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'Flip flop': Democrat firefighter in tight House race blasts popular Trump policy his national union supports
Democrat Bob Brooks criticized Trump's overtime tax break on a podcast despite his national firefighters union's support, prompting GOP flip flop accusations.
When aerosol sprays become a deadly health hazard
Key Takeaways: Dusting or huffing is a dangerous trend where people use inhalants such as deodorants and hair spray to get high.The trend is popular on various social media channels.Inhaling these dangerous aerosols can cause brain damage, breathing and heart issues, and even death.Experts say it's important to have a conversation with your kids...
L.A. Weekend Guide: Olivia Rodrigo, World Cup, Blue Note
An Olivia Rodrigo Pop-up, Blue Note Jazz Festival, Swifite Liftie Club and more happens this weekend in Los Angeles, June 11-14.
Your brain built a reality bubble. Literature, science, and philosophy can pop it.
Our brains give us a usable version of the world, not a complete one. A neuroscience and a physicist show why that gap matters for bias, free will, and the responsibility we carry into whatever happens next.
Scientists Explored an Island Cave and Found 1 Million-Year-Old Remnants of a Lost World
A New Zealand cave revealed million-year-old fossils of ancient birds and frogs, showing extinctions began long before humans arrived.
Social Security is Facing a Political Crisis
On Tuesday the Social Security Trustees released their latest report on the system’s finances. The numbers didn’t change much: Unless something is done, the Old Age Survivors and Disability Insurance (OASDI) program, Social Security’s official name, will be unable to pay full benefits starting in either 2032 or 2034, depending on some technical issues. That’s not far away: If the Trustees are right, the prospect of a Social Security crisis will loom over the next presidential administration. It’s important to understand, however, the nature of the looming crisis. It won’t be an economic crisis. It won’t even be a serious fiscal crisis. Whatever you may have heard, Social Security isn’t in danger of going bankrupt. What we’re facing, instead, is potential political crisis. Congress and the White House could easily take action to sustain America’s retirement system. But given the current state of our politics, there’s no guarantee that they will. There is a widespread misunderstanding of how Social Security works. While Social Security was designed to look like a pension fund, it isn’t. A pension fund pays benefits out of a stock of assets it has accumulated over time. In contrast, Social Security operates as a government transfer program, like food stamps or Medicaid. Now, unlike food stamps — but like the highway trust fund — Social Security is on paper supported by a dedicated tax, the payroll tax, that is assigned to that program. But I say “on paper” because from an economic point of view assigning the payroll tax to Social Security is just an accounting convention. What matters for the U.S. economy is the overall balance between government spending and government revenue, not the difference between one type of spending and one source of revenue. So there’s no inherent economic significance to the fact that by 2034 payroll tax receipts will be insufficient to cover promised benefits. There is, however, a legislative issue. As long as the Social Security Administration can pay benefits out of payroll taxes and its cash reserve, there’s no need for Congress to vote each year to authorize benefits — they just keep going out until further notice. However, once those resources become insufficient, benefits will fall —by 17 percent according to the Trustees — unless Congress passes new legislation that “tops up” Social Security’s finances. Yet the current administration and Republican party are such extremists that there is a real risk that Social Security will be held hostage on behalf of their goals. If this should come to pass, the hostage-takers will claim that shoring up Social Security is unaffordable. Right on cue, Mike Johnson, the Trump-sycophant Speaker of the House, declared on Monday that “entitlement programs” like Social Security “have to be adjusted and fixed,” and that Republicans will introduce a plan to that effect next year. But this is a ploy, because while the cost of maintaining Social Security benefits at their promised level isn’t trivial, it is in fact affordable. According to the Trustees’ report, the actuarial balance of OASDI up through 2050 — the amount of additional funds it would need to keep paying full benefits for the next 25 years — is 1.06 percent of GDP. To put that number in perspective, the Trump administration proposes increasing military spending next year by $420 billion, equivalent to about 1.4 percent of GDP – without any discussion of whether that’s affordable Yet how did we get to the point where Social Security will need to be topped up? The main answer is that we have an aging population, with a growing ratio of retirees collecting benefits to workers paying into the system: Trump’s anti-immigration policies are making this problem worse. According to the Trustees’ report, lower immigration will deepen Social Security’s financial hole because many immigrants are working-age adults who will pay into the system for decades before they collect benefits. In fact, this problem may be much bigger than the report acknowledges: The report’s baseline assumption is that we’ll have net immigration of almost 1.2 million people a year, and even the pessimistic case assumes 750,000 a year. Meanwhile actual net immigration has already been cut far below that — and may now be negative. Moreover, Social Security is being financially damaged by growing income inequality in America. Payroll taxes are levied only on wages up to $184,500, and they don’t touch capital income. With the distribution of income increasingly shifting from labor to capital, as well as becoming more unequal among wage-earners, revenue from the Social Security payroll tax has been falling as a share of national income. From 1990 to 2024, it fell from 5.02 percent of gross domestic income to 4.46 percent. Which brings me to the question that, these days, we ask about everything: How might Social Security be affected by the advent of AI? A short answer: If, as many of us fear, AI accelerates rising income inequality, it will further reduce the payroll tax receipts that currently pay for Social Security and further endanger its finances. On the other hand, if AI, as its advocates promise, leads to faster economic growth, it will increase the potential tax base that could and should be used to support Social Security and other social insurance programs. But to take advantage of that larger base, we’ll have to get serious about taxing wealth and capital income. Is Social Security in trouble? Yes, but only because of the way its financing is currently structured — a structure that no longer works well because our society and economy have become so unequal. Moreover, Trump’s immigration policies are further endangering its already deteriorating financial condition. So don’t believe Republicans’ gaslighting that it will be necessary to cut Social Security benefits. All that is necessary to preserve Social Security is political will to raise taxes on the wealthy and a sensible immigration policy. MUSICAL CODA Actually 67 under current law.
A key congressional race in California will test progressives' appeal in a Republican district
Randy Villegas, a populist insurgent, has won the Democratic primary for a House seat representing California’s Central Valley.
An Opportunity to Strengthen Key Health Measures in National Climate Plans
The majority of national climate adaptation plans fail to fully integrate health needs or engage populations most at risk from climate change, found an international team of investigators led by Weill Cornell Medicine.
ENTERTAINMENT: Flag Day concert, ‘Anastasia’ musical on weekend ‘set list’
The Little Rock Winds’ 29th annual Flag Day concert, 7 p.m. Sunday on the old parade ground behind the MacArthur Museum of Arkansas Military History in MacArthur Park continues the band’s America250 celebration with a program of marches, patriotic songs, and pop tunes.
ENTERTAINMENT: Flag Day concert, ‘Anastasia’ musical on weekend ‘set list’
The Little Rock Winds’ 29th annual Flag Day concert, 7 p.m. Sunday on the old parade ground behind the MacArthur Museum of Arkansas Military History in MacArthur Park continues the band’s America250 celebration with a program of marches, patriotic songs, and pop tunes.
Travis Kelce's Popularity Takes Major Hit Before 2026 NFL Season
Travis Kelce was among the 10 or so most popular players in the NFL in both 2023 and 2024. The three-time Super Bowl-winning tight end had the fourth-most popular NFL jersey in '23 and the 11th-most popular NFL jersey in '24, according to the NFL Players' Association's end-of-year lists. But ...
