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How to Watch The Way Home Season 4 Finale
Watch The Way Home live with TV channel, start time and streaming info. Stream Season 4 Finale on Fubo — no cable required, free trial available.
How to Watch House of the Dragon Season 3 Premiere
Watch House of the Dragon live with TV channel, start time and streaming info. Stream Season 3 Premiere on Fubo — no cable required, free trial available.
We spent months finding the 4 best TVs that make streaming and gaming look great
Our tech experts spent weeks testing TVs to help you find the one you should buy next, and these are their four favorites.
Absurdity is now routine in American presidential politics
Trump’s latest stream of boasts, falsehoods and provocations drew little notice — a sign of growing public desensitization.
Uruguay vs. Cape Verde 2026 livestream: How to watch World Cup for free
Live stream all the action from the 2026 FIFA World Cup without spending anything.
Germany vs Ivory Coast: LIVE
Follow our live build-up, with full team news coverage, ahead of our text commentary stream service.
How to Switch To The New Roku Home Screen on Roku TVs & Roku Players
Roku has introduced a way for owners of its streaming devices and televisions to switch to the company’s newly redesigned home screen ahead of the automatic rollout. The new interface represents the most significant overhaul to the platform’s main screen in more than a decade, bringing enhanced personalization, quicker content discovery, and a more dynamic […]
Fortnite Star Clix Made His First $1 Million at 13. Now the 21-Year-Old Is Building a Business Empire
Clix dropped out of middle school and built one of the most loyal communities in streaming. He has a successful clothing line. He has a VeeFriends trading card. His collectibles sell out in minutes. Here's his secret.
The best TV shows of 2026 (so far), and where to stream them
Which of your TV faves made our list?
How to live stream Orioles vs Dodgers: MLB, TV channel
The Baltimore Orioles (35-41) are on the road this weekend to face the Los Angeles Dodgers (48-27). The first game of the series will take place on Friday night. How to Watch the Baltimore Orioles vs Los Angeles Dodgers Baltimore…
Where to watch Milwaukee Brewers vs. Atlanta Braves: Live stream, start time, TV channel, odds for Friday, June 19
Jacob Misiorowski and the Brewers start a three-game series against the Braves.
New movies to watch this weekend: See 'Toy Story 5' in theaters, rent 'Pressure,' stream 'Project Hail Mary' on MGM+
The "Toy Story" franchise still holds up, but Brendan Fraser's World War II weather drama is ho-hum.
How to Watch the World Cup Today: Schedule, Times, TV, Streaming for USA, Brazil, More
USMNT faces Australia and Brazil meets Haiti on Day 9 of the 2026 World Cup. See the full Friday schedule, kickoff times and how to watch on FOX and FS1.
‘Stranger Things,’ ‘Emily in Paris’ Outperform IP Rivals in Dentsu Fandom Intelligence Study
Streaming titles including “Stranger Things,” “Emily in Paris” and “Wednesday” outperform the average across all entertainment IP tested by 30% when it comes to converting fans into buyers, according ...
Kaleidescape’s movie player blows streaming, and your wallet, away
The posh way to watch movies.
Why democratic socialists like Lewis George in D.C. keep winning in cities
Janeese Lewis George's sweeping victory in the Democratic primary follows a trend of urban voters turning to candidates to the left of mainstream Democrats.
UMG, The World’s Biggest Music Company, Is Investing In A Mental Health Ecosystem. Here’s How It Works
Universal Music Group's circle of shared care, access and economic responsibility that streamlines the process to obtaining mental health support from trained Amber Health clinicians is a blueprint for companies large and small.
Where to watch Chicago White Sox vs. New York Yankees: Live stream, start time, TV channel, odds for Thursday, June 18
The Yankees and White Sox finish up their series in the Bronx.
What I’m Most Excited About at The Business of Beauty Global Forum 2026
Join the livestream on June 24 and 25 as we examine beauty’s current place in culture, and look forward to its new future.
I test TVs for a living. These are the 6 best early Prime Day TV deals on Amazon
Our tech writer has been testing TVs, soundbars and streaming devices, and he’s found the first six great home entertainment deals of Prime Day 2026.
Headkrack has the latest in entertainment headlines
He talks Streamer Univeristy, Lebron James, and Russel Wilson & Ciara
I’m an Entertainment Editor, and These Are the Summer Movies I Can’t Wait to See This Year
If you're searching for the best new summer movies in 2026, we've gathered films for you to watch on Netflix, in theaters, and on other streaming services.
