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Record lobby cash shapes EU pro-business agenda, campaigners say
The corporate titans of the tech, energy and chemicals industries are spending more than ever to influence EU decision-makers, determined to see more business-friendly policies -- and it's paying off,...
Record Lobby Cash Shapes EU Pro-business Agenda, Campaigners Say
The corporate titans of the tech, energy and chemicals industries are spending more than ever to influence EU decision-makers, determined to see more business-friendly policies -- and it's paying off, campaigners said Thursday.
Logitech's Mobi Fold folds for travel, but I prefer a different portable mouse
The Mobi Fold is an $80 Bluetooth mouse with a silicone-wrapped hinge.
Intel’s Project Firefly Takes The Best of Phones To Build Laptops In A Slim 12.9mm Metal Chassis With No Vents
Intel's Project Firefly aims to deliver premium-grade budget laptops with Wildcat Lake SoCs and a metal chassis, targeting affordability.
SGMC Health Honors Booker-Orr with Safe Care Award
SGMC Health recognized Crisp Booker-Orr, Sleep Lab Technician at SGMC Health Smith Northview, as the latest recipient of the Safe Care Award.
'If you want to go to battle': Texas Tech warns Big 12 over potential Brendan Sorsby sanctions
Trump’s AI fund idea is good politics, but bad economics
Plans to share the gains from technology could cause more problems than they solve
Valve kills its retail gift card program due to scammers
Move also cuts off a massive market of legit users who buy cards with physical cash.
Jeffrey Lewis and Herbert Lin join the Bulletin’s Science and Security Board
The Bulletin is honored to welcome nuclear proliferation and arms control expert Jeffrey Lewis and nuclear risk and disruptive technologies expert Herbert Lin to its Science and Security Board (SASB). As SASB members, they will provide their perspective on nuclear issues and technological threats, represent the nonprofit at public events, and participate in setting the time on the Doomsday Clock.
I put the HONOR Magic V6 against the Motorola Razr Fold, and one of them changed how I think about foldables
Two of the most interesting and recent foldable flagship phones are the HONOR Magic V6 and the Motorola Razr Fold. Both of which are technically "Chinese
Antenna Group CEO Outlines Trends Setting Path For Euro Entertainment
European companies need to "bulk up" and "create gravity" to compete with U.S studios and tech giants, the CEO of Greece's Antenna Group said today.
Gravity, Attention & A Cinema Bounceback: Antenna Group CEO Outlines The Trends Setting The Path For European Entertainment
Europe’s entertainment and media companies need to “bulk up” and “create gravity” to compete with American studios and tech giants, the CEO of Greece’s Antenna Group told NEM Dubrovnik delegates today...
Texas Tech's decision on Brendan Sorsby threatens to throw a live grenade into college football powder keg
With the Big 12 and national college football landscapes hanging in the balance, Texas Tech can't afford to take a chance on playing Sorsby
Kyndryl Launches AI Orchestration for Business to Accelerate Agent-Driven Transformation
/PRNewswire/ -- Kyndryl (NYSE: KD), a leading provider of mission‑critical enterprise technology services, today announced Kyndryl AI Orchestration for...
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.
Jedify raises $24M to help companies arm AI agents with context on their business
The funding round was led by Norwest, with participation S Capital VC, Cerca Partners, and Oceans Ventures. Snowflake Ventures also participated as a strategic investor.
Agassi Sports Entertainment Signs Tennis Coaching Icon Darren Cahill to Expand Global Coaching, Content and Technology Initiatives
Former coach to Andre Agassi joins ASE to support the Company's Agassi Intelligence platform, premium content initiatives and global growth strategy
Xbox CEO Ties Future Exclusives to Business Health, Signaling a Possible Return to Multiplatform if Sales Slip
Xbox CEO said the business isn't currently healthy, which is why there are 2 exclusives. To do more, the business would have to get healthier
Sibel Health Receives EU MDR Class IIb CE Mark for ANNE® One: The First Wireless Wearable Patient Monitoring Platform Certified to Key Interoperability Standards
/PRNewswire/ -- Sibel Health Inc., an award-winning medical technology company, today announced that its ANNE® One system has received CE Mark certification...
College sports is suddenly facing a major question that hinges on gambling, the 'unpardonable sin'
The controversy over gambling in college sports has intensified with Texas Tech quarterback Brendan Sorsby's court victory.
Pate lauds new Iowa law targeting fake business filings
Iowa Secretary of State Paul Pate says a new state law is a good first step to address scammers using an actual Iowa address when filling out online forms to register the name of a fake business. “What they’re doing to these poor homeowners is now setting them up for concern about what liabilities they […]
Logitech’s new Mobi Fold squeezes a lot of functionality into a tiny folding mouse
Logitech’s new travel mouse borrows a fun trick from your first cellphone.