The Health and Wellbeing of Formerly Incarcerated People in Connecticut: Insights from the DataHaven Community Wellbeing Survey
By Carter Shannon, Nat Markey, Nora Hodgson, Samantha Lydell, Andrew Carr, and Mark Abraham, DataHaven About this Report Approximately 1 in 5 men aged 18–64 in Connecticut have experienced incarceration at some point in their lives. This population includes people who have been held in a local jail for a single night and those who have served lengthy prison sentences, and it cuts across race, age, geography, and socioeconomic background in ways that reflect broader structural inequities in the criminal legal system. Yet across nearly every indicator of wellbeing, formerly incarcerated people in Connecticut face significant disparities compared to those without an incarceration history. This report explores data on the experiences of formerly incarcerated men in Connecticut from the DataHaven Community Wellbeing Survey (DCWS). The DCWS illuminates significant gaps in economic wellbeing, physical health, mental health, and social support between men with and without incarceration histories in Connecticut. The survey also reveals worse self-reported outcomes for formerly incarcerated people across a range of quality-of-life indicators, with disparities that are often most severe among those who have been incarcerated more than once. These disparities do not arise by chance. They are shaped by a policy landscape that erects lasting barriers to housing, employment, and healthcare for people leaving incarceration, as well as by the physical and psychological toll of incarceration itself. This report is being written in the political context of federal funding cuts to social programs and proposed rollbacks to Medicaid eligibility, changes that will disproportionately impact people with incarceration histories, who are more likely to rely on public health coverage and other safety net supports.
Defying Trump ended some Republicans' careers. It could help Susan Collins
She is the rare Republican who sometimes can boost her own popularity back home by keeping her distance from President Donald Trump, and she has perfected that delicate dance even as his tightening grip on the party has cost two of her Senate Republican colleagues their reelection.
Strengthening key health measures in national climate plans
The majority of national climate adaptation plans fail to fully integrate health needs or engage populations most at risk from climate change, according to a new study.
Judy Garland's daughter Lorna Luft explains why “The Wizard of Oz ”continues to captivate audiences
"The Wizard of Oz" premiered in 1939 and has had a resurgence in popularity thanks to its Las Vegas Sphere showings.
Fable: How We Built the Living Population
Fable’s Living Population is made up of over 1,000 hand-crafted NPCs, each with their own life and personality. In this feature - written by the Lead Game Designer- find out how it was made, how it works, and more.
POP Culture Group Reports Revenue Growth of 65%, Driven by Digital Entertainment Expansion (CPOP)
Strong gains in digital entertainment helped boost revenue and operating income, highlighting a shift toward higher-growth business segments. Key Investor TakeawaysPOP Culture Group reported revenue growth of 65% year over year for the six months ended December 31, 2025.
Oops, Scientists May Have Severely Miscalculated How Many Humans Are on Earth
While most estimates place the current human population at around 8.2 billion, a study suggests we might be vastly underrepresenting rural areas.
POP Culture Group Reports Stellar Half-Year Results: Robust Business Growth with Revenue Surging 141% Year-Over-Year
During the reporting period, the Company recorded net revenue of $68,902,790, representing a year-over-year increase of 65% compared to $41,813,266 in the same period of 2024, marking a leapfrog expansion in business scale. Revenue from the digital entertainment segment increased from $37.18 million for the six months ended December 31, 2024 to $66.57...
Could raccoons become the new dogs?
They're undeniably cute, but they'd also be a pretty annoying pet.
Mavericks' Cooper Flagg, Masai Ujiri named to inaugural TIME100 Sports list
Cooper Flagg and Masai Ujiri are still new to Dallas, but they headline a list of prominent local figures who were listed by Time magazine as one of the 100 most influential people in sports. The inaugural Time100 Sports list, announced Tuesday, is an elite group of athletes, coaches, executives, and investors selected by the popular magazine to recognize their…
Her boyfriend is handsome, attentive and always emotionally available. The catch? He's made of pixels.
Romance role-playing otome games, like "Love and Deepspace," have exploded in popularity in recent years and offer a reprieve from the bleak dating scene for many of their female fans.
Defying Trump ended some Republicans' careers. It could help Susan Collins win reelection in Maine
Maine Sen. Susan Collins often boosts her popularity by keeping her distance from President Donald Trump
Graham Platner tears into Republicans after clinching Susan Collins matchup in Maine, and other primary night takeaways
Graham Platner was all but certain to win Maine’s Democratic Senate primary on Tuesday. But the progressive populist Platner was on course to earn about three-fourths of primary voters’ support — effectively ending any question about whether Maine Democrats wanted him to be their standard-bearer against Republican Sen. Susan Collins in one of the nation’s marquee races in November.
