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AMC Entertainment Holdings (AMC) Stock Could Be 31% Overvalued After Attendance Rebound And $150 Million Raise
AMC Entertainment Holdings (AMC) is back in focus after it reported its strongest monthly attendance since 2019 in May and completed a US$150 million at-the-market equity offering to raise fresh capital. See our latest analysis for AMC Entertainment Holdings. These updates come during a sharp swing higher in AMC Entertainment Holdings' share price, with a 24.1% 7 day share price return and a 108.1% 30 day share price return, even as the 1 year total shareholder return is still down 6.3%...
X offers to exceed Meta's employee snack offerings in talent war
Meta said it'll be improving its snack-filled office kitchens to improve employee morale. Elon Musk's X says it can match that.
Potawatomi Ventures launches business program for Native entrepreneurs
Bwadwét Innovation Community is offering a new entrepreneurial training program for members of the Forest County Potawatomi, with classes ranging from marketing to legal readiness to financing.
Alogic Debuts New Touchscreen Monitors and Portable Displays With Mac Support
Alogic this week unveiled a new lineup of touchscreen displays that bring touch and stylus functionality to Macs, including the FOKUS interactive touchscreen series, the Aspekt Touch 27" monitor, and new Folio portable touchscreen displays. Aspekt Touch 27" While Apple has yet to release a touchscreen Mac, Alogic has established itself as one of the few display makers offering touch-enabled monitors designed to work with macOS.
Edenville General Store looks to expand entertainment offerings
Edenville General Store is looking to increase live music and other entertainment offerings with the addition of a new mobile outdoor stage. The approximately 2...
Two health departments will offer preventative Lyme disease treatment due to ‘extreme tick season’
Amidst an increase in tick bites, two West Virginia health departments are offering medication that can prevent the onset of the disease.
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.
AMC Entertainment Holdings (AMC) Stock Might Be 31.1% Overvalued After Record May Attendance
Interest in AMC Entertainment Holdings (AMC) stock has picked up after the company completed a US$150 million at the market equity offering, alongside reporting record May attendance and expanding higher margin concession offerings. See our latest analysis for AMC Entertainment Holdings. Against this backdrop, AMC Entertainment Holdings has seen strong short term momentum, with a 30 day share price return of 108.09% and a 90 day share price return of 188.57%. However, the 1 year total...
Persona 4 Revival Broadcast
ATLUS has released a 22-minute “Persona 4 Revival Broadcast” offering a deep dive into the game’s story, characters, battle system, and more.
UToledo Health offering free HIV, syphilis testing
The testing will be held on June 24 at the Walgreens at 4580 Monroe St. in Toledo from 11 a.m. to 5 p.m.
Rumble Announces Realignment into Two Core Business Units and Renames Newly Acquired Cloud And AI-Infrastructure Business “Quake AI”
Post-merger, Rumble Cloud Renamed Quake AI, Integrating Northern Data OfferingsRumble to Remain the Video and Media Platform’s Core Brand NameCorp...
Rumble Announces Realignment into Two Core Business Units and Renames Newly Acquired Cloud And AI-Infrastructure Business “Quake AI”
Post-merger, Rumble Cloud Renamed Quake AI, Integrating Northern Data Offerings Rumble to Remain the Video and Media Platform’s Core Brand Name Corporate Parent to be Renamed RUM Group Inc. and Will Oversee Two Business Units: Rumble and Quake AI LONGBOAT KEY, Fla., June 17, 2026 (GLOBE NEWSWIRE) -- Rumble (NASDAQ: RUM) today introduced a new business unit and legal name for the company following the closing of its acquisition of Northern Data AG (“Northern Data”). Effective June 18, 2026, under
Google's extensive June security update fixes tons of lingering Pixel problems
Problems from May persist, but Google's offering some fixes.
Will Sunshine Health see job cuts tied to parent Centene reductions?
Healthcare giant Centene is offering voluntary buyouts to staff, raising questions about its Florida subsidiary.
Major private payer encouraging employees to leave willingly
The largest Medicaid-specialized managed care organization in the U.S. is offering buyout packages to most of its 60,000 or so staff workers.
