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Astros Trade RP Nate Pearson to Royals
Today, the Houston Astros announced they have traded reliever Nate Pearson to the Kansas City Royals in exchange for righthanded pitching prospect Max Martin. Martin, 22, has posted a 6-2 record with a 2.01 ERA in 26 relief appearances across two levels of Class A ball in the Royals system this season. Martin was a […]
Is AMC Entertainment Holdings (AMC) Fairly Valued After Its Q2 2026 Results?
AMC Entertainment Holdings (AMC) just posted its second quarter 2026 results, giving investors fresh detail on how the cinema operator is performing on both revenue and profitability after a busy movie slate. See our latest analysis for AMC Entertainment Holdings. At a share price of US$2.20, AMC Entertainment Holdings has swung sharply in recent sessions, with a 7 day share price return of 12.24% after Q2 headlines, yet a 1 month share price return down 22.26% and a 1 year total shareholder...
World Cup Final Averaged More Than 61 Million Viewers
The final posted the largest U.S. television audience since the Super Bowl.
Aaron Rodgers shares photos of reunion with estranged family
As Aaron Rodgers prepares for his final NFL season with the Pittsburgh Steelers, he has held bonding sessions in the past few weeks this summer. On Monday night, Rodgers posted three photos on social media – one with his mom…
Campaign photo puts Toast on Lenox in political crosshairs
Republican gubernatorial candidate Rick Jackson visited the Atlanta restaurant and posted photos with the co-owner.
AMC Entertainment (AMC) Rockets 25.8% on Record Revenue in 106-Year History
AMC Entertainment saw its share price climb by as much as 25.77 percent during intra-day trading on Monday at $2.44 apiece, after the theater giant posted its highest quarterly revenue in its 106-year history, prompting investors to look past a wider net loss and focus on signs that recovery is gaining momentum. In an updated […]
AMC Entertainment Shares Surge On Upbeat Q2 Report, Windfall From ‘The Odyssey’
The world’s biggest theater chain saw its shares surge as it posted the highest quarterly revenue in its history for the three months ended in June.
AMC Entertainment posted record revenue and a surprise profit as blockbusters packed theaters
The theater chain beat Wall Street estimates on both revenue and earnings as attendance climbed in the U.S. and Europe
AMC ENTERTAINMENT HOLDINGS ($AMC) Releases Q2 2026 Earnings
AMC ENTERTAINMENT HOLDINGS ($AMC) posted quarterly earnings results for Q2 2026 on Monday, July 20th. The company reported earnings of $0.14 per share, beating estimates of -$0.06 by $0.20. The company also reported revenue of $1,596,700,000, beating estimates of $1,488,804,013 by $107,895,987.You can see Quiver Quantitative's $AMC stock page to track data on insider trading, hedge fund activity, congressional trading, and more.
Saturday Posted & Toasted Notes: SummerKnicks finale, Brunson’s business, Ant’s cheat code
You would believe there was a regular-season game played on Friday, as the SummerKnicks and the SummerMavs combined for a dumb 198 points in both team’s Summer League Consolation game. New York used 15 players, and Pacome Dadiet had himself a day to preserve his value entering next season while big man Liam Robbins put […]
Horse Trading Days cancels Saturday entertainment
Entertainment at Horse Trading Days Saturday night, July 18, has been canceled due to expected severe thunderstorms and high winds, according to a Facebook post. An announcement posted around 1 p.m. S...
In interview, Beshear says he received calls about McConnell 'suggesting he's passed'
In an interview with Katie Couric posted to YouTube July 15, Beshear said he received calls from officials \
Alabama students post large science gains, overall eighth-grade scores improve
Alabama students posted strong gains in science, improved eighth-grade achievement and higher ACT scores, according to preliminary statewide assessment results presented Tuesday.
Former Marine running for Congress says Trump is the Antichrist and 'must be killed' in shocking video
William Upham, a Florida 5th District write-in candidate, posted a video on social media calling President Trump "the Antichrist" and saying he "must be killed."