What's new to streaming this week? (June 19, 2026)
What’s new on Netflix, Prime Video, Hulu, and more? We've got you covered.
FreeCast Launches Starlink Business Connectivity Solutions Through Strategic Reseller Agreement
FreeCast, Inc. (NASDAQ: CAST), a technology company providing streaming media aggregation, distribution, and Platform-as-a-Service (PaaS) solutions, today an...
How to live stream Liberty vs Sky: WNBA, TV channel
The New York Liberty (10-4) look to clinch homecourt advantage for the Commissioner’s Cup final with a win over the Chicago Sky (4-9) on Wednesday night at Wintrust Arena in Chicago. How to Watch New York Liberty vs Chicago Sky…
Which 5 College Football Teams Have Best Home Field Advantage?
College football possesses by far the most raucous crowds in mainstream American sports. The largest stadiums in the United States are all college football stadiums. When drunk college students, alumni and other loud fans pack these venues, they create deafening forms of entertainment that cannot be duplicated. In the craziest college football environments, the stadium […] The post Which 5 College Football Teams Have Best Home Field Advantage? appeared first on The Lead.
Radial Entertainment Hires Former Sony Exec Carrie Ferman as Chief Operating Officer (EXCLUSIVE)
Radial Entertainment has tapped former Sony exec Carrie Ferman as the company’s new chief operating officer. The news was revealed on Wednesday at the StreamTV Show in Denver during a keynote intervie...
Radial Entertainment’s new Blue Ant Media distribution deal
Radial Entertainment, operator of the largest independent catalog of film and television in the industry, today announced a new distri | Radial bought streaming rights to three new true crime series: “History Unsolved: The Investigation Files,” “Last Night Out” and “Fatal First Dates.”
Catch Up on the Disney Dreamlight Valley 2026 Summer Showcase Stream!
Disney Dreamlight Valley
On Netflix’s World Cup Show, It’s Still Called Football
When Netflix approached Goalhanger co-founder Tony Pastor last year, he assumed the streamer was interested in picking up a version of his podcast network’s The Rest Is History. In their first meeting, executives discussed episodes from the show—then pivoted the conversation. “They suddenly said in the middle of the meeting—’but actually, that’s not what we want …
Prime Video Pushes Beyond Streaming to Build APAC Entertainment Hub
At APOS, Prime Video executives outlined a plan to evolve the platform into an entertainment hub across Asia-Pacific, backed by 600 partnerships.
Prime Video Pushes Beyond Streaming to Build APAC Entertainment Hub, Top Executives Reveal at APOS
Prime Video is doubling down on its ambition to become a unified entertainment destination across Asia-Pacific, with executives highlighting the company’s expanding ecosystem strategy during the APOS ...
How Wisconsin Is Reducing Administrative Burden on Local Health Departments
Learn how Wisconsin is streamlining processes to improve the administrative experience for local health departments.
What is looksmaxxing?
A Q&A with Dr. Bravender discussing what looksmaxxing is. Along with the true dangers of it, what parents should know, and when to intervene.
Serena and Venus Williams handed Wimbledon doubles wildcard
watch the ATP and WTA Tours live on Sky Sports Tennis and Sky Sports+, streaming service NOW and the Sky Sports app
Treat children's mental health now, upstream
More students are arriving in college anxious, overwhelmed, distracted and unsure of themselves.
PFAS Contamination found in a small stream near Great Seneca Highway
Montgomery County PFAS Response & Updates
PFAS found in Montgomery County pond and stream, prompting health advisory
Red, temporary fencing is going up around a contaminated pond in Montgomery County, Maryland, as leaders warn you to stay out of nearby waterways.
Hungarian MPs approve PM limits to block potential return of Orban
The reform is one of the first introduced by PM Peter Magyar as he seeks to return Hungary to the EU mainstream.
Ionic Studios and Questar Entertainment Form Joint Venture to Operate GoTraveler, North America's Largest Travel Channel on Free Streaming Television
Ionic Studios LLC ("Ionic") and Questar Entertainment Group, Inc. ("Questar") today announced the formation of Ionic Questar Holdings, LLC, a joint venture to operate, monetize, and grow GoTraveler, North America's largest travel channel on free ad-supported streaming television. Under the partnership, Ionic serves as Publisher of Record and brings its full operating apparatus to the channel, while Questar contributes the GoTraveler brand and a content library built over more than four decades.