HAAM hosts 5th annual healthcare pop-up event
A longtime Austin music nonprofit hosted a free event offering healthcare and wellness services to local musicians on Tuesday, following a major fundraising effort earlier this month.
Central Valley business launches summer ice cream truck with free treats
A Central Valley heating and cooling company is offering a sweet way to beat the summer heat with a new community initiative.
Sunrise adds YouTube Premium and HBO Max to entertainment offering
Swiss telecommunications operator Sunrise has expanded its entertainment portfolio with the addition of YouTube Premium and HBO Max, strengthening its position as a one-stop destination for televis…
Wisconsin is offering $40 million for rural health care, part of Trump's 'One Big Beautiful Bill'
The funding will go to hospitals, clinics and other providers to hire community health workers, create partnerships and buy dental care technology.
Health Insurer Centene, Looking To Cut Costs, Offers Companywide Buyouts
Obamacare insurer Centene offering employees buyouts to cut costs after Trump and GOP Congress didn't renew subsidies
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.
Here Are Monday’s Best Wall Street Analyst Research Calls: Accenture, Caesars Entertainment, Datadog, Dupont, Epam Systems, Ferrari, Paychex, Rocket Lab, TeraWulf, and More
Pre-Market Stock Futures: Futures are exploding higher on news of a peace deal with Iran expected to be signed this Friday. This follows a historic Friday that saw the coming-out party of Space Exploration Technologies (NASDAQ: SPCX), widely known as Elon Musk’s SpaceX. The record-breaking size of the offering, raising $75 billion, the company’s debut ... Here Are Monday’s Best Wall Street Analyst Research Calls: Accenture, Caesars Entertainment, Datadog, Dupont, Epam Systems, Ferrari, Paychex, Rocket Lab, TeraWulf, and More
Here Are Monday’s Best Wall Street Analyst Research Calls: Accenture, Caesars Entertainment, Datadog, Dupont, Epam Systems, Ferrari, Paychex, Rocket Lab, TeraWulf, and More
Pre-Market Stock Futures: Futures are exploding higher on news of a peace deal with Iran expected to be signed this Friday. This follows a historic Friday that saw the coming-out party of Space Exploration Technologies (NASDAQ: SPCX), widely known as Elon Musk’s SpaceX. The record-breaking size of the offering, raising $75 billion, the company’s debut ... Here Are Monday’s Best Wall Street Analyst Research Calls: Accenture, Caesars Entertainment, Datadog, Dupont, Epam Systems, Ferrari, Paychex,
The Apple Watch Ultra 4 Finally Addresses Its Only Major Flaw
Apple addresses size complaints with the Ultra 4, offering a thinner profile while adding advanced hypertension detection and improved battery efficiency.
Community health screenings address obstacles to medical care
A local nonprofit has begun offering free clinics to screen vulnerable populations for potentially life-threatening conditions in Coastal Georgia.
Global multipolarity through the lens of network science and game theory
npj Complexity - The “Theory of Competing Networks”, which integrates network science and game theory, reveals that cooperation is more stable than hierarchy, offering insights into...
