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Google's Gemini 3.5 Live Translate Is Built for Real-Life Conversations
Gemini 3.5 Live Translate doesn't wait for one speaker to finish before generating a response.
FHSAA votes to add Open division in multiple sports beginning this year
The Open division is now a reality in high school sports, ushered in by a unanimous vote by the Florida High School Athletic Association’s board of directors on Tuesday morning.
Politics & Power: Supreme Court’s Callais ruling narrows Voting Rights Act, threatens minority representation
From The Sports Desk: A raucous evening inside and outside Madison Square Garden
NBC News reported on the ground, as the New York Knicks played their first NBA Finals home game in 27 years. Plus, Canada’s Alphonso Davies is today’s World Cup spotlight.
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
NBA the Run Plays Like a Distant Descendant of the NBA Street Series Rather Than a True Successor, With Quick Matches and a Star-studded Roster
A quick-match basketball game that plays more like a distant descendant of NBA Street than a true successor.
Tom Brady's new drink has a name even he won't say
Tom Brady and Gopuff are launching a coconut water brand, betting on the growing demand for healthier hydration options.
MacOS Golden Gate Fixes the Most Un-Apple-Like Thing About MacOS
Commentary: MacOS Tahoe's worst feature is finally being addressed, and it has nothing to do with AI or Siri.
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.
The 6 Best Foods for Brain Health
Leafy greens, berries, and fatty fish are especially beneficial for preventing cognitive decline.
Can AI Agents Replicate Science? Argonne's Rick Stevens Puts Them to the Test
Have we reached a point where AI agents can reliably function as scientific collaborators? Can they go one step further and work as autonomous scientists? Stevens is an Associate Laboratory […]
New aid for child care businesses in Michigan
We're getting our first HD-2D Final Fantasy game, and it's based on the now-shuttered mobile title Brave Exvius
Rain on your parade.
Students test spices, bacteria at Binghamton science fair
Binghamton High is piloting a NY program giving students a project-based path to show what they’ve learned and reducing reliance on Regents exams.
Take a look at the first BHS Scholastic Science Fair
Students at Binghamton High School participated in their first science fair as part of New York’s PLAN pilot program.
Kingdom Hearts 4 Gameplay Gets Surprise Reveal at June 2026 Nintendo Direct
Kingdom Hearts 4 made a surprise appearance at the June 2026 Nintendo Direct to reveal a first look at gameplay.
Arts, Beats & Eats adds veteran honors, a Pride stage, T-rex and more
The festival has also made a deal with Royal Oak to stay in the city at least through 2030.
Final Fantasy Resonance Preview: Final Fantasy Goes HD-2D, and It's Glorious
Final Fantasy Resonance is a turn-based, HD-2D RPG that brings in characters and elements from classic Final Fantasy games of yore, and we are fired up after playing a couple hours of it.
Final Fantasy Resonance Revealed, A New HD-2D Turn-Based RPG Coming This Year
The first HD-2D entry for Final Fantasy brings back turn-based combat and is coming in October this year.
Hanging Out with Seattle Sports Mascots
What are Buoy, Doppler, and other beloved characters like? We found out.
Pokémon Pokopia Free Update and 3-Part Expansion Pass DLC Revealed
Pokémon Pokopia is getting loads of new content, both in the form of a free update and paid DLC.
The Ocean's Health Is Deteriorating on Multiple Fronts, U.N. Scientists Warn
A new U.N. report warns of escalating threats to the world's oceans from human impacts.
Nintendo Confirms Fire Emblem: Fortune's Weave Switch 2 Release Date
Nintendo has shown off more of the upcoming Fire Emblem: Fortune's Weave, and finally given the game a release date.
Nigel Farage to headline Liz Truss’s UK CPAC conference after apparent snub
Reform had previously suggested Farage would be ‘steering clear’ of event, modelled on US conservative gathering
NFIB small business optimism index falls in May 2026
Soaring fuel prices are driving inflation fears among small business owners, who are pulling back on hiring and capital spending plans
A-level student elected to Jersey parliament congratulated by Trump
Gabriel Raimondo, who put his studies on hold to run in Channel Islands, is one of world’s youngest politicians
Iconic Bardstown Road business closes after nearly five decades
Electric Ladyland, an iconic Bardstown Road business, which has been in operation for nearly five decades in Louisville, has closed its doors.
Party over purity: US voters unlikely to turn backs on troubled candidates, poll finds
The poll gathered responses from 4,531 U.S. adults nationwide.
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.