Jim Acosta ruthlessly mocked for comparing removal of Trump’s name from Kennedy Center to fall of Berlin Wall
Jim Acosta live-streamed for nearly 11 hours awaiting the removal of Trump's name from the Kennedy Center, then compared it to the Berlin Wall falling.
Fox to buy streaming pioneer Roku in a $22 billion deal
Fox and Roku said that the combined company will become the third-largest player in U.S. television by share of viewing
Fox to buy streaming pioneer Roku in a $22 billion deal
Fox and Roku said that the combined company will become the third-largest player in U.S. television by share of viewing
Fox to buy streaming pioneer Roku in a $22 billion deal
Fox and Roku said that the combined company will become the third-largest player in U.S. television by share of viewing
Fantasy Baseball 2-Start Pitcher Rankings: Cardinals, A's, Mets make rotation shuffles to open up more streaming options
Requiem Creative Wins Multiple Golden Trailer Awards, Earns Clio Entertainment Honors, and Emerges as One of Entertainment Marketing’s Fastest-Rising Agencies
Rapidly growing entertainment marketing agency recognized across theatrical, streaming, television, gaming, music, and digital campaigns less than two years after launchLOS ANGELES, June 15, 2026 (GLOBE NEWSWIRE) -- Requiem Creative, the Los Angeles-based entertainment marketing agency operating within the Ramsey Theory Group portfolio, today announced a series of major industry accolades, including Golden Trailer Awards wins, Clio Entertainment finalist honors, and numerous nominations spanning
Fox is buying Roku for $22 billion
Fox is acquiring Roku, the popular streaming TV platform, in a massive $22 billion deal, the companies announced Monday.
Iran vs. New Zealand 2026 livestream: How to watch World Cup for free
Live stream all the action from the 2026 FIFA World Cup without spending anything.
iPhone Ultra Price: Apple’s Foldable Must Protect The iPhone 18 Pro
Apple's rumored $1,999 foldable iPhone could help absorb rising component costs and reduce pressure to raise prices on mainstream models.
Intel Raptor Lake “Next” Desktop CPUs To Come In Core 7, Core 5, Core 3 Flavors With Up To 20 Cores But Retain 8 P-Cores On LGA 1700 Socket
Intel Raptor Lake Next Desktop CPUs will bring value-oriented options to mainstream and budget gamers on the existing LGA 1700 sockets.
Sports betting was once widely outlawed. Now it’s promoted at the White House.
The UFC event on the South Lawn reflects how sports-related gambling has evolved into a powerful mainstream force in American life.
Sweden vs. Tunisia 2026 livestream: How to watch World Cup for free
Live stream all the action from the 2026 FIFA World Cup without spending anything.
Ivory Coast vs. Ecuador 2026 livestream: How to watch World Cup for free
Live stream all the action from the 2026 FIFA World Cup without spending anything.
FIFA World Cup schedule June 14: Games, kickoff times, livestream
Matchday 4 features four games in the U.S. and Mexico.
Where to watch Knicks vs Spurs game 5: NBA Finals live stream, channel, odds, venue
The NBA Finals return to San Antonio for Game 5. We'll show you where to watch Knicks vs Spurs from anywhere.
Brazil vs. Morocco Lineups, Score, Live Streaming, How and Where to Watch On TV In USA & Other Countries
Brazil will play its first game of the 2026 World Cup against Morocco at the New York/New Jersey Stadium.
Every Major Streaming Device Brand Ranked Worst To Best
Nvidia, Apple, and Roku lead our ranking of the best streaming device brands, while Google, Amazon, and Onn offer distinct strengths.
Yes, there's a livestream to watch Donald Trump's name being removed from the Kennedy Center
Donald Trump's name is being removed from the John F. Kennedy Center — and there's a livestream for it.