Why Marketing Feels Harder as Your Business Grows by Nathan Tayloe
At some point, most growing businesses hit the same moment. What used to feel straightforward starts to feel more complicated. Marketing takes more effort. Results feel less predictable. What once worked consistently begins delivering mixed outcomes. It is easy to assume something is broken. In many cases, nothing is. The business has simply reached a different stage. What Worked Before Starts to Lose Its Edge Early on, growth is often driven by a few things working well at the same time: Referrals are strong The value of the offering is clear The team is aligned Decisions are made quickly Marketing, in that stage, tends to feel easier because the business itself is easier to understand. As the company grows, that simplicity fades. The audience expands. Services evolve. New people join the team. More channels are added. More decisions are made across more touchpoints. Marketing is no longer communicating one clear story. It is trying to represent a more complex business. Complexity Creates Friction That added complexity does not always show up immediately. It builds over time. Messaging starts to drift. Different parts of the business describe what they do in slightly different ways. The website no longer reflects how the company actually operates. Sales conversations evolve faster than the brand. At the same time, more activity is introduced to try to keep growth moving: New campaigns More content Additional platforms More tools and reporting The volume increases. The clarity does not always keep pace. That is when marketing starts to feel harder. It’s Not a Lack of Effort Most teams respond to this stage by doing more. More output More meetings More adjustments More experimentation That effort is not misplaced. It is often pointed in the wrong direction. When the underlying issue is a lack of alignment, more activity tends to create more noise. Results become harder to interpret. Decisions take longer. Progress feels inconsistent. From the outside, everything looks active. From the inside, it feels less certain. The Real Shift As businesses grow, marketing becomes less about execution and more about alignment. The companies that navigate this transition well tend to refocus on a few fundamentals: A clearly defined audience A strong, consistent position in the market Messaging that reflects how the business actually operates Alignment between leadership, marketing, and sales When those elements are in place, execution becomes more effective again. Marketing does not necessarily become easier, but it becomes more consistent. A Different Kind of Discipline Growth introduces more opportunity, but it also demands more discipline. What worked when the business was smaller often cannot be scaled without adjustment. The systems, messaging, and decision-making that once felt intuitive need to become more intentional. That is not a sign of failure. It is a normal part of growth. Marketing feels harder because the business has become more complex. The solution is not to outwork that complexity. It is to bring clarity to it. The companies that do that well tend to regain momentum quickly. Those who do not often stay busy without seeing the same level of progress. — Learn more about how we help organizations align strategy, brand, and execution. Visit tayloegray.com, or reach out directly at nathan@tayloegray.com.
Apple Could Eventually Bring An OpenClaw-Like Competitor To Multiple Platforms, Offering Personalized AI Agents At Flexible Pricing
Consumers could have another reason to invest in a Mac, iPad or iPhone, as Apple could bring its own AI agent like OpenClaw in the future
Residents can get a look at new Talent Health Center in late June
Rogue Community Health helps lead effort; onsite weekly food pantry operates through ACCESS Rogue Community Health is offering the public a chance to tour its new clinic in Talent. The […]
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.
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.
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.
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.
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 …
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.
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
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.
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,
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.
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.
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.
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.
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.
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.
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.
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.
“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.”
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.
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.
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.
Packers’ QB2 Tyrod Taylor Shares His Connection With Jordan Love
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Susquehanna Stage offering Shakespeare, Sondheim, ‘Mean Girls’ and more in 2026
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Koi fish stolen from pond at Mishawaka business
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PENN Entertainment Bets On New Aurora Casino And Valuation Gap
PENN Entertainment (NasdaqGS:PENN) is opening the new US$360 million Hollywood Casino Aurora as its latest land-based flagship in Illinois. The long-running Hollywood Casino riverboat in Aurora is set to close after more than 30 years of operation as activity shifts to the new property. The new complex combines gaming, hotel rooms, dining, and entertainment offerings in a single, purpose-built facility. The move reflects PENN Entertainment's push to grow its brick and mortar footprint...
This NYC LGBTQ+ Health Clinic Is Giving Away the Ultimate Pride Month Survival Kit
Callen-Lorde is offering LGBTQ+ New Yorkers free kits packed with HIV prevention medication, sexual health supplies, and overdose reversal drugs throughout June.
This NYC LGBTQ+ health clinic is giving away the ultimate Pride Month survival kit
Callen-Lorde is offering LGBTQ+ New Yorkers free kits packed with HIV prevention medication, sexual health supplies, and overdose reversal drugs throughout June.
Things to do in the Loveland area on Friday: Bluegrass & Brews Festival, Colorado Medieval Fest and more
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Wall St Week Ahead Blockbuster SpaceX IPO set to test high-flying US stocks rally
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You can get Subway delivery from Walmart. More restaurants may follow.
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The nation’s cartoonists on the week in politics
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Entertainment, inspiration for all ages
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Food, entertainment, games | Taste of Lititz returns on Friday
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KC window washer cleans small business windows for free, helps owners go viral on social media
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Free Summer Entertainment Series returns with varied lineups despite reduced budget
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Scientists discover the master clock that controls biological growth and development
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SpaceX sets the stage for a record $75 billion IPO
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Alphabet's record-breaking $85B raise for Google's AI business is a helluva good signal
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Sharks As Climate Scientists?Here’s How They Improve Ocean Forecasts.
