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NASA's canceled Artemis hardware contracts reached $5.9 billion, audit finds
NASA was on track to pay nearly half a billion dollars for a stage adapter. A stage adapter should not cost half a billion dollars.
Whole Hog Politics: It was voters, not Senate Republicans, who forced Trump’s hand on Iran
[Watch Whole Hog Politics live: Join us today at 9 am ET at TheHill.com as Chris Stirewalt and host Bill Sammon break down this week’s political news and answer questions from a live online audienc…
Science Heroes: Digging It at Groton Public Library
Unearth your love for science in this fun and interactive S.T.E.M. show for the whole family. With help from audience volunteers, we’ll conduct exciting experiments about the changing states of […]
'The Vampire Lestat's Sam Reid on Magnus, Claudia, Sofia, and more
Would Lestat listen to Chappell Roan? Asked and answered.
Why Michelle Pfeiffer left her 'Grease 2' audition feeling 'so humiliated'
On the anniversary of 'Grease 2,' take a look back at what Michelle Pfeiffer said about her audition. It was humiliating.
RFK Jr. urged Iowa candidate to make deal to help GOP win House seat, per audio recording
The health secretary urged Iowa Libertarian candidates to drop out of key races to help Republicans keep control of Congress, according to interviews and a recording obtained by The Post. The effort highlights mounting GOP anxiety over the battle for the House.
Bose Launches Bose Studios, Sets Steven Soderbergh Project (EXCLUSIVE)
Bose, the consumer audio company, has announced the launch of branded entertainment company Bose Studios, unveiling details on its slate.
Overwatch Fans Revolt Over New Skins That Cost Too Damn Much
The new ‘Ultra’ skins include visual and audio effects, but is that enough?
Oprah reveals Whitney Houston moment she begged audience not to share
Oprah Winfrey has revealed she "begged" audience members not to release photos of Whitney Houston falling off the stage at her show in 2009.
'Voicemails for Isabelle' is Netflix's latest big hit — but viewers should expect tears
Zoey Deutch's Netflix rom-com has pleased both audiences and critics alike. But what viewers weren't expecting was how many tissues they would need while watching.
Saipem to sell Saudi shallow-water drilling business to ADES for $285 mln
Italian energy contractor Saipem has agreed to sell its shallow-water offshore drilling business in Saudi Arabia in a deal worth $285 million, the company said on Wednesday.
Tax audit measure qualifies for November ballot
The measure is scheduled to be certified for the ballot on June 25 unless it is withdrawn by its proponent before then
Flagship Pioneering and Lean Business Services Company Announce Collaboration to Advance Healthcare Innovation and AI-Enabled Biomedical Research in Saudi Arabia
/PRNewswire/ -- Flagship Pioneering, the scientific innovation company behind Moderna, Generate Biomedicines, and more than 100 other life sciences ventures,...
NAWBO Honors Prominent Business Leader as Member of the Year
Credit: Courtesy SANTA BARBARA, Calif. — The National Association of Women Business Owners, Santa Barbara chapter (NAWBO-SB) is proud to honor
Business travel is predictable again — and that’s a powerful signal for marketers
Business travel has moved beyond recovery and into a steadier rhythm, giving marketers greater confidence in audience behavior and long-term planning.
The Entertainment Trends Shaping What Audiences Watch in 2026
What will audiences watch in 2026? Dive into entertainment trends shaping the future. Explore insights and get ahead with these industry's latest shifts.
Google Pixel phones get better wireless audio quality in Android 17
While wired audio is certainly trying to make a comeback, wireless earbuds and headphones are more prevalent today than ever...
Why Combat Sports Continue to Attract Global Audiences
No sports experience can beat the adrenaline rush of witnessing two opponents battle each other on equal footing, armed only with skills, preparation, and sheer willpower. Throughout the ages, boxing, MMA, wrestling, and judo have continued entertaining people all over the globe, uniting fans from many different backgrounds with a common language. Discover how fascinating […] The post Why Combat Sports Continue to Attract Global Audiences appeared first on Native News Online.
'The View' uses Barbara Walters in on-air ad urging viewers to push back against FCC: 'Use your voice'
'The View' used Barbara Walters in a new commercial urging audience action against the FCC amid legal drama: 'Use your voice,' an ABC spot advised.