What Genres and Streamers Won 2025? And Who Lost? Plus Six Strategy Thoughts
(Welcome to the Entertainment Strategy Guy, a newsletter on the entertainment industry and business strategy. I write a weekly Streaming Ratings Report and a bi-weekly strategy column, along with occasional deep dives into other topics, like today’s article. Please subscribe.) Okay, time for the tenth and final article in my ten-part series recapping 2025. As I wrote two articles ago, my barometer for whether these articles are worth writing/publishing is whether they yield strategic insights, and once again, every subsection in this article has a strategic takeaway (or two). Honestly, these are the most important takeaways, since I step back and look holistically at the streaming wars in 2025. After I declare which streamers won and lost the year and which genres won and lost the year, I have six bonus thoughts. If you’d like to review the whole series... You can find the film flops here and here. You can find the TV shows flops here and here. You can find the top films here. You can find the top TV shows here, here and here. Then I declared my winners and losers in various categories here. You can find my 2024 recaps here. You can find the 2023 recaps here and here. And my 2022, 2021 and 2020 are all stored here. Yeah, it’s halfway through the year, and I’m just finishing this series up now. This year, I tried to space things out to not clog up my writing calendar, plus I had to wait for Fallout to (finally) drop off the charts. Well, that ended up pushing this series wayyyyy too far back on the calendar. Oh well. Next year, the goal will be to finish this series in March, but frankly, I just need more staff to make that happen. So please subscribe. Or, if you’re an advertiser (movie studio, FYC firm, or other), please reach out. Subscribe Streamer of the Year: Netflix Honorable Mention: Paramount (and CBS) So, just last week, I wrote about how Netflix has lost seven of its top twelve scripted shows in the last year. And I shared two very dour looks at Netflix’s potential slowdown this year and last. Guess what? They’re still the number one streamer in America. In 2025, they dominated new streaming shows (even if most of those new hit shows aren’t coming back for future seasons), they had the two biggest films, and they had the top returning TV show by a mile. The world is complicated, nuanced and messy. There may be warning signs of a future Netflix slowdown, but in 2025, Netflix was still the number one streamer. Note what I didn’t say? That Netflix has “won” the streaming wars, because obviously the streaming wars are still ongoing and, more importantly, YouTube is still growing—so now YouTube has “won” the streaming wars?—while Netflix’s share of TV consumption has stalled out. Avoid simplistic talking points, especially if they’re constantly repeated and could fit on a bumper sticker. I had trouble picking the second-place streamer this year, because all of the candidates for second place—Prime Video, HBO Max, and Paramount+—had some hits, but no one stood out. Then I saw this update from Nielsen on the top shows on TV in the 2025-206 season. Sure enough, Netflix had five of the top ten shows! And they had ten of the top 31 shows and fifteen of the top fifty. But CBS/Paramount+ actually had more shows in the top thirty and the top fifty. Paramount+/CBS had twelve of the top thirty shows and nineteen of the top fifty. Let me emphasize that: CBS/Paramount+ had more top shows in the 2025-2026 season than Netflix. And this look was just for TV shows, not live sports, an arena Netflix barely plays in. Meanwhile, Paramount-Skydance’s market cap is a fraction of Netflix’s. That’s weird, right? Streaming Loser of the Year, TV… We’re just getting started with this issue, but the rest is for paid subscribers of the Entertainment Strategy Guy, so if you’d like to find out… ...what streamer lost the year in TV... …whether Netflix could win the title for “film” streamer too… …who won the Disney vs Warner Bros. battle for theaters… ...what TV genres won and lost the year... ...what film genres won and lost the year... ...what film genre people think is thriving on streaming but isn’t… …why F-BOSSS TV shows don’t hold the same sway in the 2020s… …what it means to “flop” as a film on streaming… …UK shows underperforming on streaming… And a lot more... ...please subscribe! We can only keep doing this great work with your support. If you’d like to read more about why you should subscribe, please read this article about the Streaming Ratings Report, why it matters, why you need it, and why we cover streaming ratings best.
USA vs. Paraguay tonight: How to watch the USMNT's first game of the 2026 World Cup: TV channel, start time, free streaming info, and more
'Still very immature': Texas sports bar owner sounds alarm on NFL's streaming pivot
Texas restaurateur Jim Hallers warns Congress that NFL streaming fragmentation threatens sports bars, citing $30,000 to $40,000 upgrade costs per venue.
Where to watch New York Yankees vs. Toronto Blue Jays: Live stream, start time, TV channel, odds for Friday, June 12
The Yankees and Blue Jays face off in Toronto.
Final Fantasy 7 Remake Director Calls Streams A Crisis For RPGs
He fears some people won't bother playing a game if they think they can get the same experience from just watching it
How the Dangerous Rise in Anti-Immigration Politics Went Mainstream
Violent unrest after a stabbing in Northern Ireland showed the extent to which the far right has taken hold in the U.K., as well as in Europe and the U.S.
From YouTube to Disney+: Preschool hit 'Gracie's Corner' lands streaming and development deal
The educational series “Gracie’s Corner” is joining Disney+.
From YouTube to Disney+: Preschool hit 'Gracie's Corner' lands streaming and development deal
The educational series “Gracie’s Corner” is joining Disney+.