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May's top PlayStation games by copies sold
Yesterday’s State of Play gave us an idea of where PlayStation’s heading next. But we’ve had our May estimates for a couple of days now (we always update our data daily for clients), so it’s time to look at what performed best on PlayStation last month. We’ve got a new IP at the top, two evergreens doing their evergreen thing, FC26 smashing it ahead of the World Cup Plus pivot, and a quiet but promising result for Lego Batman. Let’s have a look at the state of Play…Station’s top games for May. 007 takes #001 007 First Light sold 1M copies on PS5 in May, easily making it the month’s top PS5 game by copies sold. Over 80% of those May copies were digital, which is broadly in line with where PlayStation’s digital share has settled for new releases this year. To date, 007 First Light has sold through 2.2M copies across platforms (so no unsold retail copies in that figure). The platform split is 55.1% PS5, 33.1% Steam, and 11.8% Xbox (console, Windows, and cloud combined). In gross revenue terms, 007 First Light has generated $150M. Owing to regional pricing and audience composition differences, the consoles make up a higher share of revenue than they do copies. Of the $150M, 60.5% came via PlayStation, 27.6% via Steam, and 12.9% via Xbox. Part of this is because over two-thirds of 007 First Light‘s PlayStation audience is in North America (43.4%) or Western Europe (23.2%), where local currency means the game generates more revenue per player. On Steam, under half of First Light‘s audience is from those same regions (31.8% North America, 15.1% Western Europe). As we covered in last week’s 007 Steam piece, the Steam version is pulling in higher-than-expected numbers in China, which now accounts for 17.3% of First Light‘s Steam audience. 007 is the equivalent of $44 USD in China, which is roughly 37% cheaper than the US price and about 44% cheaper than Western Europe. Subscribe for free to get the most accurate games estimates in your inbox twice a week 🫶 Subscribe The crossover data backs up what we’ve seen all year about launch-window cohorts. 11% of PS5 players who played 007 First Light in May also played Lego Batman: Legacy of the Dark Knight, which launched just a few days before. Last month was a great month for Denmark! IO Interactive is Copenhagen-based, and Lego Group is headquartered in Billund (TT Games is UK-based but produces work under Lego Group licence and direction). Speaking of which… A very blocky #2 and #3 Minecraft sold another 788K copies on PlayStation consoles last month. Business as usual, since Minecraft hasn’t sold fewer than 760K copies in a single month all year. With over 350M copies sold across all platforms, Minecraft is the best-selling game in history and one of the strongest brands in the world. Every month, a new cohort of children reaches Minecraft age, which guarantees a constant volume of new sales regardless of what the broader market is up to. The demographic refresh rate is truly impressive, with the audience renewing itself faster than it’s churning. Lego Batman: Legacy of the Dark Knight shifted 757K copies on PS5 last month, bringing its lifetime total on the platform to over 800K. Across all platforms, Legacy of the Dark Knight has now passed 1.5M sold through, so PlayStation accounts for over half of the game’s players. The May crossover data for Legacy of the Dark Knight on PS5 is also useful. 27% of those players also played Fortnite, 16% Roblox, 16% FC 26, and 14% NBA 2K. That’s the household-and-family cohort showing up, plus the launch-window cohort of core gamers who buy practically everything. FC 26 gets players through the door ahead of the World Cup FC 26 sold 411K copies on PlayStation last month (90% via PS5), the fewest copies FC 26 has sold all year and down heavily from April’s 700K. Part of this dropoff is because FC 26 has been available as a PlayStation Plus monthly game since 6 May, cannibalising premium sales. Subscribe for free to get the most accurate games estimates in your inbox twice a week 🫶 Subscribe The strategic logic is straightforward for EA, which is sacrificing premium unit sales in May to build up the player base ahead of the FIFA World Cup, which kicks off on 11 June. Obviously, a bigger player pool going into the tournament means a bigger pool of potential Ultimate Team spenders during the period when football attention is at its peak. The early returns are around what you’d expect, with 4.4M new players accessing FC 26 via PS Plus last month – a substantial new spender pool. Anecdotally, a few of my mates who were ‘’skipping FIFA and Ultimate Team this year’’, were drawn back in via PS Plus. Lo and behold, one of them is buying packs like it’s going out of fashion. Whether this is all a smart trade for EA depends entirely on the Ultimate Team conversion rate over the next six weeks. Either way, the short-term engagement impact on the game as a whole is evident. FC 26‘s MAUs hit a record 24M on PlayStation in May, up 