Niall Horan Sets the Table for ‘Dinner Party’ Tour of Australia
The Irish pop star will play arenas in four Australian cities in early 2027.
Metro ‘Public Health Alert’ signs tied to Overland Park luxury home lawsuits
Red signs reading ‘Willis Homes Public Health Alert’ with a QR code to a website have popped up from downtown Kansas City to Overland Park.
Popular joint supplement glucosamine linked to faster Alzheimer’s progression
A major study suggests glucosamine, a popular supplement for joint pain, could be linked to faster progression from mild cognitive impairment to Alzheimer’s disease. Researchers found a 25% higher likelihood of developing dementia among glucosamine users and uncovered biological clues that may explain why.
EFSA confirms health concern from dietary exposure to dioxins and dioxin-like PCBs in Europe
Dietary exposure to dioxins and dioxin-like polychlorinated biphenyls (PCBs) continues to raise a health concern for the European population, according to a new scientific opinion from EFSA.
College of Business grad’s investment prowess leads to prestigious summer program at Harvard
Most undergraduate students do not manage $6.2 million in assets, but Dola Popoola is not most students. While completing her double major in finance and marketing, the Oregon State University Presidential Scholar and soon-to-be College of Business graduate also served as president of the Oregon State Investment Group, one of the top 25 student-managed investment funds in the nation. That experience helped cement her love of finance and taught her what it takes to be successful in the industry, she said.
ACC-AHA release first cardiovascular-kidney-metabolic syndrome guideline
Science shows the deep relationship between cardiac, kidney and metabolism issues that may impact up to 90% of the U.S. population.
ACC-AHA release first cardiovascular-kidney-metabolic syndrome guideline
Science shows the deep relationship between cardiac, kidney and metabolism issues that may impact up to 90% of the U.S. population.
Bleecker Street, Ld Entertainment acquire Anton Corbijn’s ‘A Talent For Murder’ with Helen Mirren
IMDb es la fuente de contenido de películas, programas de TV y celebridades más popular y confiable del mundo.
Bleecker Street, Ld Entertainment acquire Anton Corbijn’s ‘A Talent For Murder’ with Helen Mirren
IMDb, la source la plus populaire et la plus fiable au monde en matière de films, de télévision et de célébrités.
Giant 120-sided ‘Dungeons and Dragons’ dice highlights every element
The chunky aluminum die is perfect for roleplaying games and chemistry class.
A popular Hersheypark ride will close after 32 years
The Tidal Force ride at Hersheypark will close in September after a 32-year run.
K-Pop Powerhouse SM Entertainment Elevates Global Hitmaking with Solid State Logic ORACLE
Seoul, South Korea, June 9, 2026 — SM Entertainment, the multinational record label, talent agency, production company and music publisher that pioneered the introduction of Korean music artists to a wider global audience, has integrated a new Solid State Logic Oracle into BigShot Studio at its facility in Seoul, South Korea. Oracle, which introduces SSL’s […]
K-Pop Powerhouse SM Entertainment Elevates Global Hitmaking With Solid State Logic ORACLE
Seoul, South Korea, June 9, 2026 — SM Entertainment, the multinational record label, talent agency, production company and music publisher that pioneered the introduction of Korean music artists to | From shaping the sound of modern K-pop to scaling world-class production, SM adopts ORACLE to supercharge workflow, streamline sessions, and deliver signature SSL analogue excellence.
Venus de Milo passes surprise health inspection after food permit dispute
The Swansea Board of Health announced that Venus de Milo, a popular restaurant and event space, passed a surprise health inspection.
Seattle Parks and Recreation Hosts Racquet Sports Strategy Meetings
Seattle Parks and Recreation (SPR) is hosting a second round of public engagement meetings for the Outdoor Racquet Sports Strategy to present findings from the first phase of public engagement and to hear additional feedback from the public. This strategy was developed in response to growing popularity of both sports, as well as from feedback […]
Exclusive: Vance welcomes Pope Leo's input amid Trump's feud with pontiff
Vice President JD Vance took a conciliatory approach to the Vatican in a USA TODAY interview after Trump sparred with Pope Leo over Iran.