Fall sports updates and information
The fall sports season will be here before we know it! Here are some key summer details for students and families as we look forward to the coming season. Registration begins: High school football (grades 9-12): July 17 All other high school fall sports (grades 9-12): July 24 Modified football (grades 7-8): July 27 All other modified fall sports (grades 7-8): July 31 Please register via Final Forms. Sports physicals: All student-athletes interested in trying out for a fall sport must have an up-to-date physical submitted to Final Forms in advance of the first day of tryouts and practices. Families are encouraged to get a completed physical from their child's physician. If you are unable to get a physical from your child's physician, you can schedule a physical with Whitney Young's school-based health center by calling (518) 573-2556. Appointments will be available at Albany High School in room 4253 during July on the following dates: Thursday, July 16 between 8:30 a.m. and 12:30 p.m. Tuesday, July 21 between 8:30 a.m. and 4:30 p.m. Tuesday, July 28 between 8:30 a.m. and 4:30 p.m. Thursday, July 30 between 8:30 a.m. and 4:30 p.m. Again, you must call (518) 573-2556 to schedule your appointment and receive instructions. Whitney Young does require paperwork that must be filled out by the child's parent or guardian in order for them to be seen by the provider. Tryouts & practices begin: High school football (grades 9-12): Aug. 17 All other high school fall sports (grades 9-12): Aug. 24 Modified football (grades 7-8): Aug. 27 All other modified fall sports (grades 7-8): Aug. 31 High school student-athletes are encouraged to take part in our open gym sessions during July and August in preparation for the fall sports season. Stay tuned for fall practice schedules and competition schedules, which will be posted on our Athletics page! If you have additional questions, please contact the Athletics Department at (518) 475-6310. Let's go Falcons!
LeBron James Social Media Post Leaves 76ers Fans Intrigued
LeBron James’ NBA free agency run has included hints that he’s interested in potentially joining the Philadelphia 76ers. Nearly two weeks down, James still hasn’t joined his next team after a run with the Los Angeles Lakers. Every move is being watched closely, and James’ latest location has Sixers fans talking. The superstar forward posted […] The post LeBron James Social Media Post Leaves 76ers Fans Intrigued appeared first on HEAVY.
Media ghouls, commentators across political aisle mock Lindsey Graham’s death with ‘good riddance’ posts
Trump called Lindsey Graham a "true American patriot" while Ana Kasparian and Nick Fuentes both posted "good riddance" after his death at age 71.
Sen. Lindsey Graham dies after a 'brief and sudden illness,' his office says
The statement his office posted on social media did not provide any additional details about the South Carolina Republican, a former Air Force lawyer, and said his family “appreciates prayers at this time and asks for privacy during this incredibly difficult period.”
Sen. Lindsey Graham dies after a brief and unexpected illness, his office says
The statement his office posted on social media did not provide any additional details about the South Carolina Republican, a former Air Force lawyer, and said his family “appreciates prayers at this time and asks for privacy during this incredibly difficult period.”
Pols & Politics: Sen. Rodrigues sponsors pride event where drag queens twerked at elementary school
A late-June LGBTQ Pride Month celebration in Westport is catching heat after a video posted to social media shows adult men dressed in drag dancing provocatively at the “family friendly” event.
id Software insists in new statement that it still has "the crew we need to build the games and tech we're known for"
id Software has posted a brief statement on social media, insisting, "We still have the crew we need to build the games."
Mississippi mobile sports betting debate resurfaces amid lieutenant governor warning
Mississippi’s debate over mobile sports betting has resurfaced after Lt. Gov. Delbert Hosemann posted a warning on X urging the Senate to reject the measure.
"Pitch Black" Set Guide: Full Set List, Product Lineup, Store...
We now have the full English set list for Pitch Black starring Mega Darkrai ex! As posted before, it will release on July 17th as our fifth English Mega
From The Sports Desk: Belgium demolishes the U.S. 4-1, and then trolls it afterward
“Overturn this,” Belgium posted on social media, a reference to FIFA suspending a one-game suspension for Folarin Balogun, the American striker, and allowing him to play in the match.
Accel Entertainment schedules Aug. 4 results call after market close
CEO Andrew Rubenstein and senior management will review Q2 2026 results at 4:30 PM ET, with a webcast replay posted on the investor site.