DOJ may be able to release potentially embarrassing Biden audio recordings unless courts step in
Former President Joe Biden is in an uphill battle to try to stop the Justice Department from sharing recordings it collected of him speaking to his ghostwriter in 2016 and 2017, during which his speech and memory faltered.
Google quietly added a major high-res audio feature to Pixels with Android 17
Android 17 quietly introduces native LHDC audio support, unlocking high-res wireless audio for Pixel devices with compatible earbuds.
Why every brand needs to think like an entertainment brand
Brands that adopt entertainment strategies engage audiences more deeply, drive loyalty and stand out in a crowded market by delivering memorable experiences.
Sam Reid on what Claudia and The Vampire Lestat have in common
"They are similar. They have a shared experience."
4 Vintage Pieces Of Audio Gear That Are In High Demand Today
From Marantz receivers to JBL speakers and McIntosh amplifiers, these four vintage pieces of audio gear are commanding huge resale prices in 2026.
Federal jury convicts former owner of chiropractic business in Libertyville of defrauding insurance out of $600K
A former owner of a chiropractic business in Libertyville faces prison after a jury convicted him of defrauding an insurance company out of over $600,000 in non-existent services.
Spain vs Saudi Arabia LIVE: World Cup 2026
Live updates as Spain face Saudi Arabia in Group H - follow the build-up, analysis and live text commentary of the game.
FULL SHOW: Inside INdiana Business 6/21/26
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Spain target convincing win to dispel World Cup doubts
A wounded Spain will aim to get their World Cup challenge firmly back on track when they face Saudi Arabia in Atlanta on Sunday.Saudi Arabia also drew their opening game 1-1 with Uruguay.
Biden scores temporary court victory as Trump appointed judge delays release of Hur investigation materials
Former President Biden wins a three-week injunction blocking release of audio recordings from Special Counsel Hur's classified documents investigation.
'Overcommunicating': Byron Donalds talks media decentralization and advocates for 'long-form' videos from politicians
Politicians must 'master and utilize all forms' of communication to reach the entire audience.
Gears of War: E-Day's strong summer showing triggers series-wide popularity spike
Gears of War: E-Day's strong showing this summer, coupled with its recent Xbox exclusivity, has led to the Gears franchise doubling its audience.
Paraguayan volunteers gain firsthand health care experience supporting AMISTAD audiologists
During AMISTAD 2026, two Paraguayan volunteers stood at the intersection of education and international partnership, working alongside U.S. Air Force audiologists to deliver specialty hearing care at Unidad de Salud Familiar Niño de Jesús.
How Sean Evans turned 'Hot Ones' into one of entertainment's most important interview shows
The longtime host discusses consistency, audience-building, and why creator-led shows deserve a seat at the table.
The new Google Home Speaker is a slap in the face to Nest Audio users
Despite replacing the Nest Audio in Google's smart speaker lineup, the Home Speaker isn't a clear improvement across the board.
Island Audio Tours traverse Southernmost City
Island Audio Tours, a creation of former Keys schooner Capt. Josh Koerpel, has partnered with “Magic” Frank Everhart and currently offers two different tours with more in the works.
Tracy Davenport sentenced to federal prison for defrauding customers of her pool business
Tracy Davenport was sentenced Monday to federal prison after pleading guilty to defrauding more than 50 customers through her pool business.
The Gemini-powered Google Home Speaker arrives on June 25 for $100
Google's new smart speaker is more about Gemini than audio quality.
Science, Public Health, and the Politics of Truth
Presented as part of the McCloskey Speaker Series.Peter Hotez, M.D., Ph.D., professor and dean of the National School of Tropical Medicine at Baylor College of Medicine, joins the Aspen Institute for a keynote lecture on the intersection of science, medicine, and public trust. A leading authority on vaccines and neglected tropical diseases, Hotez reflects on the challenges facing public health today, the growing politicization of science, and what it will take to rebuild trust in scientific institutions in the years ahead.Paepcke Auditorium, doors at 5:00 pmRegistrationThis event is free and open to the public, but registration is required, and capacity is established on a first-come, first-served basis. Once an event is at capacity, we will have an in-person waitlist at the door.Public registration is now open for summer 2026. Please click here to register.ParkingParking is very limited. Please carpool, walk, bike, or ride RFTA.Book signing will immediately follow the event. To learn more about his book or to order a copy, please click here.
