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Likely youngest City Council Chair ever, Brodey Weber enjoys local politics for scale of impact
28-year-old Brodey Weber will be leading the Lincoln City Council for the next, and fourth-year of his term. Elected at age 25, Weber is no stranger to being the “young one.”
Kansas City mayor proposes ordinance targeting unlicensed businesses after mass shooting
Kansas City Mayor Quinton Lucas is proposing a new ordinance that would make it easier for the city to shut down unlicensed and unpermitted businesses.
Thomasville leaders bringing entertainment downtown
THOMASVILLE, N.C. (WGHP) — Several projects in Thomasville are designed to bring more entertainment to the downtown area. Thomasville city leaders are revitalizing the former Palace Theater o…
City of Houston passes Whitmire’s $7.5-billion budget for Fiscal Year 2027
Houston City Council approved Mayor John Whitmire’s budget with a vote of 15 to 1. Council Member Edward Pollard, the sole “no” vote, argued the plan was “fiscally irresponsible.”
KU museums highlight global art, science during World Cup
Two KU museums are highlighting global connections this summer with exhibitions tied to the World Cup games in the Kansas City area.
Sources: Chiefs' Patrick Mahomes to make over $500M in reworked deal
The Chiefs are adding two years to Patrick Mahomes' contract in a reworked contract that ties him to Kansas City through 2033 at a value of $504.75 million, sources told ESPN.
Big money fuels 2 Portland initiatives targeting November ballot
The ballot initiatives have until July 6 to submit over 40,000 to quality for the general city election.
Charlotte votes raise questions about business influence and ‘the Charlotte Way’
Two key votes by the Charlotte City Council in the past month have left some residents and business leaders wondering how much influence the city’s business community still has — and whether the so-called “Charlotte Way” is fading.
The political typology illustrates gaps in political values by age, race and ethnicity
The prevalence of Pew Research Center’s nine political typology groups varies considerably by age and across racial and ethnic groups. This variation mirrors these demographic divides in American politics today – both overall and in each of the partisan coalitions. This analysis is part of Pew Research Center’s 2026 Political Typology. To learn more about […]
PARAGON SPORTS- Specializes in NYC
Paragon Sports, New York City's independently owned Sports Specialty Store, today announced a series of in-store transformations and brand partnerships that underscore the company's strategy as the definitive sports specialty retail authority of New York City. The announcement coincides with the company being voted the #1 Sporting Goods Store in the United States by the USA Today Readers' Choice Awards.
World Cup travel boost hasn't materialized for U.S. businesses
The expected travel boom from the World Cup is looking like it will be a city-by-city, match-by-match test of pricing power.
‘Seattle: A History in Short Stories’ captures city’s fascinating past
The three-episode “Seattle: A History in Short Stories” concludes with its final episode on Tacoma’s KBTC-TV on Thursday (and streams next day at kbtc.org).
MetroPlusHealth Guides Essential Plan Members Through Upcoming Coverage Changes
MetroPlusHealth, New York City’s high‑quality, affordable health plan, is actively supporting members affected by upcoming federal funding changes to the
Kentucky leaders in Des Moines this week for intercity visit
A delegation of more than 150 business, education, government and nonprofit leaders from Commerce Lexington in Lexington, Kentucky, are in Des Moines today through Friday for its annual Leadership Visit, a long-running intercity program aimed at fostering regional development ideas. The agenda includes sessions on regional collaboration, talent development, agricultural innovation, executive leadership continuity and…
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.
I On Politics
DUTCH KILLS ASSN MEETING JUNE 11: The Dutch Kills Civic Association will hold their final General Meeting of the season on Thursday, June 11 at 7:00 pm at the Growing Up Green school, located at 39-27 28th Street in Long Island City. Officers from the 114th Precinct will give updates about the community. QUEENS HOMEOWNERS
NACCHO Highlights Local Health Departments' Preparedness Efforts Ahead of the FIFA World Cup 2026
/PRNewswire/ -- The National Association of County and City Health Officials (NACCHO), the voice of the country's over 3,300 local health departments, commends...
Minneapolis ICE raids cost city $700M in wages, business losses
Minneapolis leaders say that Operation Metro Surge cost residents and businesses nearly $700 million.
Everyone wants a piece of Tesla's battery business
Electricity demand from AI data centers is pushing everyone — including automakers like GM and Ford — into the energy storage business.
