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‘Criminal Minds’ Fans, Here’s What the Showrunner Really Thinks About Connor Storrie Being in ‘Heated Rivalry’ (Exclusive)
After divisive U.S. Senate runoff, Texas Republicans seek unity at state convention in Houston
Now that the party's nominees are set for the general election, Texas Republicans are shifting their focus to defeating Democrats in November. The 2026 Republican Party of Texas State Convention runs through Saturday.
Survey shows growing challenge of running a business in Maine
Nearly half of Maine businesses surveyed by the Maine State Chamber of Commerce cite workforce challenges and policy uncertainty as barriers to growth .
77-year-old Giants ball boy sparks one of the great MLB comebacks of all time with incredible diving play
The Giants scored 10 runs over the final two innings to complete an incredible 11-10 comeback after trailing 9-1, capped by a walk-off grand slam.
LatAm in Focus: De la Espriella, Cepeda, and Colombia’s Political Divide
Political scientist Dr. Sanda Borda examines the figures and forces shaping the presidential race ahead of the June 21 runoff.
Newsom handpicked a generation of California politicians. Can they help him run for president?
An entire generation of California elected officials owe their current jobs and their political prospects to Gavin Newsom.
Williams' Queen's run over as injured Mboko withdraws
Serena Williams' doubles campaign at Queen's is curtailed as her playing partner Victoria Mboko withdraws with a left knee injury.
Bypass Siri AI Waitlist on macOS 27 Golden Gate Beta: Here's How
If you installed the macOS 27 Golden Gate developer beta and have signed up to the Siri AI waitlist but are still waiting to be accepted, there's a Terminal command workaround that enables the new virtual assistant on your Mac immediately. If you're still reading, since you're on the first macOS 27 developer beta, we're assuming you are running it on a test machine, and not on your primary Mac. We're also assuming you're comfortable with using the Terminal app.
Walmart growth chief says AI is rewriting ad strategy
Ads have already overrun conventional search results, but Walmart's head of growth is taking a slower, more strategic approach to ads in AI commerce.
A Youthful Crop of Politicians Run on Housing, and Their Own Rent
A cohort of young Millennial and Gen Z politicians have centered their campaigns this year on housing costs, and the divide is more generational than partisan.
The road test: Inside Alexandria Ocasio-Cortez’s strategy ahead of a potential 2028 campaign
Alexandria Ocasio-Cortez is truly undecided about what she’ll do in 2028, when she can run for president or for the seat held by Sen. Chuck Schumer. But Ocasio-Cortez is positioning herself to try to reach nationally beyond the deepest blue parts of the Democratic base — and making clear in private that whatever she decides, she has no interest in being merely a protest candidate.
United States World Cup 2026 Odds, Predictions & Best Bets
The World Cup 2026 is on home soil, the squad is named, and the nation is watching — but can the United States turn home advantage into a genuine deep run, and are the outright odds worth a punt?…...
Someone just asked Jalen Brunson what was most …
Someone just asked Jalen Brunson what was most …
Bryce Eldridge's grand slam caps Giants' historical rally over Nationals
San Francisco became the first team in MLB history to win on a walk-off slam after trailing by eight runs in the eighth inning.
Pirates overcome huge deficit to down Dodgers, snap skid
Tyler Callihan belted two home runs for the Pittsburgh Pirates, who erased a five-run deficit to defeat the Los Angeles Dodgers 9-8 and snap a four-game losing streak at PNC Park on Wednesday night.
Bulletin Board: Greenfield Garden Cinema outlasts Pipione’s Sports Shop in GGSL action
Greenfield Garden Cinema jumped ahead in the second inning in a 25-16 win over Pipione’s Sports Shop in GGSL action at Murphy Park on Wednesday Night. Greenfield Garden Cinema did not allow a run in the second, pulling ahead 10-5 after the second frame of Ponytail play. Makenna Ward was the winning pitcher in the […]
Chiefs rework Patrick Mahomes' contract as quarterback becomes NFL's first half a billion dollar player
With the new deal that runs through 2033, Mahomes will earn an NFL-best $64 million per year
Gas leak shuts down stretch of NC Highway 17 in Brunswick County
A stretch of NC Highway 17 near New Pointe Boulevard is temporarily closed as crews respond to a gas leak.