Trump posts a doctored photo of the Obamas and Air Force One with graffiti spray-painted on plane
President Donald Trump has posted a falsified image of former President Barack Obama and former first lady Michelle Obama boarding Air Force One covered with graffiti | News-Talk 1380 WAOK
Trump posts a doctored photo of the Obamas and Air Force One with graffiti spray-painted on plane
President Donald Trump has posted a falsified image of former President Barack Obama and former first lady Michelle Obama boarding Air Force One covered with graffiti | WWJ Newsradio 950
We Posted a $100 Mario 64 Bounty 30 Years Ago. It's Time to Settle Our Debt!
It's been 30 years since we posted our bounty about unlocking Luigi in Mario 64, so it’s time to finish this. Let’s settle our debt once and for all.
Elon Musk posted twice as often on UK race and immigration as about SpaceX in IPO run-up
Guardian analysis of X feed shows how keen world’s richest person was to air his views and ‘interfere’ in British politics
Trump posts new image of $100 bill with his signature
President Donald Trump posted a new image Friday of a $100 bill bearing his signature, months after the Treasury Department announced that, for the first time, a sitting president’s signature would be featured on US paper currency.
Trump reads children's book on Usha Vance's podcast
The president's appearance on "Storytime with the Second Lady" podcast was posted online Friday
The MacRumors Show: Latest iPhone 18 Pro Leaks and Rumors
On this week's episode of The MacRumors Show, we discuss the latest leaks and rumors surrounding the iPhone 18 Pro. Subscribe to The MacRumors Show YouTube channel for more videos Tata Electronics, one of Apple's manufacturing partners in India, was hit by a ransomware attack that resulted in more than 200,000 internal files being posted online, including component lists, supplier data, and images of iPhone 18 Pro test units.
Trump returns to Mount Rushmore after years of hinting he belongs there
The White House says there would be “no better addition” to Mount Rushmore than Trump, who last month posted an image of his face on the monument.
LeBron James' birthplace urges NBA star, 'Come home...please'
Akron's Summa Health, birthplace of LeBron James, posted a not-so-subtle message on Instagram urging the NBA star to finish his career in Cleveland.
Voters choose candidates in State Senate primary races
SD 3 Colorado voters appear to be electing Democrat Taylor Voss over primary challenger Aaron Gutierrez to represent State Senate District 3, based on early returns posted after polls closed Tuesday night. As of 7:30 p.m., Voss is leading with just over 55% of the vote, according to the Secretary of State’s website. Voss, a […]
Gonzales ahead in Democratic primary for Secretary of State
Amanda Gonzalez is leading Jessie Danielson in the Democratic primary for Secretary of State, based on early returns posted after polls closed Tuesday night. As of 7:20 p.m., Gonzalez had 63.61% of the vote, while Danielson had 36.39%. Gonzalez, an election attorney, currently serves as the Jefferson County clerk and as an adjunct professor of […]
Jena Griswold leads early returns in Colorado’s Democratic attorney general primary
Colorado Secretary of State Jena Griswold led the field of Democratic attorney general candidates by a wide margin in early returns posted minutes after polls closed Tuesday night. Four Democrats are running for the office held by term-limited Democratic Attorney General Weiser, who is running for governor. In addition to Griswold, who is serving her […]
Phil Weiser leads Michael Bennet in early returns in Colorado’s Democratic gubernatorial primary
Attorney General Phil Weiser took an early lead over U.S. Sen. Michael Bennet in Colorado’s Democratic gubernatorial primary as election officials posted initial returns soon after polls closed Tuesday night. In the first round of results, Weiser had secured 60% of the vote to Bennet’s 40%, with just over 200,000 total ballots counted statewide. The […]
Scrolling for science: How a Twitter post discovered a new wasp in Fukuoka, Japan
Researchers at Kyushu University recently identified a wasp species, Eupelmus curvator, in Japan for the first time after citizen scientists posted photos of it on Twitter (now X), marking both a new national record and the first formal description of the male of the species. The discovery highlights the growing role of social media in biodiversity research, allowing scientists to tap into observations from the public that would otherwise go unnoticed.