Sex jumpstarted Earth’s animal biodiversity
Many species didn’t have much sex for millions of years. They didn’t need it.
Best fragrances and scents to wear right now: Summer 2026
This spring, popular fragrance trends will include aquatic fragrances, tropical gourmands, and citruses like fresh yuzu, according to perfumers.
Thai Actress & Singer Ally Nitibhon Gets U.S. Representation
EXCLUSIVE: Thai actress and singer Ally Nitibhon is signing with management firm Industry Entertainment for U.S. representation. Nitibhon stars as a series regular in Netflix’s popular Thai crime-dram...
Study links joint pain supplement to accelerating dementia
GAINESVILLE, Fla. — New research has found an association between taking glucosamine, a popular over-the-counter supplement used for joint pain, and a higher…
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.
K-pop, '90s TV nostalgia is defining this year's baby name trends
Names inspired by "KPop Demon Hunters," and from beloved TV shows like "Friends," are gaining popularity among Millennial and Gen Z families.
Coca-Cola and Notre Dame bring poverty alleviation efforts to host cities during the FIFA World Cup 2026
When the FIFA World Cup 2026 games kick off this week, bringing global attention to cities across North America, communities from Boston and Miami to Toronto, Dallas and Los Angeles will come together for one of the world’s largest sporting events. In these same cities, the University of Notre Dame’s Urban Poverty and Business Initiative (UPBI), a program aimed at helping underrepresented populations create and grow independent businesses, is working with local partners to strengthen small business ecosystems throughout a total of 59 cities, including a strategic activation in 13 soccer host cities.
Hunter Biden is becoming a populist internet guy. I have questions.
The former president’s son is in his posting era. Does he know what he’s doing?
Photos: Ariana Grande’s ‘Eternal Sunshine’ world tour opens in Oakland
(KRON) — For the first time in seven years, Ariana Grande is on a world tour. The pop icon’s first stop of 41 sold-out shows is in the Bay Area. Fans inside a packed Oakland Arena on Sa…
What Happened on June 7: Hollywood Moments That Made Entertainment History
IMDb es la fuente más popular y autorizada del mundo para informarte de películas, series y programas de televisión y celebridades.
Barron Trump makes waves with new business venture and eye-popping price tag
What Happened on June 7: Hollywood Moments That Made Entertainment History
IMDb, the world's most popular and authoritative source for movie, TV and celebrity content.
'The Last of Us' fans can breathe easy, the series isn't canceled
'The Last of Us' fans had a scare when online rumors spread that the wildly popular HBO post-apocalyptic drama had canceled filming.
We can create the future of science right now
Paul Litvak is the founder and Executive Director of the Robyn Dawes Institute and a Visiting Scholar at UC Berkeley. He has a PhD in Behavioral Decision Research from Carnegie Mellon where he studied emotions and the sunk cost bias. Over 15 years in industry, he solved a wide range of challenging technical problems. At Meta he created models optimizing the ad review process. At Google he ran experiments to measure social influence. At Airbnb, he was a product manager leading machine learning teams optimizing search ranking and price suggestions. He also co-founded and led product at Rhythmic Health, a venture-backed biosensing startup, creating an accurate low cost system using a color changing strip and a smart phone to measure salivary lactate. The bottleneck At this point, it is uncontroversial to say that science needs to stop using the PDF article as the unit of knowledge and currency. The unbearable slowness of scientific publishing, the profit motive and margins: I’m not saying anything new. The PDF also sucks because it’s hard to extract structured information, which makes it hard to do evidence synthesis. As a result, we do much less evidence synthesis than is needed. And evidence synthesis ultimately undergirds most policy and medical decision-making. I can see second-by-second real-time odds for any sporting or newsworthy event, but a school board can’t see the best evidence on whether their 8th graders should be taught algebra. As a society, we don’t treat this as an important problem. Again, not controversial. Not only is the problem well understood, but the solution has already been laid out. What we need is AI-assisted living evidence synthesis - (1) an open knowledge graph of atomic claims, (2) claims linked to evidence, (3) assessment and synthesis of each piece of evidence, and (4) continuous updating with new data. What few realize (yet) is that the technical capacity to build this vision for a significant portion of science already exists. Not only that, scientists and startup teams are already building many of these components. I know this because I’ve been surveying the space and talking to many of the builders. There are some missing pieces: for example, evaluations of how well some of the components work. But at this point, most of what’s missing is a fully end-to-end working integration of all of these