How cuts to CDC are dismantling its capacity to protect Americans’ health
In a survey of more than 600 CDC workers, 99% said the Trump administration’s cuts to the agency have made it less able protect the public’s health.
Business Restructuring Review Vol. 25 No. 3 May-June 2026
In This Issue Texas Bankruptcy Court Adopts Barnet Rule Requiring Foreign Debtor to Have U.S. Assets to Be Eligible for Chapter 15 Relief In In re Siu-Fung Ceramics Holdings Limited, No. 24-33299, 2026 WL 382424 (Bankr. S.D. Tex. Feb. 10, 2026), the court denied petitions for chapter 15 recognition of Hong Kong bankruptcy and liquidation proceedings commenced on behalf of an individual debtor and a group of companies that he owned or controlled. According to the court: (i) the corporate debtors' Hong Kong liquidation proceeding was not eligible for chapter 15 recognition because the attorney retainer upon which such relief was based was not funded until nine months after the chapter 15 petition date; and (ii) the individual debtor's Hong Kong bankruptcy case could not be recognized because the debtor's "center of main interests" on the chapter 15 petition date was not in Hong Kong, and he did not even maintain an "establishment" there. [read more …] Southern District of Texas Clarifies Post-Purdue Course for Consensual Third-Party Releases and Gatekeeping Provisions In In re Container Store Group, Inc., 676 B.R. 356 (S.D. Tex. 2026), appeal filed, No. 26-20166 (5th Cir. Apr. 14, 2026), cross appeal filed, No. 26-20166 (5th Cir. Apr. 24, 2026), the U.S. District Court for the Southern District of Texas addressed consensual third-party releases and gatekeeping provisions in the aftermath of the U.S. Supreme Court's ruling in Harrington v. Purdue Pharma L.P., 603 U.S. 204 (2024). Consistent with existing Fifth Circuit precedent, the court confirmed that, in appropriate circumstances, consent for third-party releases may be obtained through a creditor's failure to opt out of granting that consent. But, the court ruled, consent through an opt-out mechanism essentially can never be inferred for creditor classes that stand to receive no recovery under a chapter 11 plan and that are deemed to reject the plan by operation of applicable bankruptcy law. Instead, those classes must affirmatively opt in to any release. The court also narrowed and remanded the bankruptcy court's acceptance of a broad gatekeeping provision, ruling that such provisions must correspond to the restrictions established by Fifth Circuit precedent. [read more …] Delaware Bankruptcy Court: Initial Transferee Need Not Be Defendant in Fraudulent Transfer Avoidance and Recovery Litigation The Bankruptcy Code gives a bankruptcy trustee the power to avoid asset transfers that are either made with the intent to defraud creditors or that are "constructively" fraudulent because an insolvent debtor did not receive adequate value in exchange. The Bankruptcy Code also permits recovery of an avoided transfer from not only the initial recipient, but also from subsequent transferees. Courts disagree over whether a transfer must actually be avoided before the trustee can seek recovery from a subsequent transferee and whether the initial transferee must also be a defendant in the recovery litigation against a subsequent transferee. The U.S. Bankruptcy Court for the District of Delaware weighed in on this debate in Phillips v. SS Associates LLC (In re ONH AFC CS Investors, LLC), No. 23-10931 (CTG), 2026 WL 312892 (Bankr. D. Del. Feb. 4, 2026). The court adopted the majority view, ruling that the initial transferee need not be a defendant in avoidance and recovery litigation against a subsequent transferee, but that the trustee must establish the elements necessary to avoid the initial transfer as part of the recovery litigation. [read more …] New York Bankruptcy Court Weighs In on Adequate Assurance of Future Performance under Assigned Leases and Chapter 11 Plan Exculpation Provisions In order to assume and assign an executory contract or unexpired lease, a bankruptcy trustee must cure most defaults under the agreement and provide "adequate assurance" of the assignee's future performance. However, the Bankruptcy Code provides no guidance as to the meaning of "adequate assurance" other than with respect to shopping center leases. In In re Broadway Realty I Co. LLC, No. 25-11050, 2026 WL 147505 (Bankr. S.D.N.Y. Jan. 19, 2026), the U.S. Bankruptcy Court for the Southern District of New York examined this issue in connection with a proposed assignment of thousands of residential leases as part of a free-and-clear