Logitech Mobi Fold review: The ultra-compact travel mouse
The Mobi Fold is an excellent travel accessory for anyone who wants something that’s better than the built-in touchpad on their laptop.
World-leading UK science facilities at risk amid £162m funding crisis
Diamond Light Source and ISIS Neutron and Muon Source face cuts of up to 20% as Science and Technology Facilities Council seeks savings
Asian shares fall after a tech sell-off on Wall Street, while oil prices gain
Asian shares have mostly retreated and oil prices are higher after the U.S. launched fresh airstrikes against Iran, raising questions again over prospects for a permanent end to the war.
College sports is suddenly facing a major question that hinges on gambling, the 'unpardonable sin'
The controversy over gambling in college sports has intensified with Texas Tech quarterback Brendan Sorsby's court victory
Google just fired a warning shot in the AI subscription price wars
Google just made it significantly cheaper to enjoy its budget AI subscription tier.
How 'undone science' shaped Chile's glacier protection battle
What is "undone science," and how does it affect environmental policy and regulation around the world? In a recent study published in Tapuya: Latin American Science, Technology and Society, Javiera Barandiarán, ...
Starlink takes page from cable firms with $10 monthly rental fee for hardware
Starlink, SpaceX's top moneymaker, also raised service prices by $5 to $10.
Roundup: Existing home sales / Faith Technologies / University Lakes update
A May surge: U.S. existing home sales rose in May to their highest level since December, reaching an annual pace of about 4.17 million. The increase was driven by slightly lower mortgage rates and stronger buyer activity. However, affordability remains a challenge as home prices stay elevated and supply is still limited. CNBC has the […]
Google announces Gemini 3.5 Live Translate for instant voice-to-voice translation
Voice translations preserve speaker's tone, pacing, pitch—with SynthID watermarks for security.
15 technologies that seemed impossible 20 years ago
Smartphones, mRNA vaccines, reusable rockets, language models — the past 20 years produced technologies that experts said were decades away or simply impossible
America's Workforce Academy: Meta launches trades training program
The tech giant's latest hiring push highlights the growing demand for workers who can build AI's backbone.
Brendan Sorsby fallout: Georgia, Nebraska boycott future games vs. Texas Tech as Big 12, Big Ten mull action
Athletic directors and conference commissioners are reacting strongly to an injunction that restored Brendabfrn Soraby's for the 2026 season
Apple says it may remove apps from the App Store if they don’t attract users
Apple may begin removing existing apps that it considers stale, low-value, or unable to attract users.
iOS 27 features we didn't see on stage
While iOS 27 isn't bringing major changes, it's still got many small features that could improve everyday usage for iPhone users.
Student-led summit connects local youth with global peers through science, technology, engineering, math
Hawaiʻi International Science Experience is hosting a five-day program designed to break barriers and connect local and global youth in STEM.
Apple brings streaming-style subscription bundles to the App Store
Apple is expanding its App Bundles feature to allow developers to partner with one another on discounted subscription packages.
BofA strategists say tech stocks are flashing a bearish warning
The stock market has clawed back some recent losses, but BofA strategists say technical signals are flashing a bearish warning for what's ahead.
Apple’s AI promises are finally, almost, sort of, here
After almost entirely neglecting Siri and punting its AI promises down the road in 2025, Apple went all in on the tech this year.
Scientists Unethically Experiment On the Unborn to Improve Gene Editing Techniques, Bioethicist Says
Genetic researchers are experimenting on unborn children in trials that could have been done on animal embryos, according to one bioethicist.
Apple's New AI Models Contain 'None' of Google's Gemini Assistant
Apple executives have detailed the architecture of the company's new Apple Foundation Models (AFM) and clarified exactly how Google's technology factored into their development.
Dexcom RCT suggests CGM benefits for broad diabetes population
In this edition of STAT Health Tech: Dexcom's CGM trial, udpates from Apple's annual developers' conference, and wearables.
AMD Warns DDR5 Prices Won’t Return To Normal Until 2028, As AI Boom Strangles Consumer Memory Supply
DDR5 memory prices are expected to remain high until 2028, with current prices 4-5X higher than usual, pushing users to DDR4 platforms.
UTC postdoctoral researcher places second in CLEO Science Slam
Dr. Mohmad Junaid Ul Haq, a postdoctoral research associate in the University of Tennessee at Chattanooga Quantum Center, placed second in the annual CLEO Science Slam, which challenges scientists, students and postdoctoral researchers to present complex work in laser science, optics and quantum technology in a clear, engaging way.
“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.”
Opinion: Does science need autonomous AI?