From Classroom to Racetrack: How Charlie Baur is Building a Motorsports Career in a Business Discipline
Charlie Baur can trace his racing story back to a Christmas morning in Michigan — the kind that starts with snow on the ground and ends with a throttle in a kid’s hands. “I remember being 3 years old and then for Christmas that year, my parents had gotten me a 120 cc snowmobile,” Baur said. Long before sprint cars, he was a Michigan kid on snowmobiles, dirt bikes, four-wheelers and jet skis — and a regular at car shows and races with his family. Photo courtesy of Charlie Baur That early exposure became a calling. At 12, he sat in a sprint car for the first time and knew he’d found the next chapter. He started in quarter midgets, moved to go-karts, and the day before he turned 16 — one day shy of the minimum age required by track insurance — he made his first sprint car start after convincing officials to let him race. Five years later, Baur is still pushing forward, now racing sprint cars on both pavement and dirt while pursuing an automotive business education at Northwood University — with a clear-eyed understanding that motorsports encompasses more than what happens under the lights on Saturday night. “It’s a business,” said Charlie, a 20-year-old who calls Fenton, Michigan, home when he’s not at a racetrack or at Northwood’s residential campus in Midland, Michigan. Photo courtesy of Charlie Baur Racing is the product — but preparation is the job To the average fan, race day begins around dinner time. For a team, race day can be a 12-hour shift — plus the work that came before it. And Baur’s racing operation is a family affair. “The team is my parents and myself,” he said, explaining they own the cars, maintain equipment and manage the business side — from sponsor relations to budgeting. On race weekends, the core group includes Baur and his parents (Eric and Stefanie), plus a couple of additional hands (Alex Photiou and Robert Flannigan) who help with the intensity and pace of trackside work. That structure has shaped how he thinks about efficiency and professionalism. “We’ve always kind of had the mentality of we’re never working on the car for maintenance at the track,” he said. “Our goal is to do as little work as possible to the car because it should be ready when that car rolls out of the trailer to go racing.” That mindset shows up in routines: bolt checks, tire procedures, safety equipment and a repeatable process designed to limit errors. “Once I fire the car up and put my helmet on, that’s when it’s go time,” he said. “You can plan as much as possible for how the race is going to play out, but until you take the green flag … you don’t know how it’s going to go.” Photo courtesy of Charlie Baur First-generation driver, student of the game In racing, “first-generation” matters — and Baur wears that label with pride. “A lot of the drivers are third or fourth generation,” he said. “My family has never been in motorsports. So for me, we’ve always looked at it as we’re new to it and we want to be as different as possible. From a marketing standpoint, it helps us stand out.” It also pushes him to seek out mentors — especially veteran drivers who have seen every scenario, solved every problem and won in multiple eras. Baur credits accomplished driver Jason Blonde, a 10-time champion, for becoming his driver coach and helping him develop as a competitor. “To me, learning from Jason helps me because he has had lots of success and knows what to do,” Baur said. “You have to humble yourself and say, ‘I don’t know what to do; can you help me out?’” That willingness to learn extends off the track, too. Baur says one of his biggest challenges is not a mechanical limitation, but credibility. “It’s my age,” he said. “Some people won’t take me seriously because I’m so young. Even though … I do know what we’re talking about and have a general idea.” His answer has been to out-prepare, out-communicate and treat the operation like a real enterprise — because it is. Photo courtesy of Charlie Baur Northwood’s role: Turning passion into a plan Baur is majoring in automotive aftermarket management and pursuing an accelerated path that pairs undergraduate study with graduate work. He’s also exploring how to align his studies with motorsports-focused coursework as Northwood advances related programs and pathways. He sees the value clearly: motorsports needs business-literate professionals who understand budgets, sponsorship, marketing, operations and long-term strategy — and who can translate between the language of the shop and the language of the boardroom. That’s why his Northwood experience isn’t limited to the classroom. He has been involved with the Northwood University International Auto Show and serves as motorsports chair — a leadership role that demands outreach, contracts, coordination and a steady professional demeanor. “There’s so much outside work that makes the auto show successful that people don’t realize,” he said. “And it is truly student led.” He’s also participated in industry experiences through Northwood at major events such as AAPEX, SEMA and PRI, along with other automotive networking events — opportunities he describes as a fast track to understanding how business really gets done. “You learn a lot in the classroom,” he said. “But if you learn it and you can’t apply it to the real world, it loses its value. Or if you learn it and can apply it, but you don’t know anyone, it is still of no value.” In his words, Northwood helps him win because it “gives me the tools to succeed” — including flexibility and faculty support as he balances travel and racing commitments with academics. Photo courtesy of Charlie Baur Racing