DAZN, DirecTV Latin America strike sports channel deal ahead of World Cup
Sports streaming platform DAZN, backed by British-American billionaire Len Blavatnik, said it had struck a deal to bring DirecTV Latin America's DSPORTS channels to its platform in five countries, expanding its soccer offering as the 2026 FIFA World Cup kicks off.
Xbox CEO Openly Floats the Need for Third-Party Exclusives and “Potential M&A” to Win in Hardware, PC, Mobile, and Streaming
Xbox’s CEO says the platform may need third-party exclusives and potential M&A to compete across hardware, PC, mobile, and streaming.
What's new to streaming this week? (June 12, 2026)
What’s new on Netflix, Prime Video, Hulu, and more? We've got you covered.
Ticket prices and streaming services are squeezing fans out of sports
Sports leagues like the NFL, NBA, and FIFA may be locking out fans and undermining their own business with high prices and too many streaming deals.
Deezer launches an AI music detector for other streaming services
Feed Deezer your playlists to find the AI slop.
Lab-created 'moon' rock could help scientists interpret lunar data and explore how water might form on the moon
The moon may look unchanged from afar, but its surface is constantly reshaped by microscopic impacts and a steady stream of particles from the sun, a process known as space weathering. Now, Georgia Tech ...
‘Seattle: A History in Short Stories’ captures city’s fascinating past
The three-episode “Seattle: A History in Short Stories” concludes with its final episode on Tacoma’s KBTC-TV on Thursday (and streams next day at kbtc.org).
A Beloved TWIN PEAKS Star Joins Netflix’s Live-Action SCOOBY-DOO Series
Now that they’ve found their beloved Great Dane, Netflix’s live-action Scooby-Doo series is rounding out its cast — including one face that should be very familiar to horror lovers. The streamer revea...
Hollywood directors reach tentative 4-year deal with studios and streamers
The talks were the first under new DGA President Christopher Nolan
Mysterious 'cold blob' in the Atlantic is a sign of the Gulf Stream weakening — and that's bad news for the US East Coast
The Atlantic's enigmatic "cold blob" has once again been linked to a weakening of key ocean currents and a devastating climate tipping point.
There are no guardrails now on the right of UK politics: where Restore Britain goes, others will follow
In the UK – and across the west - incendiary language and white supremacist policies are entering the political mainstream, says Guardian columnist Owen Jones
Valve is phasing out physical Steam gift cards due to scammers
Valve says “scammers have adapted.”
Google TV Streamer update unlocks a major hidden upgrade for your smart home setup
The Google TV Streamer received its first major 2026 update, adding the April patch and Thread 1.4 for a convenient smart home experience.
Google TV Streamer’s new update turns it into a better smart home device
The first big Google TV Streamer of 2026 is here – yes, six months into the year. Timing aside, though,...
2026 Spokane Youth Sports Awards Honors Top Athletes, Teams and Coaches
(EDITOR'S NOTE: Click here to watch the 2026 Spokane Youth Sports Awards stream on our SWX YouTube. The final, clean version will air on SWX-TV and be available on SWXLocalSports.com
Experiments in Sports Seismology for the World Cup
Building on our previous experiments in sports seismology, PNSN is planning to stream real-time seismogram data from our seismometers around the stadium during upcoming World Cup matches in Seattle.
The App Store is going to add subscription bundles soon
Streaming-style bundles for your iPhone app subscriptions.
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.
University of Vermont Health eliminates 76 jobs, restructures 66 roles
Dozens of jobs are either being eliminated or restructured at the University of Vermont Health Network as administrators work to streamline services and reduce massive financial strain.
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.
‘Do your civic duty’: Election day begins in Clark County
Clark County polling places open to steady stream of voters.
Apple officially announces tvOS 27 – and it nearly makes up for the missing next-generation Apple TV 4K
Your streaming box is about to get speedier
Global Broadcasters Take ‘Best Medicine’ As Raft Of Deals Land For Fox Series
EXCLUSIVE: A slew of international deals for Best Medicine have closed. Sky has scored UK rights for its channels and NOW streaming service, marking a kind of homecoming for the show, which is based o...
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.
BP's new upstream unit to be led by Gordon Birrell, downstream by Richard Harding
BP said on Tuesday that company veteran Gordon Birrell would lead its upstream unit and Richard Harding will be interim head of the downstream unit as part of its previously announced organisational change into two main business segments.
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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