Science, Public Health, and the Politics of Truth
Presented as part of the McCloskey Speaker Series.Peter Hotez, M.D., Ph.D., professor and dean of the National School of Tropical Medicine at Baylor College of Medicine, joins the Aspen Institute for a keynote lecture on the intersection of science, medicine, and public trust. A leading authority on vaccines and neglected tropical diseases, Hotez reflects on the challenges facing public health today, the growing politicization of science, and what it will take to rebuild trust in scientific institutions in the years ahead.Paepcke Auditorium, doors at 5:00 pmRegistrationThis event is free and open to the public, but registration is required, and capacity is established on a first-come, first-served basis. Once an event is at capacity, we will have an in-person waitlist at the door.Public registration is now open for summer 2026. Please click here to register.ParkingParking is very limited. Please carpool, walk, bike, or ride RFTA.Book signing will immediately follow the event. To learn more about his book or to order a copy, please click here.
Letter: Love of country should trump personal politics
I was disheartened to see that Donald Trump was booed by fans at Game 3 of the NBA Finals in New York City on June 8. The next day, I had an amazing discussion with a neighbor about whether Trump would be met with a standing ovation or booed by an audience here in Hawaii. I argued that we have more aloha for America than disdain to boo a president.
Share your talent at Open Mic Mondays
Do you enjoy singing and performing for an audience? Take the stage at the Waynesville American Legion's Open Mic Mondays from 7-9 p.m. every Monday in June.
NFL, NBA unions applaud efforts on bill designed to fix college sports in letter obtained by the AP
The NFL Players Association and National Basketball Players Association teamed up on letter to leaders of the Senate Commerce Committee, applauding their efforts on a recently introduced Senate bill designed to fix college sports. The unions wrote that they support the bill for provisions that guarantee NIL rights and provide medical and healthcare benefits. “We encourage continued meaningful stakeholder engagement and negotiations to further strengthen the bill as it moves through Congress to ensure college athletes are protected and empowered,” read the letter addressed to Sen. Ted Cruz, R-Texas, and Sen. Maria Cantwell, D-Wash.
NFL, NFLPA, NBPA tell Congress they back college sports bill
The NFL, NFLPA and NBPA on Tuesday sent statements to Congress supporting the Protect College Sports Act and lauding specific provisions it includes while also encouraging further "negotiations" during the legislative process.
NFLPA, NBAPA tells Congress it backs college sports bill
The NFL, NFLPA and NBPA on Tuesday sent statements to Congress supporting the Protect College Sports Act and lauding specific provisions it includes while also encouraging further "negotiations" during the legislative process.
'House of the Dragon' season 3 reviews: What critics are saying
The first reviews are in for 'House of the Dragon' season 3, with many critics applauding the HBO series' epic battles and dramatic character developments.
For ViewerCon, Joy Reid, Chris Witherspoon, and the ‘Raising Kanan’ cast are headed to Newark this summer
ViewerCon, a new entertainment event is making its debut in Newark this summer, betting that today’s audiences want more than
'View' studio audience members refused to clap for JD Vance as he walks out for interview
'The View' studio audience members refused to clap for Vice President JD Vance as the controversial politician made his way out to the set for an interview with Whoopi Goldberg, Sunny Hostin, more.
From YouTube to Hollywood: Digital creators are remaking the movie business
Some of the most promising young filmmakers in the movie business are arriving in Hollywood already experts at entertaining audiences and going viral. The twin sensations of “Obsession” and “Backrooms”
Ecsite 2026
Across three days of discussion and debate, museums and science centre professionals explored the opportunities and challenges shaping the future of public engagement with science
Auditors warn Don't Nod will run out of cash by November if it is unable to secure financing
The company has asked Tencent, its largest shareholder, for more money, but to no avail
87 Percent of Creators Say Creative AI Is Growing Their Business and Audience, According to Adobe’s 2026 Creators’ Toolkit Report
Adobe’s 2026 Creators’ Toolkit Report, based on a global survey of more than 16,000 creators, finds that creative AI is accelerating business growth, becoming essential to creative workflows and reshaping how creators think about the future of AI.