Alleged iPhone 18 Pro Sim Tray Again Shows Dark Cherry Color
Apple's upcoming iPhone 18 Pro models are expected to introduce new color options, including a dark cherry color, and today we may have been given another peek at the rumored finish, courtesy of the Chinese leaker known as Ice Universe. Image shared by leaker Ice Universe In an image posted on Weibo, a SIM tray allegedly from the unreleased iPhone is shown in a dark cherry colour, which could also be described in this grainy example as burgundy, brownish, or purple.
Samsung's new wide foldable phone revealed in leaked images
The same source also posted photos of the Galaxy Z Fold 8 Ultra and Z Flip 8.
Trump posts apparent AI-generated image of large, golden eagle affixed to Truman Balcony
President Donald Trump Monday evening posted what appeared to be an AI-generated image of a large, golden eagle affixed to the Truman Balcony of the White House.
Fall sports tryout schedule available - Pine Bush Central School District
The schedule for tryouts and practice for fall sports is now posted! Click here for all you need to know for modified, JV and varsity fall sports.
Rep. Jahana Hayes released from hospital after health scare
Representative Jahana Hayes has been released from the hospital after a health scare last week. In a video posted to Facebook on Sunday, she said she was leaving St. Mary’s Hospital where she was admitted for the last two days. “On Friday, I felt like I was dizzy while shopping, I was out getting phones at the mall and felt…
Again, Trump said nobody left his speech. Again, that wasn’t true
President Donald Trump posted on social media on Thursday about the speech he gave the day prior to kick off the Great American State Fair in Washington, DC: “Everybody stayed right until the end of my Speech because they loved hearing about a truly successful America.”
Is Tencent Music Entertainment Group (TME) A Bargain Following Its Sharp Pullback?
Tencent Music Entertainment Group (TME) has drawn fresh attention after recent trading left the stock down about 9% over the past month and about 11% over the past 3 months, which has sharpened the focus on its current valuation. See our latest analysis for Tencent Music Entertainment Group. At a recent share price of $8.39, Tencent Music Entertainment Group has posted a year to date share price decline of about 53% and a 1 year total shareholder return decline of about 55%. However, the 3...
I moved to Canada and couldn't find a job; I started my art business
When I moved to Canada, I couldn't land a job for months. I started drawing illustrations and posted them on social media. People wanted to buy them.
ConcernedApe Explains Why He's Shown So Little Of Haunted Chocolatier: 'I Would Rather Serve A Fully Baked Bread'
Eric Barone posted his first blog update in six months yesterday to reassure fans he's still hard at work.
Trump abruptly cancels signing of bipartisan bill on affordable housing
The president posted on social media that the signing was off until the Senate passes his election integrity bill. It is unclear whether he intends to kill the housing bill.
Picture released after early-morning robbery at Upstate business, police say
Cowpens police posted pictures early Wednesday morning they say shows a suspect in a robbery at a business.
FedEx posts strong earnings results in last quarter with freight business
FedEx posted strong fiscal fourth quarter earnings on Tuesday in the company's last quarter that included the freight business before its spin-off.
Lonestar, Gabby Barrett included in Appalachian Fair entertainment lineup
GRAY, Tenn. (WJHL) — The Appalachian Fair revealed the entertainment lineup for its 100th anniversary year. On Monday, the fair posted on social media with a schedule of artists. Seven artists will…
GTA 6 'Vampire' Ferris Wheel Sparks Tech Expert Investigation
When Rockstar announced GTA 6 pre-orders would kick off on June 25, it did so with a short, looping video posted to the official website that offered a fresh look at Vice City. It’s meant to be viewed as you scroll down, a cool piece of GTA 6 media that sets the tone for your experience on the website. But this is GTA 6, and so everything is analyzed to within an inch of its life.
John Ternus set to re-establish importance of Apple's design team when he takes over as CEO: report
Bloomberg’s Mark Gurman today posted the latest edition of his Power On newsletter, recapping the last ten years of Apple’s...