as an ecosystem — and a talent gap waiting to be filled Baur is blunt about what he sees across the motorsports world: a deep bench of experienced professionals, and not enough young talent entering the pipeline. “I go to car shows, I go to these different events, and typically … the average age is between 45 to 55,” he said. “There’s not a lot of young people going into the motorsports world.” That reality reinforces Northwood’s communications focus: positioning motorsports not as a narrow lane, but as a wide ecosystem of business careers — sponsorship, logistics, data, media, leadership, hospitality and innovation — with real demand for prepared graduates. It also shapes how Baur talks to younger students who love racing but aren’t sure what their future looks like. “If you have a passion for motorsports, there’s gonna be a spot for you somewhere,” he said, emphasizing that driving is only one of many career paths — and that local tracks and hands-on experience are often the best first step. But if someone is interested in driving as a career path, it will take a team to make that happen. Baur’s team includes Stahl’s Motors and Music Experience, Rhino Racing, Randy Wise Buick GMC Chevrolet, Western Michigan Fleet Parts, Mother’s Polish, Schaeffer’s Oil, Hepfner Racing Products, Ameriguard Storage Centers, Justice Brothers, Race 1 Wraps, TBM Brakes, Behind Your Design, CharlieBaur.com and Northwood University. “There are so many people who invest not only in myself but in my race team and who believe in us to succeed,” he added. Pictured: Charlie Bauer’s sprint race car. Looking ahead: A headline worth chasing Ask Baur to imagine 2035, and he’ll give you two answers — one dream, one blueprint. “In a perfect world,” he said, “winning the Indy 500.” Realistically, he wants to build a life where business ownership and racing reinforce each other and where he can pay forward the help he has received by mentoring younger drivers, especially those trying to break into motorsports without a family legacy. “When I retire from full-time racing, I want to be able to provide the same opportunities that were presented to myself to the next generation of drivers,” Baur said. “I know how difficult it is to get your foot in the door.” For now, the focus is simple: keep building the operation, keep learning the business, and keep showing up prepared — because in sprint car racing, as in life, process matters. And once the helmet goes on? “It’s go time,” Baur said. Photo courtesy of Charlie Baur Learn more Students interested in motorsports careers — whether in competition, team operations, marketing, finance, sponsorship, data, or management — can explore opportunities through Northwood University’s Center for Automotive and Mobility Studies. For Charlie Baur’s latest motorsports adventures, follow Charlie_Baur and Charlie Baur Racing on social media. To learn more about Northwood’s Bachelor of Business Administration in Automotive and Mobility Studies and motorsports management concentration, visit www.northwood.edu/programs/automotive-mobility-studies/. Photo courtesy of Charlie Baur Pictured: Charlie Baur at Butler Motor Speedway on May 31, 2026. Share this page
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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
macOS 27 Golden Gate Gains Native Ultrawide Display Support
Apple adds native ultrawide display support in macOS 27 Golden Gate, bringing higher resolutions and persistent display arrangements to users of widescreen monitors. The update allows ultrawide displays to run at resolutions up to 5K at 120Hz. Apple also says that display arrangements are now preserved across connections, so the layout automatically restores exactly as the user left it each time they plug in.
Cat ladies aren’t that ‘crazy’ after all - the social science behind the stereotype
Felines have long been associated with feminine power – and these women are embracing a cliché used to bring them down
WNBA power rankings: Worst 2026 offseason additions, including Satou Sabally
Are we sure Satou Sabally and the New York Liberty are the right fit for each other? We search for an answer in this week's WNBA power rankings.
Angels of Assisi and Roanoke Police Department to host mobile pet health clinic June 12
Looking for a way to keep your pets healthy without breaking the bank? Angels of Assisi and the Roanoke Police Department are set to host a mobile pet health clinic on Friday, where some services will be as low as $10.
Judge upholds Iowa law banning campaign signs at businesses
A federal judge ruled Iowa's law banning political signs on corporate property does not violate the Constitution.
Springfield sees wave of new business openings in May
Springfield saw a flurry of business activity in May with new restaurants opening and multiple businesses closing.
Rahm Emanuel's uphill climb in New Hampshire tests a 2028 presidential bid
Rahm Emanuel has been making moves in New Hampshire, hinting at a possible return to Washington politics.
Adults should have no more than one drink a day, a team of scientists says
Their conclusion differs from the current U.S. dietary guidelines.
Sangamon County Fair returns with concerts, rides and livestock
Fairgoers can enjoy live entertainment, livestock shows and exhibits at the Sangamon County Fair from June 10–14.
Cooper Lutkenhaus is leading from front when it comes to teenage sporting phenoms
The American is track and field’s youngest world champion but you won’t find the 17-year-old boasting about his achievements
Sam Altman said automating everything will be 'dangerous'
Sam Altman and Jakub Pachocki said AI is making the roles of applying human judgment more important.