WhatsApp to drop support for these older iOS and iPadOS versions
Meta has announced that, starting November 30, 2026, WhatsApp will raise its minimum requirements for running on iPhones and iPads.
Jolly announces running mate in governor race
Rep. Gwen Graham ran unsuccessfully in the 2018 Democratic primary for governor against then-Tallahassee Mayor Andrew Gillum.
Back to Business Program expands with increase to grant amounts
We designed the Back to Business Program to help small business owners recover from unexpected costs to repair and prevent vandalism and property damage. To meet the needs of businesses, we expanded the program to increase the grant amounts business owners can receive. Applications are open through December 2026, or until funds run out. Changes to […]
The number of uninsured Californians could nearly double by 2030, says new report
Historic cuts to Medicaid and low-cost California health insurance could leave 4.6 million residents with no coverage. A new report from the UC Berkeley Labor Center says the working poor, older workers and undocumented workers could bear the brunt.
Roundup: Small business owners / Elevated car prices / Teacher bonuses
Content creators: Some 73% of small business owners now identify as creators, showing how entrepreneurship is increasingly tied to content creation. These owners are building businesses through social media, audience engagement and personal branding alongside traditional operations. Overall, this reflects a shift where being a “creator” is becoming a core part of running a small […]
Carmelo Anthony praises Victor Wembanyama for shoving Knicks' Jalen Brunson
Carmelo Anthony is among the former Knicks players reacting to Victor Wembanyama's shove on Jalen Brunson in the NBA Finals.
Ranked choice count set for next week
When it comes to the ranked choice count, Deputy Secretary of State Kate O’Brien said it could take a few days to count all the ballots and then just a short time to run the totals through the ranked choice tabulation.
From The Daily: For a different kind of politics, vote El-Sayed on August 4
From a policy standpoint, El-Sayed’s broad, sweeping vision is best for all Michiganders. He is the only candidate who is running to pass Medicare for All, and his public health background equips him with the necessary experience and vision to improve the U.S. healthcare system.
Could Control of Congress Run Through Northern Maine?
The state’s vast rural areas, which make up the swing Second Congressional District, will be important in November.
Kentucky leaders in Des Moines this week for intercity visit
A delegation of more than 150 business, education, government and nonprofit leaders from Commerce Lexington in Lexington, Kentucky, are in Des Moines today through Friday for its annual Leadership Visit, a long-running intercity program aimed at fostering regional development ideas. The agenda includes sessions on regional collaboration, talent development, agricultural innovation, executive leadership continuity and…
Emory gets $15M NIH grant to research Superfund sites’ health effects
Emory University has been awarded a five-year, $15 million grant from the NIH to study the link between environmental contaminants and human health in Brunswick, Georgia, which is home to four of the state's 23 Superfund sites.
Houston Texans run game on schedule
David Montgomery set to run all over the Houston Texans schedule in 2026
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.
A Look At PENN Entertainment (PENN) Valuation As It Opens A New Land Based Hollywood Casino Aurora
PENN Entertainment (PENN) is reshaping its Illinois footprint as it prepares to close the longtime Hollywood Casino Aurora riverboat and open a new US$360 million land-based complex later in June. See our latest analysis for PENN Entertainment. The latest Hollywood Casino Aurora announcement comes after a strong run in PENN Entertainment's stock, with a 36.8% year to date share price return and a 36.7% 90 day share price return. However, the 5 year total shareholder return is down 74.1%, so...
LinkedIn launches new effort in push to capture business advertisers
LinkedIn is aiming to burnish its position as a go-to platform for business advertisers with a new team of marketing experts that it expects to generate an annualized run rate of $100 million next fiscal year, a source familiar with the matter said.
Brewers can’t keep up with Athletics, lose 7-5
The Athletics kept mashing home runs, hitting five more compared to the Brewers’ one
Tigers 10, Twins 4: Tigers out-slug Twins
Four solo home runs weren’t enough as the Tigers pulled away late.
Dingler dingers drive Detroiters over the Twins
Dillon Dingler had four hits, including two home runs, in the rout.