Not LG, Not Sennheiser: This Soundbar Gets Consumer Reports' Best Audio Rating
The HW-Q900F soundbar stands out for Dolby Atmos performance, dialogue clarity, and multi-speaker design in independent audio testing.
Saudi Arabia sports minister vows affordable and safe World Cup in 2034
Saudi Arabia's Sports Minister says the kingdom will work with FIFA to ensure ticket affordability and fan safety for the 2034 World Cup, amid regional instability and lessons from this year's finals in North America where costs have been a concern.
Microsoft sued by shareholders over expenses, cloud business, AI
Microsoft has been sued by shareholders who accused the company of defrauding them and inflating its stock price by failing to disclose slowing growth in its Azure cloud business and the need to spend billions of dollars on AI infrastructure.
Microsoft sued by shareholders over expenses, cloud business, AI
Microsoft has been sued by shareholders who accused the company of defrauding them and inflating its stock price by failing to disclose slowing growth in its Azure cloud business and the need to spend billions of dollars on AI infrastructure. The proposed class action led by a Michigan pension fund was filed in Seattle federal court on Friday, after Microsoft shares fell 10% on January 29 in response to its quarterly earnings report a day earlier. About $357 billion of market value was erased, and Microsoft's stock suffered its biggest one-day decline in nearly six years.
Handcraft Bets On Global J-Pop With Aoki, Takarabe
The race to bring J-pop to a truly global audience has a new contender.
Electronic Arts Introduces EA Advertising, Launching Brands Directly Into Gameplay and Live Experiences
Connecting brands to highly engaged audiences through an exclusive EA SPORTS Partner Program, in-game integrations, creative partnerships, and scalable advertising capabilities across EA’s global portfolio Electronic Arts Inc. (NASDAQ: EA), the global leader in interactive entertainment, today announced the launch of EA Advertising , a new platform transforming how brands connect with audiences through digital and real-world experiences across its global portfolio of games. EA sits at the intersection of entertainment, sports, technology, music, and culture. Across console, mobile, and PC, our games and services reached more than 120 million players 1 each month during fiscal year 2026. Together, this scale and frequency of engagement create meaningful opportunities for brands to connect with audiences through authentic, interactive experiences. EA SPORTS is one of the largest interactive sports platforms in the world, connecting hundreds of millions of players across console, PC, and
Uruguay XI vs Saudi Arabia – Predicted lineup and team news
Uruguay launch their World Cup campaign against Saudi Arabia in Miami on Monday.La Celeste aim to secure a dominant victory in this Group H opener. Marcelo Bielsa has implemented a high-pressing tacti...
Saudi Arabia vs Uruguay – Predicted lineup and team news
Saudi Arabia kick off their 2026 World Cup campaign against Uruguay on Monday evening.Miami’s Hard Rock Stadium hosts this highly anticipated Group H encounter. The Green Falcons want to secure a po...
Why Marketing Feels Harder as Your Business Grows by Nathan Tayloe
At some point, most growing businesses hit the same moment. What used to feel straightforward starts to feel more complicated. Marketing takes more effort. Results feel less predictable. What once worked consistently begins delivering mixed outcomes. It is easy to assume something is broken. In many cases, nothing is. The business has simply reached a different stage. What Worked Before Starts to Lose Its Edge Early on, growth is often driven by a few things working well at the same time: Referrals are strong The value of the offering is clear The team is aligned Decisions are made quickly Marketing, in that stage, tends to feel easier because the business itself is easier to understand. As the company grows, that simplicity fades. The audience expands. Services evolve. New people join the team. More channels are added. More decisions are made across more touchpoints. Marketing is no longer communicating one clear story. It is trying to represent a more complex business. Complexity Creates Friction That added complexity does not always show up immediately. It builds over time. Messaging starts to drift. Different parts of the business describe what they do in slightly different ways. The website no longer reflects how the company actually operates. Sales conversations evolve faster than the brand. At the same time, more activity is introduced to try to keep growth moving: New campaigns More content Additional platforms More tools and reporting The volume increases. The clarity does not always keep pace. That is when marketing starts to feel harder. It’s Not a Lack of Effort Most teams respond to this stage by doing more. More output More meetings More adjustments More experimentation That effort is not misplaced. It is often pointed in the wrong direction. When the underlying issue is a lack of alignment, more activity tends to create more noise. Results become harder to interpret. Decisions take longer. Progress feels inconsistent. From the outside, everything looks active. From the inside, it feels less certain. The Real Shift As businesses grow, marketing becomes less about execution and more about alignment. The companies that navigate this transition well tend to refocus on a few fundamentals: A clearly defined audience A strong, consistent position in the market Messaging that reflects how the business actually operates Alignment between leadership, marketing, and sales When those elements are in place, execution becomes more effective again. Marketing does not necessarily become easier, but it becomes more consistent. A Different Kind of Discipline Growth introduces more opportunity, but it also demands more discipline. What worked when the business was smaller often cannot be scaled without adjustment. The systems, messaging, and decision-making that once felt intuitive need to become more intentional. That is not a sign of failure. It is a normal part of growth. Marketing feels harder because the business has become more complex. The solution is not to outwork that complexity. It is to bring clarity to it. The companies that do that well tend to regain momentum quickly. Those who do not often stay busy without seeing the same level of progress. — Learn more about how we help organizations align strategy, brand, and execution. Visit tayloegray.com, or reach out directly at nathan@tayloegray.com.