As technology developers and researchers rush to develop autonomous AI research tools (i.e., systems that independently perform tasks by designing their workflows and utilizing available tools) an urgent but rarely
Fuel price shock to widen product gap between US airlines
The fuel shock hitting U.S. airlines is doing more than squeezing margins — it is widening a product gap that may take years to close, as stronger carriers keep investing in lounges, premium seating, technology and international networks that weaker rivals may struggle to match.
The first-ever reverse-aging treatment has been injected into a human
Cellular reprogramming is the hottest topic in longevity science, with tech titans like Sam Altman investing in it. It's now being tested in humans.
A San Antonio middle school is banking on the sports medicine industry
The sports medicine field is expected to grow in Texas. One San Antonio middle schools hopes it can shape the industry’s future physicians.
Confessions of an AI lab rat
The possibilities and limitations of the tech are clearer than ever.
Why health data sharing is leaving patients exposed
The rapid growth of health tech vendors and data sharing platforms is creating security gaps.
Labour accuses Badenoch of wanting to ‘turn clock back’ with plan to scrap public sector equality duty
Technology secretary says legal requirement that protects women, older people and others from workplace discrimination is ‘really important’
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.
“Entered A Really Complicated Place”: Mike Greenberg Sounds Off On Sports Betting Debate After Brendan Sorsby’s NCAA Victory
Texas Tech Red Raiders quarterback Brendan Sorsby was granted an injunction by a judge in Texas on Monday. He is now allowed to play for the Red Raiders in the 2026 season and won’t enter the NFL supplemental draft.
What smart people are saying about Apple's slew of AI announcements
Tech industry leaders are weighing in on Apple's AI updates across its ecosystem, including on Siri, call assistance, and photo editing tools.
What smart people are saying about Apple's slew of AI announcements
Tech industry leaders are weighing in on Apple's AI updates across its ecosystem, including on Siri, call assistance, and photo editing tools.
Despite gambling ban, judge says Texas Tech QB can play
A Texas judge granted Texas Tech quarterback Brendan Sorsby a temporary injunction that clears the way for him to play this fall despite being declared ineligible by the NCAA for wagering on college sports, including bets made on his own team while he was at Indiana. The decision sent shock waves across college sports since […]
Georgia, Nebraska ban teams from scheduling Texas Tech in wake of Brendan Sorsby ruling
The memo from the school's compliance director comes after Sorsby was granted a temporary injunction to play despite a history of gambling.
Apple's WWDC AI demos looked more real after $250M false ad settlement
The vibe of Apple's 2026 WWDC keynote felt like a spouse proudly listing all the honey-do-list items tackled. One subtle example: the many AI demos of someone standing, phone in hand.
Coaches, ADs 'disgusted,' 'stunned' with Brendan Sorsby ruling
A judge's decision to rule Texas Tech's Brendan Sorsby eligible Monday drew the ire of college coaches and athletic directors, with reactions ranging from doomsday predictions to informal talk about Big 12 schools attempting to not play the Red Raiders.
Apple plays catch-up at WWDC
Apple spent much of its WWDC keynote highlighting fixes, performance improvements, and long-requested features before unveiling its upgraded AI-powered Siri, signaling that the company wants users to see AI as just one part of a broader effort to improve its software.
macOS 27 requires Apple Silicon, as Apple draws down the Intel Mac era
You'll need an M1 or better to run the next release of macOS.
iOS 27 and iPadOS 27 don't drop support for any iPhones—and just a few iPads
This promises to be a solid release for aging iPhones.
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.
A judge ruled Brendan Sorsby can play for Texas Tech after gambling on his own teams. It’s the latest college sports stunner
This is how sports betting and athletes have intersected for much of the past six months.
World Pork Expo discussions driven by swine disease and herd health
Swine disease pressure and herd health were major topics during last week’s World Pork Expo in Des Moines. CBS Bio Platforms vice president of innovation and commercialization Rob Patterson says the threats aren’t universal. “Every producer has their own challenge, their own way of doing business.” He tells Brownfield their technology and innovative approach is […]
Gemini 3.5 and Antigravity come to Google NotebookLM
NotebookLM is getting a big upgrade, but it's only for AI Ultra and enterprise accounts right now.
Apple will let you build workflows using AI in its new Shortcuts app
Shortcuts gets an AI upgrade, letting you describe the workflow you want in a prompt.
Harrisburg names School of Science, Engineering and Technology director
Penn State Harrisburg recently announced the appointment of Shirley Clark as director of the School of Science, Engineering, and Technology, effective May 1.
How the CDC is building the data infrastructure U.S. public health needs
CDC's Office of Public Health Data, Surveillance and Technology is on a mission to build a smarter, faster, more connected public health data infrastructure.
The bizarre timing of Bosch's inclusion for Street Fighter 6 considering the end of World Tour content
It's been revealed that Season 4 of Street Fighter 6 will consist of Yasmine, Arjus, Bosch and Tifa Lockhart. Notably, Tifa is a guest character hailing from Square Enix's Final Fantasy 7.While Bosch is technically a newcomer ...