2nd District, gubernatorial races to go to ranked-choice runoff
Republican Bobby Charles declared himself the first-round leader in the GOP gubernatorial race.
New Honolulu art exhibit to explore nature’s patterns in art and science
Honolulu artist Taiji Terasaki’s “Hawaiian Landscapes: Earth Within Us” opens June 16 at American Savings Bank, running through Oct. 2.
NBA Finals: League said it missed foul after Victor Wembanyama shoved Jalen Brunson early in Game 3 win, won't upgrade to flagrant
Pamela Evett, Alan Wilson advance to runoff in crowded South Carolina primary, CBS News projects
Evette and Wilson Advance to Runoff in South Carolina Republican Primary for Governor
Lt. Gov. Pamela Evette had gotten an endorsement from President Trump, but it was not enough to help her clinch a victory outright. She now faces Alan Wilson, the state attorney general, in a runoff on June 23.
Navy Admiral Fired by Hegseth Advances to Runoff to Replace Mace
Nancy Lacore would face a tough fall election in a district drawn in 2021 to be more Republican. She is seeking to replace Representative Nancy Mace, who ran unsuccessfully for governor instead of running for re-election.
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.
Toby Fox Shares New Development Update On Deltarune Chapter 6
Work on Chapter 7 may also start this year
Deltarune Chapter 5 Release Date Revealed as Toby Fox Offers Promising Update for the Future
Deltarune Chapter 5 finally has a release date, and Undertale mastermind Toby Fox has used the opportunity to give fans a progress update on Chapter 6.
Sports Illustrated Swimsuit Runway Show models say every body is a target online
As “skinny” returns to mainstream fashion and wellness culture, several celebrities have expressed fatigue with constant criticism.
Cowboys 2026 roster rundown: WR Ryan Flournoy
What is your confidence level in Ryan Flournoy?
NBA Finals: League admits it missed foul call after Victor Wembanyama shoved Jalen Brunson early in Game 3 win
Maine’s Primary Ballot Is Crowded With Members of Political Dynasties
Among other candidates with ties to prominent officials, a senator’s son and a Bush scion are running for governor.
Southern Poverty Law Center chair put on defensive during heated congressional hearing: ‘We don’t fund hate groups’
The Southern Poverty Law Center’s interim president and CEO faced tough questions from Republican lawmakers during a hearing Tuesday over the organization’s former program of running informants in racist groups.
Read before running
New to jogging or just rusty? A rehab doctor offers tips on avoiding all-too-common injuries as weather warms up.
A popular Hersheypark ride will close after 32 years
The Tidal Force ride at Hersheypark will close in September after a 32-year run.
Toby Fox shares update on what's happening with Deltarune Chapter 6
Work continues on Deltarune, and creator Toby Fox provided an update on Chapter 6 today. In case you missed the news, fans won’t have to wait long to experience the next part of the game. Chapter 5 was featured in the Nintendo Direct presentation today and we learned that it’s coming out later in the month. In a newsletter, Fox...
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.
Progressive Nithya Raman advances to November runoff against Los Angeles Mayor Karen Bass
The election will test whether voters in the heavily Democratic city want to move further to the political left to address long-running problems of homelessness, buckled streets and sidewalks and climbing rent and home prices.
These Five Science-Based Diets Can Help You Live a Longer, Healthier Life
You can't outrun your fork, but you can outlive your genes.
Social Security retirement trust fund will run dry in 2032 unless Congress acts
Tens of millions of retirees and other Americans could see smaller monthly Social Security checks in six years if lawmakers don’t act to shore up the program’s finances, according to an annual report released Tuesday by Social Security’s trustees.
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.
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.
‘Discipline, integrity, and outstanding judgement’: Ben Diamond backs Leela Gray in CD 13
While several Democrats are still running in CD 13, Gray’s path to the nomination got a little clearer last month.
Meet the Walmart exec who runs a $96 billion business that would sit between Tesla and Target on the Fortune 500
Sam's Club CEO Latriece Watkins runs a $96 billion business within Walmart.
macOS 27 Golden Gate makes it clear when apps are sneakily running in background
Google Gemini for macOS was recently flagged for not being a very good app citizen on the Mac. Apple’s new...