sale of debtors' properties. The court held that "adequate assurance" does not mean a guarantee of the assignee's future performance, but merely demonstration that the assignee has the ability to satisfy the underlying obligations. The bankruptcy court also ruled that an exculpation provision in the debtors' chapter 11 plan exonerating non-estate fiduciaries from liability for actions taken in connection with the chapter 11 case was unobjectionable, provided it was limited in scope to postpetition conduct and actions taken in connection with implementation of the plan after its effective date. [read more …] Newsworthy Corinne Ball (New York) (Hall of Fame), Bruce Bennett (Los Angeles), Carl E. Black (Cleveland), Jeffrey B. Ellman (Atlanta), Brad B. Erens (Chicago), Gregory M. Gordon (Dallas), Heather Lennox (Cleveland/New York), Joshua M. Mester (Los Angeles), and Kevyn D. Orr (Washington) were included in the 2026 edition of Lawdragon 500 Leading Bankruptcy and Restructuring Lawyers. The Daily Business Review selected Isel M. Perez (Miami) as an "On the Rise" winner for the Florida Legal Awards. The Florida Legal Awards annually recognize those who have made significant contributions to the legal industry in Florida. Dan T. Moss (Washington/New York) was inducted as a Fellow in the 37th Class of the American College of Bankruptcy at its Annual Meeting in March 2026 in San Antonio, Texas. Christine Borries (Munich) was ranked in the practice area Restructuring/Insolvency in the 2026 edition of Chambers Germany. The 2027 edition of The Best Lawyers in Singapore™ recognized Sushma Jobanputra (Singapore) in the practice area Insolvency & Reorganization. The restructuring transaction involving Eissmann Automotive North America, Inc. received the "2025 Turnaround of the Year (Large Company)" at the Turnaround Management Association (Detroit) Annual Awards Reception. T. Daniel Reynolds (Cleveland) and Nick Buchta (Cleveland) represented subsidiaries of Eissmann Group Automotive in connection with the parent company's German insolvency proceedings. Roger Dobson (Sydney) is among 40 Jones Day lawyers recognized by The Best Lawyers in Australia 2027 for his contributions in Banking and Finance Law; Distressed Investing & Debt Trading; Insolvency and Reorganization Law; Litigation. An article written by Corinne Ball (New York) titled "Ard Finance—A Global Enterprise Combining an LME With a Foreign Insolvency Proceeding and Chapter 15" was published in the April 21, 2026, edition of the New York Law Journal. An article written by Alex Sapp (New York) titled "Recent Developments in Section 510—Subordination" was published in the 2025 edition of the Norton Annual Survey on Bankruptcy Law. An article written by Brad B. Erens (Chicago) titled "New York Bankruptcy Court Approves Insider DIP Litigation Financing" was published on April 6, 2026, by Lexis Practical Guidance. An article written by Corinne Ball (New York), Dan T. Moss (Washington/New York), David S. Torborg (Washington), and Isel M. Perez (Miami) titled "New York District Court Affirms Narrow Scope of 'Public Policy Exception' in Chapter 15 Cases" was published on April 6, 2026, by Lexis Practical Guidance. An article written by Jeffrey B. Ellman (Atlanta) titled "Statutory Cap on Lease Rejection Damage Claims in Bankruptcy Applies to Solvent Debtors" was published on April 6, 2026, by Lexis Practical Guidance. An article written by Trisha L. Mowbray (Real Estate; Chicago) and Ryan Sims (Washington) titled "Chapter 11 Plan that Abridged Non-Debtor Lessee's Rights to Remain in Possession After Rejection Unconfirmable as Having Been Proposed in Bad Faith" was published on April 6, 2026, by Lexis Practical Guidance. Lawyer Spotlight: Ben Rosenblum Ben Rosenblum, a partner in the New York Office, represents debtors, creditors, and other parties in out-of-court restructurings and court-supervised proceedings, including chapter 11 cases, municipal bankruptcies, international insolvency matters, and stockbroker liquidations. His experience spans industries such as manufacturing, shipping, mining, aviation, energy, real estate, and telecommunications. Ben's notable debtor representations include Peabody Energy, the City of Detroit, Chrysler LLC, Spansion Japan, and Dana Corporation. Significant creditor representations include General Maritime Corporation, Calpine Corporation, American Home Mortgage, and Murray Energy. He currently represents creditors in Puerto Rico's restructuring. He also has extensive experience advising financial institutions on bankruptcy law as applied to derivatives.