parts. In the rest of this essay, I’m going to lay out all the parts of a working living evidence layer for science and who is working on them, and propose concrete next steps for building this system. What’s now possible The diagram above outlines the components of a living evidence synthesis platform, including some of the teams working on each component1. Scientific PDFs are processed into claims with associated evidence. The evidence is subjected to a forensic audit, methodological evaluation and robustness and reproducibility checks. Finally it’s given a weight in a continuously updating synthesis. What follows is a description and status of each component and a few of the teams working on them. Document understanding The first thing you need to be able to do is turn an article into structured data. Mostly that means parsing PDFs. There are often multicolumn layouts that confuse non-specialized PDF to text processing libraries. For scientific papers, there is the added complexity of parsing formulas and tables and figures. This is a really hot area - there are startups offering APIs, and it seems like a new open source package gets posted to Github every few weeks. What follows isn’t exhaustive. A package called GROBID was the state of the art for a while, they didn’t update their package for nearly two years until very recently. In the meantime reducto.ai released an AI powered PDF extraction API, PaddleOCR became popular, IBM released a model called Docling, and both Mistral and Gemini created models and libraries. I also know of at least one other well-funded psychology research group working on a paper parser. By contrast, there are few open evals in this space, with no extensive evals for complex table comprehension in particular. Nonetheless, I’m confident this will be a solved problem soon, given the combination of LLM advances and developer interest. Hypothesis level extraction There has been increasing interest in comprehending the extracted text of papers and linking information to evidence for each hypothesis. A lot of work has already been done. Trialstreamer (Marshall et al. 2020) and RobotReviewer LIVE (Marshall et al. 2023) demonstrated automated extraction of trial population, intervention, and outcome at scale on clinical RCTs. PaperQA2 (Skarlinski et al. 2024) and Ai2 ScholarQA (2024) extended this to retrieval-augmented question answering with citation grounding. Elicit, Consensus, and SciSpace operationalized claim-level extraction for end users. OpenEval (Booeshaghi et al. 2026) is the most recent and most ambitious: 1.96 million atomic claims extracted from 16,087 eLife manuscripts using Claude Sonnet 4.5, grouped into ~299,000 results, with LLM evaluations showing 81% agreement with human peer review on a 2,487-paper subset. None of these solutions link claims to test-statistics, as you would need to evaluate randomized controlled trials. This is why I built the evidence.guide API - to extract hypotheses and associated test statistics from behavioral science papers. The best public eval of this kind of extraction I’m aware of comes from the recent SCORE project - they had humans code thousands of psychology papers to extract their claims by hand. It would be extremely helpful to the world if all scientific PDFs were available as structured open data. I’ve been working to make this happen, both directly at Berkeley and through coordination with large entities I can’t yet speak of; as hard as it is to do, I think it’s possible2. Forensic audit A lot of work has been done on forensic audit, but some gaps remain. Of course, for biology papers that rely on images for evidence, there are a variety of tools (notably Proofig and ImageTwin) to spot anomalies. These are still well short of what sleuths like Elizabeth Bik can do on her own, but these tools are constant companions among fraud analysts. There’s someone working on auditing Excel files for anomalies, and a number of teams are automating numerical checks like GRIM and SPRITE, including Scrutiny project, the INSPECT-SR team as well as statcheck. The regcheck team is building a way to use AI to compare preregistrations to analyses in papers, to ensure there aren’t significant deviations. Nonetheless, there are many other kinds of anomalies to screen for, both public and less publicly known. And there are no formal evals for anomaly detection that I’m aware of. Still, there’s a lot to draw from in this space and I’m pretty certain we will be able to scan papers for most kinds of obvious anomalies in the near future. Methodological review This area has been white hot, though I fear for many of the startups in this space, because this capability may become commoditized. There are at least six different AI peer review companies, including Refine.ink, Reviewer3, ReviewerZero.ai, Q.E.D. Science, Paper Wizard, and Isitcredible. Coarse (a pun on refine) was also recently created as an open source alternative. These systems provide qualitative feedback on the content of papers, spotting methodological weaknesses and mathematical errors. They seem to work pretty well, and many academics report bitterly that they exceed the average quality of typical peer reviewers. But there are few evals here