30% from the previous record set in April. GTA V does what GTA V always does Rounding out the top five is another evergreen title. Grand Theft Auto V shifted another 387K copies on PlayStation last month. No matter what else is happening in the industry, GTA V keeps pulling players in. It’s sold another 1.8M copies on PS5 in the first half of this year alone, helping the franchise pass the 230M-sold milestone across all platforms. Subscribe for free to get the most accurate games estimates in your inbox twice a week 🫶 Subscribe I have a theory that Minecraft and GTA V are doing the same thing at different demographic levels. Both are functioning as generational gateway games that the audience ages into faster than it ages out of. Minecraft captures kids around age 6-10, GTA V captures much of the same audience around age 12-15 (unofficially, of course). The crossover data suggests this: 40% of GTA V‘s monthly PlayStation players typically play Fortnite in any given month, while 30% play Roblox. Household accounts aside, that’s not the original GTA V audience from 2013. Of course, the under-12 audience would love to get their hands on GTA, too. It’s always been the way of things, and some parents are happy to oblige. Mine did too back in the day, and I turned out just fine. Right? Right!? Want to get your hands on our data for yourself – for free? We’re offering a free trial of our platform for games companies. Send us a message here, or reply to this email, and we’ll set you up. The last word Reply to this email – or reach out here – if you have any feedback for the newsletter – or want to request a game for us to cover. [Alinea Analytics boasts the most accurate PC and console estimates in the business. Game makers use our platform to understand their audience, keep an eye on the competition, monitor sales trends, and spot new opportunities. We equip game studios and financial institutions with accurate data and the confidence to make smarter, data-driven decisions. Want to talk about all things games market data? We’d love to chat!]
Meta is trying to sell AI agents to businesses in latest effort to diversify away from ads
The Meta Business Agent will be included in the company's Meta One paid subscription offerings.
Dubai-Based Apparel Group Said to Explore IPO for India Business
Dubai-based fashion and lifestyle retailer Apparel Group is considering an initial public offering for its Indian unit in Mumbai, according to people familiar with the matter.
Exclusive: SpaceX plans to raise $75 billion in IPO at $135 per share, source says
SpaceX plans to raise $75 billion in its initial public offering by selling 555.6 million shares at a target price of $135 per share, a source familiar with the matter told Reuters.
Presbyterian to lay off more than 100 employees, shifts health care offerings
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YouTube TV subscribers can get 50% off Google TV Streamer
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Why AMC Entertainment Holdings (AMC) Is Up 40.4% After Record May Attendance and Stronger EBITDA
AMC Entertainment reported its highest May attendance since 2019, drawing about 25.5 million guests worldwide and supporting its strongest first-quarter adjusted EBITDA since 2019, helped by hit releases such as “Backrooms,” “The Mandalorian and Grogu,” and “The Devil Wears Prada 2.” Management is pairing this renewed box-office strength with higher-margin food, merchandise and new concert offerings, signaling a push to lift revenue per guest and diversify beyond traditional ticket...
Dive Into the World of Marine Science This Summer in Southampton
This summer, Stony Brook Southampton is offering three college-credit courses, including rare opportunities to conduct research on the waters of Shinnecock Bay.
Morningstar values SpaceX at $780 billion, half its IPO target
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With new grant, Portage schools hopes to put mental health experts right beside classrooms
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Live Nation Entertainment (NYSE:LYV) Shows Strong Technical Breakout Setup with High Ratings
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New gutter business offering installation, repairs now open in Tacoma
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Mercer Health Urgent Care Now Open Daily from 8 a.m. to 8 p.m.
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AI giant Anthropic confidentially files for US IPO
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Apotex Health seeks to raise up to C$1.2 billion, potentially reviving Toronto IPO market
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ESCP Business School Publishes First Live, Learn & Love in Europe Survey Revealing Strong Optimism and Emerging European Identity Among Young People
ESCP Business School has published the results of the first edition of its Live, Learn & Love in Europe survey, offering a candid portrait of how young people experience, navigate, and envision life on the continent.