Knicks provide boon to Mamdani political brand
The New York City mayor, an avid sports fan, is reaping rewards from a city abuzz over the NBA Finals.
New entertainment center being developed in Maricopa
MARICOPA — Plans for new entertainment options in Maricopa are progressing, as developer Scott Bartle is reportedly bringing a new indoor-outdoor entertainment center to the city near Copper Sky Regional
Covington businesses worry about construction impacts as Brent Spence project moves forward
City leaders launch a $750,000 marketing campaign to support local businesses as new traffic changes and years of construction begin.
Fire would love to be part of the battle for Chicago’s sporting soul
Sporting director Gregg Broughton has big ambitions for the Chicago Fire to be a major player in the Windy City.
Two foxes found in Roland Park test positive for rabies: Baltimore health officials
Two foxes that were found in Baltimore's Roland Park neighborhood tested positive for rabies, the Baltimore City Health Department announced Tuesday.
Business briefs: Open Water Swim, Cays Yoga & Pilates, VFW Sunday dinner, Spiro's Happy Hour & more
Crown City Open Water Swim A new chapter for a longtime Coronado Fourth of July tradition begins with the Crown City Open Water Swim, formerly known as the Coronado Fourth […]
Metro ‘Public Health Alert’ signs tied to Overland Park luxury home lawsuits
Red signs reading ‘Willis Homes Public Health Alert’ with a QR code to a website have popped up from downtown Kansas City to Overland Park.
Baltimore City files lawsuit against Agora Companies over deceptive business practices
Baltimore City is suing a global internet marketing and supplements company, alleging that it targets people, especially the elderly, with deceptive business practices.
Business owners worry no DORA could mean fewer sales ahead of Salem Super Cruise
SALEM, Ohio (WKBN) — The Salem Super Cruise is about to roar back into town, but not everyone is happy with the fact that alcohol won’t be allowed. City Council voted against allowing a…
GM Doubles Down On Energy Business To Serve Data Center Electricity Demand
The carmaker scaled back electric vehicle plans, but is going all in on advanced batteries, including a new sodium-ion chemistry designed for large-scale power storage.
City Files Suit Regarding Proposed Business
The City of Greenville has filed a lawsuit in Bond County Circuit Court against the company and three individuals who proposed a sports bar/restaurant business in the former Watson’s Drug Store building on the Greenville square. Named as defendants are W.G.O. Investments, LLC, and member managers of the developer, Joseph Gira, Tim O’Donnell and Dan
Marinette mayor hosts podcast to keep locals in loop about projects
Mayor Steve Genisot joined Spectrum News 1’s “Your Local Leaders” segment to share about recent projects that contribute to the city’s economic output.
Cleveland Clinic London Supports Local Thrive4Life Men’s Health Matters Campaign
Initiative brings clinical expertise, workplace screening and health education to support men’s health across the City
From Trump to Messi, Iran to ICE, politics and sport collide at the biggest World Cup in history
The tournament kicks off in Mexico City on Thursday.
Tacoma’s Grit City Books is your favorite bookseller’s favorite bookstore
Open for only two years, the "unapologetically queer-owned and queer-positive" Grit City Books in Tacoma has become a favorite among Seattle booksellers.
Progressive Nithya Raman advances to November runoff against Los Angeles Mayor Karen Bass
The election will test whether voters in the heavily Democratic city want to move further to the political left to address long-running problems of homelessness, buckled streets and sidewalks and climbing rent and home prices.
Northern Liberties home to a growing number of LGBTQ+ businesses
Northern Liberties is one of the city's fastest growing neighborhoods and the recent boom has seen more than a dozen LGBTQ+ business owners bringing their entrepreneurial spirit to the community.
Arts, Beats & Eats adds veteran honors, a Pride stage, T-rex and more
The festival has also made a deal with Royal Oak to stay in the city at least through 2030.
Hanging Out with Seattle Sports Mascots
What are Buoy, Doppler, and other beloved characters like? We found out.
SoHo Business Alliance sues Tampa over flood relief project records
A coalition of South Howard Avenue businesses is taking the City of Tampa to court in an effort to obtain records tied to the controversial South Howard Flood Relief Project before city leaders decide...
