections
Outcome of polls in four states offer mixed signals about direction of two major parties before November’s midterms
🗞️ Julián Álvarez's NO to Florentino makes Wednesday's headlines
This Wednesday morning will go down as a genuine earthquake at Spanish newsstands. The front pages of the country’s main sports newspapers offer a crystal-clear reflection of the polarization, irony...
Scientists mapped every neural connection in a fruit fly and found a surprise
A groundbreaking new connectome maps every neural connection in an adult fruit fly’s central nervous system, creating an unprecedented view of how the brain and body work together. The findings suggest that complex behaviors emerge from distributed local circuits rather than a single central controller, offering new clues about intelligence, movement, and brain function.
Deltarune Chapter 5 Release Date Revealed as Toby Fox Offers Promising Update for the Future
Deltarune Chapter 5 finally has a release date, and Undertale mastermind Toby Fox has used the opportunity to give fans a progress update on Chapter 6.
Here's the standard severance package Salesforce offers US employees
Salesforce started notifying employees on Monday about layoffs taking place across the company.
Kingdom Hearts Cloud Versions Shut Down Today, And You'll Have To Buy New Versions To Keep Playing
Square Enix is offering discounts for the new Switch 2 ports for anyone who purchased the Kingdom Come cloud versions on Switch.
Read before running
New to jogging or just rusty? A rehab doctor offers tips on avoiding all-too-common injuries as weather warms up.
Chase Offers Small Businesses More Credit Insights
Chase has introduced new tools for small business in its Chase for Business mobile and online hub. The updates, announced Tuesday (June 9), include the
Paranovus launches $194,999,999.75 ATM offering
Paranovus establishes an at-the-market program to sell up to $194,999,999.75 in Class A Ordinary Shares through AC Sunshine Securities LLC, with a 3.5% commission.
Inside Iowa Politics: Potential 2028 presidential candidate’s advice to Democrats
Kentucky Governor Andy Beshear offered advice to Democrats on how to talk with voters.
Inside Iowa Politics: Potential 2028 presidential candidate’s advice to Democrats
Kentucky Governor Andy Beshear offered advice to Democrats on how to talk with voters.
Watchdog Group Skeptical of Vows to End Trump Administration’s $1.8 Billion Fund
Two sets of lawyers noted that while senior department officials said the fund would not move forward, they declined to offer assurances that this would hold in the future.
The MAX welcomes daughter of Medger and Myrlie Evers for film screening
Prior to the screening, the Meridian chapter of the NAACP will offer a civic engagement workshop for Meridian-area youth about opportunities to participate as active citizens in a democracy.
Hubble Science in the 2030s White Paper: High-Contrast Optical and UV Spectroscopy with HST/STIS
The Space Telescope Imaging Spectrograph (STIS) on the Hubble Space Telescope currently stands as the sole space-based astronomical facility providing visible-light coronagraphic imaging — and the only facility anywhere that can perform both visible- and ultraviolet-light coronagraphic spectroscopy. In imaging, STIS offers unparalleled stability that rivals the performance of ground-based direct imaging in the optical, […]
Reward or threat? Omnisend offers quarterly raises for employees who use AI to drive business impact—and says those who don’t will get left behind
For Q1, the first quarter with the initiative in place, just over half of the company’s 246 employees qualified and received raises between 2% and 4% so far.
To Improve Global Ocean Health, Countries Should Strengthen Fisheries Governance
Many of the world’s fisheries are at risk. But this summer, the Our Ocean Conference – taking place in Mombasa, Kenya, 16-18 June – will offer a critical opportunity for the global community to discuss important changes to strengthen the health and sustainability of the world’s fisheries.
“Tech-Driven Prosperity & Right-Wing Racist Politics”: Quinn Slobodian on Elon Musk and SpaceX IPO
Ahead of the initial public offering for SpaceX, we speak with historian Quinn Slobodian, author of Muskism: A Guide for the Perplexed. He says Elon Musk is “creating a situation where he becomes deeply reliant on state contracts” as the U.S. government then becomes reliant on Musk. “It’s not about demolishing the government,” Slobodian says of his work with DOGE, the so-called Department of Government Efficiency that Musk led for the Trump administration. “It’s about making the government more compatible, ready for the kind of products that Musk offers, and to make him then an indispensable part of the infrastructure.” Slobodian goes on to warn that Musk’s wealth is helping to fuel his anti-immigrant, racist political ideology. “We really should be worried about the possibility of those things to live together: tech-driven prosperity and right-wing racist politics.”
A first test for Platner and other key races to watch in Tuesday’s primaries in Maine and beyond
Primaries in four states on Tuesday will offer clues about how much tolerance voters have for candidates embroiled in controversies, while testing President Donald Trump’s sway in a crowded Republican primary and setting up a key race for governor in one of the country’s premier presidential battleground states.
UToledo Health Now Offering FDA-Approved Infusion Therapy to Help Slow Early Alzheimer’s Progression
Kisunla targets amyloid plaques associated with Alzheimer's disease and is available to eligible patients with early symptomatic diagnoses.
Unique Nebraska business offers retail storefront for farmers
Rural residents near O’Neill banded together to open a store where they could market their home-raised meat and other farm products.
Lloyds to Offer Stripe’s Payments Software to Business Customers
Lloyds Banking Group Plc is partnering with fintech giant Stripe Inc. to give its more than 1 million business customers access to a new suit of payment tools, as the lender seeks to modernize its digital offering and compete with newer rivals.
HBO Max To Be Offered Through Prime Video In New Zealand
EXCLUSIVE: HBO Max will roll out on Prime Video in New Zealand when it launches later this year. The service debuts next week on June 16 and will offered to viewers locally through Prime Video, includ...
Apple’s iOS 27 Is Filled With Hints About Its Upcoming Foldable iPhone
Apple Inc.’s iOS 27 and related software updates offer the clearest public signs yet of the company’s upcoming foldable iPhone, revealing references to folding hardware and new features designed for larger, more flexible displays.
Shepherd's Hope offers free sports and school physicals
The nonprofit is partnering with Nemours Children's Health and Who We Play For to provide physicals for uninsured youth ages 18 and younger.
A reporting checklist for large language models in behavioural science
Nature Human Behaviour - Large language models offer new opportunities for behavioural science, but their rapid evolution poses challenges for research rigour. We introduce a consensus-based...
Better Business Bureau offers tips to prevent data breach harm
The Better Business Bureau is taking steps to help the public prevent future data breaches.
Science Museum Oklahoma offers family fun with upcoming Space Day and Sally's Night
With school out and summer in full swing, Science Museum Oklahoma is inviting families to spend the day and night exploring the science of space this Friday.
Meta launches $115M skilled trades academy with guaranteed jobs for graduates in 4 states
Meta launches America's Workforce Academy with $115 million investment, offering free skilled trades training with guaranteed jobs for all graduates.
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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