What to watch in Tuesday's primaries as Graham Platner tries to clinch Senate nomination in Maine
Voters across Maine, Nevada, South Carolina and North Dakota head to the polls for another day of primary elections in America.
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.
State Assemblyman Alex Bores speaks on AI and politics
State Assemblyman Alex Bores, a candidate for New York's 12th Congressional District, speaks with NBC News’ Gadi Schwartz about why some top artificial intelligence companies are opposing his candidacy and whether AI should play a role in politics.
Blue mushrooms, shy trees and glowing seas: Beaker Street Science Photography prize
The 12 finalists will be exhibited at the Tasmanian Museum and Art Gallery, including images of newborn fish, a native wasp and satellite trails across the night sky
Nithya Raman advances over Spencer Pratt to face L.A. Mayor Karen Bass in a runoff
NBC News projects Bass, the Democratic incumbent, and Raman, a City Council member, will face off in November after receiving the most votes in the all-party first-round election.
Schedule for the Reno Rodeo with entertainment, ticket and parking info
Dylan Scott headlines the Reno Rodeo kickoff concert on June 17; the Reno Rodeo is June 18-27
How Maine’s Senate race looks similar to another recent major election: From the Politics Desk
Plus, the latest on Israel’s domestic politics amid war with Iran.
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.
Apple Brings AI Tab Organization and AI-Generated Extensions to Safari
Apple today unveiled a raft of Safari upgrades powered by Apple Intelligence, including automatic tab organization, AI-generated custom extensions, and new privacy-first browsing tools. The centerpiece feature is automatic tab organization, which uses Apple Intelligence to group a user's open tabs into relevant topics without any manual intervention. If someone is planning a weekend trip, for example, Safari can pull all of their travel-related tabs into a single topic.
Steve Rao: The AI revolution must include Main Street
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From The Sports Desk: Knicks host first NBA Finals game since 1999
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Cincinnati's oldest business is moving out of Downtown
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Xbox explains new exclusives policy: players "can expect a reliable pipeline" of exclusive titles in service of "turning around the business"
Matthew Ball says "we know how we're going to make those decisions," with internal and external communication to follow
Affidavit: Man repeatedly slammed kitten on counter inside business on Northeast Side
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Brendan Sorsby Ruling Shows There Are No Rules Left for College Sports
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iOS 27’s Passwords app can change your passwords for you, automatically
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Will Graham Platner's tattoo, sexting scandals impact Maine primary?
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Apple's Health App Now Supports Both Menopause and Perimenopause
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Olympian Simone Biles reveals she had a health scare
Olympian Simone Biles reveals she had a health scare
College Sports Commission, Georgia reach NIL agreement in arbitration
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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%.
Simone Biles Posts About ‘Almost Dying’ In Health Scare. What We Know
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Israel, Ireland, and the uneasy politics of international soccer
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Commentary: Does science need autonomous AI?
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Households outshine business in Australia’s rooftop solar revolution, report finds
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ORNL scientist: How AI helps scientists predict Earth's future
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Will Congress change NFL broadcast rules and hurt the Packers?
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Florida Water Tours launches headquarters for its educational programs
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Lonestar benefit concert leads packed June at tribal casinos
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Lonestar benefit concert leads packed June at tribal casinos
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Woman charged with DWI after crashing into Rocky Mount business
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AP Decision Notes: What to expect in Nevada’s state primary
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Alien first contact: how the new rules differ from science fiction
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The $4 billion coffee pod business faces its biggest threat yet
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Manitowoc business news recap — what you missed in May
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Robot.com CEO wants to automate the work that makes people quit
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Candidate endorsements in Maine and NH and national politics: Letters
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Trump trashes the NBA. So why will he attend Knicks-Spurs finals game?
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Why this Savannah music store has thrived for 90 years
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See fLEX Device developed by University of Tennessee Turfgrass Science, Management
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Xbox has clarified its approach to console exclusive games, after last night's PS5 snub for Gears of War: E-Day and Clockwork Revolution caught many off guard
Xbox's big multiplayer and live service games will continue to be multiplatform, Matt Booty has said.
Bots Now Outnumber Humans Online. Here's What It Means for Your Business
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Fable is getting some post-launch DLC already, with an extended look at gameplay planned for later this week
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I grew up in California. Don't follow its lead.
Hollywood's home state is hosting a dramatic primary election. Here's what readers said about California's political moment.
Elon Musk Is on Track to Become the World’s First Trillionaire. Here’s the Real Impact on Your Business
The SpaceX IPO has huge implications for how you lead when extreme wealth concentration is reshaping trust, culture, and your employees.