either. What evals exist so far involve using LLM-as-judge (circularity problems abound) or comparing against human reviews of questionable quality. What you’d ideally want is an eval that measures capturing known errors in papers3. Reproducibility and robustness Another active area has been using AI agents to automate computational reproducibility4 and robustness5 checks in papers that report numerical results. For more recent papers where data and code are available, AI agents can see whether they can re-run the analyses and produce the numbers reported in the published paper. In addition to a handful of individual academics who have been experimenting using Claude Code for this, the Institute for Replication is a leading group working on building an end to end system. The evals related to this problem are the most mature, with CORE-Bench (Siegel, Kapoor, Narayanan 2024) and PaperBench (OpenAI 2025) available to benchmark agents on this task. There is also work on getting AI agents to test alternative ways of analyzing the data to ensure the results are robust to small analytic design choices. Synthesis This is the most underdeveloped area where significant investment is required. Although some automated evidence synthesis systems exist — for example, otto-sr is building an AI agent to write systematic reviews — none of these incorporate the full range of paper level signals to weight evidence appropriately. Nor is there anything like an eval or a gold standard for a good systematic review. Arguably Cochrane reviews are the closest we have to gold standard human systematic reviews, though I’ve heard academics in the know complain about their uneven quality. A key question for a synthesis platform is how to weight anomalies and methodological issues in assessing the quality of a piece of evidence. This is an unsolved problem and one I’m very keen to work on. Continuous updating There are many pieces of basic infrastructure available for monitoring for new research and initiating updates. OpenAlex is the current open citation graph. Retraction Watch integrated into Crossref in October 2023. Scite tracks how citations support, contrast, or mention prior claims. The Living Evidence Network demonstrated continuous-update workflows in clinical guidelines. Engineering this is a relatively straightforward task. When you look over this technical architecture and all the progress being made, it’s hard not to be optimistic that a living guide to scientific evidence will be built. The stakeholders are ready The social infrastructure for this is starting to coalesce — it’s not just a pie in the sky academic exercise to imagine this coming into existence. Institutions like the Center for Open Science, the Institute for Replication, the INSPECT-SR, the Living Evidence Network and more are all working on scaling work to improve research quality. Funders are also aligned. The Sloan Foundation has funded living evidence work through COS. Coefficient Giving supports the Institute for Replication and COS. The Astera Institute and the Institute for Progress have shown interest in this space. NIH has established an Office for Replication and Reproducibility. Although there are (very unfortunately) serious headwinds in science funding generally, there is an active group of funders interested in metascience. A brief word about what I’ve been doing at RDI. First, as a Visiting Scholar at Berkeley I’ve been actively figuring out how a non-profit and a public university can conduct and make public the results of large-scale academic article data mining. With some of the money I raised from donors, I commissioned a legal analysis of recent case law and publisher text data mining (TDM) agreements in order to understand whether a massive open data mining of academic articles is possible (with caveats, it is). I’ve also been working to bring together stakeholders in this space, and identify gaps. I’ve also been doing some software development in this space, with more to come. A pilot proposal The assumption undergirding all of this is that an AI, given all this information, would make the right judgment about a scientific claim with lots of conflicting evidence, weighing all the factors appropriately. That’s the hypothesis we need to test. Randomized control trial research is the best place to focus on first. RCTs are used to make many of the important decisions in society - from medical trials to public policy changes. And they use a relatively uniform set of inferential statistics with lots of known and available diagnostics. Behavioral science experiments, within the broader realm of RCTs, should be first used as a testbed whose results can be generalized. Because behavioral science is at the vanguard of open science practices, replications abound (there are thousands of them) to serve as ground truth training data. Key Hypothesis Therefore the pilot would test, in behavioral RCTs that have been replicated, whether the quality of evidence for a claim can be used to accurately predict whether that claim will replicate. Secondary Hypotheses Compared to claims that replicated, non-replicated claims demonstrate a greater share of forensic anomalies in their source literatures. Hypothesis level