4 Takeaways From Japan's Thrilling World Cup Draw vs. the Netherlands
There was no winner in Japan vs. the Netherlands but the audience. Here are four takeaways from the back-and-forth thriller in Atlanta.
U.S. DOJ continues elections investigation, fight to audit California’s voter rolls
First Assistant U.S. Attorney Bill Essayli said there is evidence of voter fraud as his office continues its investigation into the state’s election.
The 50 greatest actors in movie history, according to fans
To determine American audiences' 50 favorite actors who are men, Stacker analyzed data from YouGov, current as of June 2024. See who came out on top!
The 50 greatest actors in movie history, according to fans
To determine American audiences' 50 favorite actors who are men, Stacker analyzed data from YouGov, current as of June 2024. See who came out on top!
I deleted most Android Auto apps, but only 6 earned a permanent spot on my dashboard
I can't drive without these apps
15 Cool New Gadgets to Keep on Your Radar
Catching you up on the past week’s most notable product releases.
Italy Politics
EU Parliament member and former Italian army general Roberto Vannacci addresses the audience as he concludes the two-day founding congress of his far-right party, Futuro Nazionale (National Future) in Rome,
Rep. Tenney discusses US strike, FISA law, and anti-American rhetoric in NYC politics
Rep. Claudia Tenney, R-NY., discusses a lethal US strike in Venezuela against the Tren de Aragua gang leader and the lapse of FISA Section 702.
Sen. John Kennedy speaks at 'Politics and Eggs', says 'never say never' to presidential run
Sen. John Kennedy has carved out his own space in American politics. The senator from Louisiana charmed his 'Politics and Eggs' audience with unique insights from Capitol Hill.
How 2026 campaigns are deploying creators to spread their message
With a growing number of adults using social media for political engagement, campaigns work with influencers on the platforms to advertise to new audiences. But are influencers profiting at the expense of voter transparency?
Sharon O'Keefe
As president of the University of Chicago Medical Center and chief operating officer of the 1,286-bed University of Chicago Medicine health system, Sharon O’Keefe oversees a clinical enterprise with annual operating revenue of $2.21 billion. In the past 18 months, UChicago Medicine opened an expanded adult emergency department—a $39 million investment—and an adult trauma center. Since 2011, the system has generated annual growth of nearly 5 percent in revenue and 4 percent in patient admissions. O’Keefe previously was president of Loyola University Medical Center and executive vice president and chief operating officer at Boston’s Beth Israel Deaconess Medical Center. She serves on the Illinois Hospital Association finance and audit committee and is on the American Heart Association’s Midwest affiliate board.
How video games became a channel for political influence
From China to Saudi Arabia, governments are investing billions in gaming to project influence and assert control
Bose QuietComfort Ultra Bluetooth Headphones (2nd Gen) drops to lowest price on Amazon
The Bose QuietComfort Ultra Bluetooth Headphones (2nd Gen) in five colors are on sale at Amazon at 16% off the MSRP. It delivers powerful noise cancelling with Bose Immersive Audio and comes with plush ear cushions.