Brendan Sorsby Ruling Shows There Are No Rules Left for College Sports
The NCAA’s bylaws are clear, and yet the Texas Tech quarterback’s admitted gambling will not prevent him from playing this fall thanks to a court’s decision.
Apple puts parents back in control of kids' iPhone use
Apple is putting control back into the hands of parents with more granular screen time features.
Apple's iOS 27, macOS 27 Golden Gate, and other updates focus on refinement
Apple's OSes come with Liquid Glass tweaks and performance optimizations.
Apple's Health app can now tell you if you're in perimenopause
Cycle tracker will now notify women when their cycle patterns are suggestive of perimenopause.
Apple introduces systemwide dictation
Apple's new dictation system could compete with Wispr Flow and others.
WWDC 2026: Everything announced on Siri AI, iOS 27, Apple Intelligence and more
Apple's WWDC 2026 event kicked off this morning at 10 a.m. PT at Apple Park, starting a week full of expected announcements around Siri, iOS 27, Apple
Apple Announces iOS 27 for iPhone With New Liquid Glass Slider
The software update will be supported on iPhones as old as the iPhone 11 series.
Apple is tweaking its controversial Liquid Glass design
While some users liked the sleek, transparent designs that look "glassy," others found Apple's design overhaul from last year to be hard to read.
Apple Announces macOS Golden Gate
Apple today announced that macOS 27 is named macOS Golden Gate. macOS Golden Gate has some Liquid Glass design changes. For example, apps now have a unified toolbar at the top, and the sidebar now expands to the edge of the window. Much like Mac OS X Snow Leopard in 2009, Apple said it focused on improving macOS's performance and dozens of underlying technologies.
What It Takes To Be A Top Tier Entertainment Lawyer in 2026
Share I’ve recently run several popular posts breaking down data related to sought after legal jobs. General Counsel Big Law Appellate Attorney Here is another in this series. Two Lawyers, One Elite Market Entertainment law can sound like a single professional category. In practice, the lawyers who reach the top of the Hollywood market often look quite different from one another. Consider two attorneys from the 2025 top-entertainment-law universe. Lesley Freeman represents one route: the company-side entertainment lawyer. She is chief legal officer of AGBO, where she oversees company-wide business and legal affairs across film, television, video game and interactive experiences, and technological innovation, after senior legal roles at MGM, Amazon MGM Studios, HBO, and O’Melveny. Daniel Petrocelli represents another route: the outside-counsel trial lawyer. He is chair of O’Melveny’s trial practice and a vice chair of the firm, with a national litigation practice that includes entertainment, sports, and media disputes. Their careers differ by platform, role, practice area, and professional identity. One sits inside an entertainment company; the other practices from a major law firm. One is associated with corporate and governance work; the other with litigation. Yet both fall within the same publicly recognized top tier of Hollywood lawyers. That contrast points to the article’s central question. If there is no single mold for a top entertainment lawyer, are the paths simply idiosyncratic, or do they follow recurring patterns? The data suggest the latter. The attorneys recognized on The Hollywood Reporter and Variety’s 2025 top-attorney lists do not follow one career template, but their paths are not random. They cluster around several defined routes: entertainment-focused private practice, company-side or operator experience, corporate and finance conversion, litigation conversion, public-service-to-litigation pathways, and smaller specialized lanes in labor, employment, and celebrity family law. Across those routes, the recurring ingredients are platform strength, educational capital or Los Angeles market proximity, long career tenure, specialized practice identity, and entertainment-industry fluency. The article examines five dimensions of the top-attorney sample: route into entertainment law, firm or organizational platform, education pipeline, seniority, and practice specialization. Data and Methodology The dataset includes 103 attorneys drawn from The Hollywood Reporter and Variety’s 2025 lists of top entertainment or Hollywood attorneys. For each attorney, the dataset tracks current organization, law school, J.D. year where available, first-known bar admission year, practice area, prior roles, platform type, and route into entertainment law. The sample is best understood as a recognized-attorney dataset, not a census of all entertainment lawyers. It captures lawyers who reached public top-tier recognition in 2025, rather than every lawyer practicing in the entertainment sector. Multiple but Defined Routes Into Entertainment Law The first question is how these lawyers entered the entertainment-law market. Because every attorney in the dataset is entertainment-related by definition, the key distinction is not whether they practice entertainment law. It is how they got there. The largest group followed what might be called the entertainment private-practice route. These attorneys appear to have built their practices around entertainment, media, talent, music, rights, production, intellectual property, or adjacent industry work relatively early. That route accounts for 40 of the 103 attorneys in the sample, or 38.8%.
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