Trump claims vandals damaged D.C. Reflecting Pool, and says it will be drained again
The president posted on Truth Social claiming vandals slashed the pool's lining and poured chemicals into the water, saying arrests have been made. He provided no evidence for his claims.
Trump Sparks Health Concerns With Confusing ‘Daughter’ Remark
The president posted a picture of an unnamed woman whom he called a “great daughter.”
Trump and Italy's Giorgia Meloni used to be buds. But a rift is widening
"Italy and I do not beg," Meloni said in a video rebuke posted on social media Friday. Italy's top diplomat, meanwhile, said he was cancelling a visit to the U.S because of the alleged remarks.
Italy’s prime minister says Trump made up a story about her supposedly begging him for something. She wouldn’t be the first
After an Italian media outlet reported that President Donald Trump said Prime Minister Giorgia Meloni had “begged” him for a photo at the G7 summit this week, Meloni quickly posted a response on social media. Trump, she said, had “completely fabricated” the story, and she was “shocked.”
New York sports bettors beat the house -
For the first time since New York's online sports wagering went online in 2022, the operators posted a weekly loss for the period ending on June 14th
Accenture Just Had Its Worst Day in Years. Is AI Coming for the Consulting Business?
The consulting giant posted solid results, yet a cautious outlook and a multibillion-dollar acquisition bet sent its stock to the lowest level in years.
Espaillat and Avila Chevalier trade blows in combative NY-13 debate
Espaillat defended his record while highlighting controversial tweets posted several years ago by his opponent.
Steam Machine could launch as early as this month, leak claims
After Valve posted a hopeful, yet vague, update on its exciting new console, new leaks point to an official Steam...
I tested out side hustles for 100 days. There are 3 I still use.
A content creator posted a TikTok series about making $100 a day for 100 days using side hustles. Three years later, she still uses three of them.
Mass. life science industry hits a slump — but these regions are bucking the trend
Massachusetts' life sciences industry just posted its first job decline in more than a decade — but the pain isn't spread evenly. Here's where the jobs are going, and where they aren't.
Mass. life science industry hits a slump — but these regions are bucking the trend
Massachusetts' life sciences industry just posted its first job decline in more than a decade — but the pain isn't spread evenly. Here's where the jobs are going, and where they aren't.
Selena Gomez reacts to claims she shaded Taylor Swift over Knicks game: 'Forget that most assume otherwise'
Selena Gomez took to social media to respond to speculation that a comment she posted was shading her longtime friend Taylor Swift for cheering on the New York Knicks during Game 4 of the NBA Finals.
Assessing Accel Entertainment (ACEL) Valuation After A Mixed Q1 Earnings Beat And Modest Share Price Reaction
Q1 report and tempered market reaction Accel Entertainment (ACEL) recently posted its Q1 results, with revenue up 8.5% year over year and ahead of analyst expectations, while earnings per share also beat forecasts but adjusted operating income fell short. The stock has seen a modest move higher since the release, suggesting that investors are weighing stronger top line and EPS figures against the softer adjusted operating income performance as they reassess the company’s current setup. See...
‘Big Ev’ breaks silence on Barstool absence, reveals gambling addiction
Evan “Big Ev” McDowell broke his silence Wednesday in a video posted to social media, confirming that he checked himself into a residential treatment center for a gambling addiction, in what amounted to his first public statement since disappearing from Barstool Sports content in early April amid allegations that he stiffed multiple illegal bookmakers out…
Former Superman Dean Cain takes jab at Milly Alcock's Supergirl
Milly Alcock, star of the new movie 'Supergirl,' was the butt of a joke posted on social media by actor Dean Cain, who played a ʼ90s TV Superman.
Knapp’s, an iconic Tacoma diner, closes after nearly 90 years in business
Knapp’s Restaurant and Lounge has closed, according to a sign posted on its front door on Monday. The Proctor diner and bar opened in 1938.
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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Open Thread: June 3, 2026
The Open Thread/Daily Merengue is a place where you can discuss anything and everything related to football. Feel free to discuss the topics presented here, or start your very own discussions! The Open thread will be posted every day by one of the mods you’d totally do a movie marathon night with: Valyrian Steel, Felipejack, […]
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