What new audit shows about Parkview Health finances
FORT WAYNE, Ind. (WANE) — An independent audit of Parkview Health and its subsidiaries showed strong 2025 financial growth at a time many Indiana hospitals struggled, but did little to quiet …
New series with veteran science journalist Miles O'Brien to feature ASU researchers
Extreme heat kills more people than hurricanes, floods and tornadoes combined in a typical year, but people don't recognize it as a serious problem. Why is that?That was the question veteran science journalist Miles O’Brien asked Arizona State University heat researcher Jennifer Vanos in front of a studio audience at Arizona PBS on Thursday.
Ex-Andreessen Horowitz partner slams his old firm, other VCs for 'political infiltration' around AI
John O'Farrell, former partner at Andreessen Horowitz, says the PAC Leading the Future, backed by his old firm, is trying to "intimidate politicians."
How ‘Stop! That! Train!’ Producer Unapologetic Projects Built a Business Model on Diverse Voices and Audiences
Unapologetic Projects co-CEOs Chris Quintos Cathcart and Tyler Boehm explain their business model that's built on diverse voices and audiences.
AVPro Edge MXnet Powers Massive Audio/Video Entertainment System at Legendary Estadio Banorte Stadium in Mexico City
AVPro Edge MXnet Powers Massive Audio/Video Entertainment System at Legendary Estadio Banorte Stadium in Mexico City
Five things to know about women and sport
Women's sports are on a winning streak, reaching new heights and shattering records. From the 2024 Olympics achieving gender parity to the growing audience for women's sports, there is much to celebrate and explore. Yet many gender gaps remain. Here are five key things to know about women and sport:
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 […]
Judy Garland's daughter Lorna Luft explains why “The Wizard of Oz ”continues to captivate audiences
"The Wizard of Oz" premiered in 1939 and has had a resurgence in popularity thanks to its Las Vegas Sphere showings.
Xbox Boss Says a Mass Audience Can't Afford 'Thousands of Dollars' to Spend on a Next-Gen Console, So Microsoft Must 'Look at New Business Models'
The spiralling cost of new and existing consoles will require "radically different business models" over the coming generation, Xbox boss Asha Sharma has said.
Optro Announces Business Continuity Management to Align Critical Business Processes with GRC Intelligence, Powering True Operational Resilience
/PRNewswire/ -- Optro (formerly AuditBoard), the leading AI-powered GRC platform empowering enterprises to transform risk into opportunity, today announced its...
Andy Cohen reveals Jennifer Lawrence figured out how the 'Summer House' reunion leaked
After Bravo's three-part reunion for 'Summer House,' host Andy Cohen revealed the A-list actress who helped the network find the culprit of the viral leaked audio.
Horrifying 'America's Got Talent' act makes judges and audience look away: 'Have you ever watched a film called 'Misery'?'
This 'America's Got Talent' act horrified onlookers with their gruesome act. Even the judges couldn't stand to watch.
'We'll Start To See Radically Different Business Models' - Xbox Boss Talks Future Of Consoles
She says mass audiences can't afford thousands on a console generation
‘Severance’ meets ‘Inside Out’ in Dacha Theatre’s ‘Dream, Carl, Dream’
Dacha Theatre’s new interactive, improvisational show puts audience members to work in the dream world.
Interactive ‘Severance’-meets-‘Inside Out’ Seattle theater show is a delight
Dacha Theatre’s new interactive, improvisational show puts audience members to work in the dream world.
K-Pop Powerhouse SM Entertainment Elevates Global Hitmaking with Solid State Logic ORACLE
Seoul, South Korea, June 9, 2026 — SM Entertainment, the multinational record label, talent agency, production company and music publisher that pioneered the introduction of Korean music artists to a wider global audience, has integrated a new Solid State Logic Oracle into BigShot Studio at its facility in Seoul, South Korea. Oracle, which introduces SSL’s […]
Hagley business owner losing 'thousands' to copycats
Lauren Aston gained a following after Claudia Winkleman wore one of her designs on The Traitors.
NBA, NHL Title Series Continue Delivering Big Audiences for ABC
The NHL is continuing its television audience growth wave.
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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FULL SHOW: Inside INdiana Business 6/7/26
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