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
A second chance for this second-year Cowboys running back
How much are you counting on Jaydon Blue this season?
iOS 27 Introduces Overhauled AirPods Settings Menu
When AirPods owners connect to their iPhone running iOS 27, they'll see a completely revamped settings menu for their earbuds that does a better job at organizing all of the feature options that Apple has added over the last few years. In the first iOS 27 developer beta, released on Monday, the new settings menu can be accessed in the same way as the old one – i.e. by appearing only when your AirPods are paired with your iPhone – but the menu itself is now a lot more easy to navigate.
Corporate America Is No Meritocracy. Just Ask Women
Back in 2008, there were 12 women running Fortune 500 companies. Even though that equaled a measly 2.4%, it was still progress. A decade earlier, that number was 0.4%, or just two women (Jill Barad at Mattel Inc. and Marion Sandler at Golden West Financial Corp.).
Attorney General Tong Sues North Haven Business Owner
Attorney General William Tong today, on behalf of the Department of Energy and Environmental Protection (DEEP), sued Bruno F. Suraci, Jr., his North Haven metal finishing business NikLyn, and related companies for serial violations of Connecticut’s air pollution control regulations.
New exhibit showcasing farmstead inspired art
“Down on the Farm” exhibit brings rural life art to downtown Shelbyville, opening June 20 at Flourishes and running through August 29.
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.
Nithya Raman ‘incredibly honoured’ to advance to LA mayor runoff after seeing off Republican
Left-wing candidate vows ‘fight for a healthier, safer and more joyful Los Angeles’ after edging out Spencer Pratt
Lawsuit targets Chicago broadcasters over ads for financial planner accused of fraud
Three Chicago broadcasters have been accused of fraudulently lending their institutional credibility to a man running what state officials called a “Ponzi-like scheme.”
Bears RB duo came inches away from claiming NFL's top rank - and they have a strong shot to repeat as one of the league's best
The Chicago Bears running back duo of D'Andre Swift and Kyle Monangai ranked second in the NFL in latest RB duo rankings, and yet they still seem to be disrespected.
Japan 'pray' on Endo fitness for World Cup opener
Japan captain Wataru Endo is in a race to be fit for their World Cup opener against the Netherlands on Sunday, leaving coach Hajime Moriyasu "praying" he makes it.Endo took part in running and passing drills with his team-mates on Monday after moving to their World Cup base in Nashville, and Moriyasu said he was still in contention to face the Dutch in Dallas.
Jays Lose To Phillies
Phillies 5 Blue Jays 2 We knew this was going to be a tough one. Cristopher Sánchez came into the game with a 1.46 ERA and he’s allowed just 1 run in his last 5 starts, covering 38 innings. The most earned runs he’s given up in a game was 2 and, well, we got […]
Josh Naylor's grand slam powers Mariners past Orioles, 6-3
Josh Naylor hit a grand slam during a five-run fifth inning and the Seattle Mariners beat the Baltimore Orioles 6-3 on Monday night. Randy Arozarena had three hits for the AL West-leading Mariners, who have won 10 of their last 13 games. Baltimore, which was 1 for 9 with runners in scoring position, has lost three in a row for the first time since getting swept May 18-20 at Tampa Bay.
Report: Arkansas softball shortstop Atalyia Rijo enters transfer portal
As a senior this year, Rijo recorded offensive career highs with a .342 batting average, 13 doubles, 7 home runs and 42 RBI
Liberal council member advances to runoff with Bass in Los Angeles mayor’s race
Nithya Raman will head to a runoff with Mayor Karen Bass (D), edging out Republican reality TV star Spencer Pratt.
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.
watchOS 27 Introduces Workout Buddy Upgrades, Better Sleep Tracking, and More
watchOS 27 contains a series of enhancements to fitness and sleep tracking, including new Workout Buddy insights, improved indoor run tracking, and more. Workout Buddy is gaining new data-driven motivation features, delivering progress updates for pace, distance, and workout duration based on a user's fitness history. Apple is also enabling Workout Buddy to function without an iPhone nearby, allowing users to stay motivated during workouts without needing a phone in their pocket or hand.
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.
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.
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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