SoHo Business Alliance sues Tampa over flood relief project records
A coalition of South Howard Avenue businesses is taking the City of Tampa to court in an effort to obtain records tied to the controversial South Howard Flood Relief Project before city leaders decide whether to move the project into construction.
2026 and beyond
We were traveling through southern Missouri last week. Interesting country. Super nice people. Love the scenery. On highway 160, we drove past what appeared to be an old salvage yard and on the chain link fence was a sign that said: Business closed Do not enter Dog will bite I loved the simplicity of that […]
Rangers have some momentum with 3 series wins in a row
Texas (32-33) goes into the opener of a three-game series at Kansas City on Tuesday night.
Micah Parsons' Caleb Williams prediction should worry Packers fans
Micah Parsons singled out Caleb Williams when asked who could become the NFL's best player, adding more momentum to the Bears quarterback's rise.
Yakima's insurance company authorizes appeal of verdict in ex-business owner's plaza lawsuit
Since the city has already met its $100,000 insurance deductible in the case, CIAW is bearing the costs of the case and could decide whether to appeal.
Questions over Nashville Entertainment Commission as mayor proposes restructuring
The future of Nashville’s Entertainment Commission could soon look different as city leaders consider changes to how the program operates.
KC small businesses part of national growth trend
Kansas City is part of a national entrepreneurial hot streak, where Americans are starting businesses at a record pace.
GOP senators rally around new DHS proposal targeting sanctuary cities: 'Should pay a price'
Republican senators signal support for pulling CBP officers from sanctuary city airports as Mullin says the proposal is still actively being considered.
Gossip: Spurs advance in Savinho talks
Tottenham are advancing in talks over a deal worth about £60m for Manchester City's Brazil winger Savinho, 22. (Mail)
Diamondbacks make a splash for two-way player Junsang Eom
PHOENIX — The Arizona Diamondbacks are reportedly closing in on a deal with a widely regarded No. 2 prospect for the upcoming KBO Draft.
San Francisco’s Metropolitan Mosaic
Urban development, green spaces, and maritime activity converge in this Northern California city.
Vance recommends DOJ criminal investigation into Tim Walz and Minnesota AG over state’s fraud scandal
Vice President JD Vance, who leads the White House anti-fraud task force, has referred allegations of complicity surrounding fraud in Minnesota, including against Democratic Gov. Tim Walz and Attorney General Keith Ellison, to the Department of Justice for criminal investigation.
Kenneth Walker shares epic hype video before Chiefs' mandatory OTAs
Take a look at this epic hype video, which was shared on social media by Chiefs RB Kenneth Walker III ahead of Kansas City's mandatory OTAs.
Dallas Stars' non-binding Letter of Intent approved by Plano City Council
The approval marks the beginning of a deliberate and transparent process to consider a potential sports and entertainment district at The Shops at Willow Bend
Dallas Stars' non-binding Letter of Intent approved by Plano City Council
The approval marks the beginning of a deliberate and transparent process to consider a potential sports and entertainment district at The Shops at Willow Bend
Business says over $500 in damages caused after several vandalize 'Southie Pride' sign
The owner of a small business in Boston said over $500 in damages was caused after a pro-LGBTQ sign was damaged during the city's Pride weekend.
Nithya Raman advances over Spencer Pratt to face L.A. Mayor Karen Bass in a runoff
NBC News projects Bass, the Democratic incumbent, and Raman, a City Council member, will face off in November after receiving the most votes in the all-party first-round election.
Novant Health unveils plans for $300M Rock Hill project at former Panthers HQ site
The city approved its end of a property sale at its Monday night meeting.
Maryville hosts first Concert in Park at new American Legion Entertainment Pavilion
Maryville Parks and Recreation hosted its first Concert in the Park on June 6 with the Granite City Swing Band. More than 200 people enjoyed the music from the 1940s. Stephanie Nunes was the featured vocalist. The GC Swing Band is the first in a series of Concerts in Park for the new American Legion…
Congratulations to the latest Boost Your Business awardees
Official website of the City of Philadelphia, includes information on municipal services, permits, licenses, and records for citizens and businesses.
Minority-owned businesses surge in Kansas City despite headwinds
In May, the Kansas City-based Ewing Marion Kauffman Foundation released a nationwide 30-year report on entrepreneurship.
City launches latest round of Boost Your Business Program
Official website of the City of Philadelphia, includes information on municipal services, permits, licenses, and records for citizens and businesses.
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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