claim and statistic extraction is accurate enough to scale living evidence without onerous human review costs. Replication prediction is more accurate than prediction markets6 or journal prestige. If all the different quality signals we gather do accurately predict which studies will replicate, then we can use that model to score evidence to power the living evidence layer. Why this is informative regardless of outcome If the pilot succeeds, the architecture extends to medical RCTs (where Living Evidence already operates and integration is mostly about claim representation), then to slices of basic biology with stable replication structure. If it fails, the field learns which quality signals are load-bearing and which ones metascience has oversold. Either result is a contribution to knowing what the literature supports. Implications for funders Because this burgeoning ecosystem of builders already exists, a well-informed philanthropic or government funder could play a crucial catalyzing role in bringing this future about. They could play at least three roles: creating open structured datasets, publishing open benchmarks and incentivizing the solving of key technical challenges. First, open archives of papers that the government maintains, like PubMed, could be turned into structured data amenable to large scale metascience and claim aggregation. I know the US government already has an interest in doing this, though some key open questions remain unanswered. How do you determine the best models and systems for accurately extracting information from papers? How can you establish a robust way to allow researchers to flag errors and correct them? And finally, how do you create a legal regime in working with publishers to maximize the scope of available papers? For the latter, a university or a private philanthropy may be better positioned to make structured data publicly available under journal subscription terms or fair use. Philanthropists or government funders could also coordinate to create or commission benchmarks that evaluate whether important problems have been solved. For example, an open benchmark for claim extraction from a range of different scientific article types would be extremely helpful. Ensuring the underlying data are accurate is vital for creating these evaluations. I’ve discussed opportunistically using various human-created datasets for this purpose, but a consistent problem is that errors in human data make it difficult for them to serve as a gold standard. Finally, with structured data and benchmarks available, the government or private philanthropy could use them to incentivize groups to develop machine learning systems that meet these benchmarks. Prizes are one potentially valuable tool for this. For example, you could establish a prize for a system that accurately updates a living meta-analysis for a small set of claims. Prizes are particularly useful as signals of problem importance, and can help create vibrant ecosystems of public and private research—see, for example the role the government played in kickstarting the current work on nuclear fusion. Conclusion The drawbacks of the current scientific publishing system are known. Scientists agree, metascientists agree, philanthropists agree: the published PDF plus citation graph isn’t the right substrate for maintaining a representation of the evidence base in science. The pieces needed to build the alternative either already exist or are rapidly taking shape. The community is forming around exactly this problem, with concrete partnerships and shared infrastructure. A pilot should start on behavioral science RCTs because that’s the slice of empirical science most amenable to legibility, where replication ground truth is richest, and where the failure modes are best documented. What’s been missing is the galvanizing mission to assemble these pieces into something that works. That’s what I’m proposing to build. *** 1 I have a broader field map that I’ll release publicly soon. This is me, building in public! 2 If this is something that you are excited about, please reach out and talk to me. 3 More on this very soon too! 4 This tests whether, given the code and the data, you can get the same statistics as reported in the published paper. 5 This tests whether the results are the same as a paper’s given alternative analytical decisions in conducting the analysis (like outlier omission). Closely related is the idea of a “multiverse” where you come up with many different ways of answering the same underlying research question with the same data, and test whether the results hold in all those alternative methods. There’s been work on the latter as well. 6 Some of the replications, e.g. those from the SCORE project, had paired the experiments with forecasts from prediction markets. So we get to look at this for free.
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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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What Happened on June 7: Hollywood Moments That Made Entertainment History
IMDb, la fonte più popolare e autorevole al mondo per contenuti su film, programmi TV e celebrità.
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