SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " user " 4,110 found 🔀 AI-powered Shuffle
South Korea’s Floundering Movie Business Turns to AI for Help
Two films built largely with generative AI tools are on view in South Korean theaters
'ANTM' stars shade Tyra Banks for suing Netflix over docuseries editing: 'Now she knows how we feel'
'America's Next Top Model' stars Angelea Preston and Adrianne Curry shaded Tyra Banks' Netflix lawsuit over editing and an alleged false narrative: 'Now she knows how we feel,' Preston tells EW.
Users' opinion of T-Mobile reaches a new low after bombshell discovery
T-Mobile users were surprised to learn what the carrier is doing with their data.
Best Knicks team ever? With franchise's first NBA championship in 53 years, they're building their case
25 best whodunit movies in movie history, according to fans
Stacker compiled data on the top whodunit movies and ranked them by IMDb user ratings, with any ties being broken by votes. To qualify, the plot of the film had
25 best whodunit movies in movie history, according to fans
Stacker compiled data on the top whodunit movies and ranked them by IMDb user ratings, with any ties being broken by votes. To qualify, the plot of the film had
25 best whodunit movies in movie history, according to fans
Stacker compiled data on the top whodunit movies and ranked them by IMDb user ratings, with any ties being broken by votes. To qualify, the plot of the film had
Apple’s New Siri Is Just Good Enough to Ease Its AI Crisis
The company prepares for the foldable iPhone and touch-screen MacBook.
Windows 11 users say Microsoft account requirements are creeping into everything and they are tired of it
A Reddit discussion about local accounts turns into a bigger debate over privacy, transparency, and user control on Windows 11.
6 Android automation features already on your phone that most people do not know exist
Most Android users overlook the automation features hiding in the settings menu. Here are the best ones around
All Android Users Can Now Update Android Auto to Version 17.1
Google started the rollout of a new Android Auto version for production devices; the update brings the app to version 17.1
What Makes International Google Pixels Different From American Ones?
The U.S. version of the Pixel 10 lacks a SIM card slot, allowing Google to implement mmWave 5G since most users in the country already utilize eSIMs.
Diplomacy Is No Longer a Safe Space for UK’s Wounded Premier
Keir Starmer’s trip to the Group of Seven summit has looked for weeks like it would at best be one last hurrah on the world stage for a leading advocate for European security dogged by political troubles at home.
States launch investigation into ChatGPT's impact on young users
New York State Attorney General Letitia James served OpenAI a subpoena on Friday seeking a wide range of documents, The Wall Street Journal reported.
Trump at 80 Works to Project Strength As Political Woes Mount
President Donald Trump is trying to project brute strength as he turns 80, but mounting political problems at home and abroad are tarnishing his self-styled image as an all-powerful leader.
Critical Splunk Enterprise Flaw Lets Attackers Run Code Without Authentication
Splunk issued security updates for a critical CVSS 9.8 vulnerability in Splunk Enterprise that allows unauthenticated remote code execution.
Sports Aren’t Just For Sports Fans This Summer
The World Cup and the Knicks have transcended sports fandom. Plus, where to find the perfect martini.
USMNT vs. Paraguay score, live updates, where to watch: U.S. kicks off first World Cup match from Los Angeles
T-Mobile users are twice as well off as those of AT&T and Verizon, but not for long
T-Mobile's early decisions give it a comfortable lead over rivals.
Over 400 Arch Linux AUR Packages Hijacked to Deploy Infostealer and eBPF Rootkit
Attackers hijacked 400+ Arch Linux AUR packages to run a Rust credential stealer, with optional eBPF rootkit support on root systems.
Estranged Husband Charged In Slaying Of Winsted Business Owner
The victim had obtained a protective order in April, according to police.
Red Sox disaster of a season, White Sox shockingly in first place, Tarik Skubal set for return & College World Series preview
Notion Is Migrating to SwiftUI, Apple Confirms at WWDC
Apple this week confirmed that Notion is migrating its user interface to SwiftUI, citing the app's desire for greater performance and UI consistency than its existing web-based stack can deliver. Notion is a productivity app that combines notes, documents, databases, and project management tools in one place. Users can create pages containing text, tables, kanban boards, calendars, and more, and organize them in a flexible hierarchy.
Meta's Facebook and Instagram hit by outages
Facebook and Instagram users reported issues with accessing the platforms, according to the third-party outage-tracking website DownDetector.com.
Waze's traffic lights feature continues to roll out to more users
Waze started testing the feature last December. Last December, we heard that Waze - a crowd-sourced GPS navigation app - started testing a feature that...
RPG Maker forum users are racing to archive almost 15 years of valuable resources, as game engine maker announces impending move
With a transition to a new forum planned, years of posts, private messages, and accounts will all be wiped this December.
Galaxy phones are finally getting a feature Android users have wanted for years
Samsung finally adds a network speed meter to Galaxy phones with One UI 9.
Arch Linux's AUR Sees More Than 400 Packages Compromised With Malware
The Arch Linux User Repository 'AUR' was hit by a large-scale malware campaign this week with more than 400 of these user-supplied packages being compromised.
UK Economy Shrinks as Iran War Damages Business Output After Earlier Growth
UK economy shrank in April on Iran war; West Ham’s ownership in question
World Cup Day 1 scores, results: Korea tops Czechia after wild finish, Mexico handles South Africa in ugly affair
Kushner’s Island Dream Gets Caught Up in Albanian Politics
Protests against his luxury developments have morphed into an anti-establishment movement.
Men's College World Series preview: 8 players to watch as games begin in Omaha
Apple's Craig Federighi: Siri Won't Be Your AI Girlfriend
Apple software engineering chief Craig Federighi and marketing chief Greg Joswiak sat down for an interview with Mostly Human after during WWDC, discussing the iOS 27 Siri changes, Apple's take on AI, new child safety protections, and more. Apple set out to deliver an AI utility, not an AI companion. When asked whether users could create an AI boyfriend or girlfriend with the new Siri, Federighi said absolutely not.
Trump phone teardown confirms it's nearly identical to an existing HTC phone
It turns out the Trump Mobile T1 really is just an HTC U24 Pro, but with a few minor tweaks.
New GreatXML Exploit Bypasses Windows BitLocker via Recovery Partition XML Files
GreatXML can bypass BitLocker on Windows systems where Defender Offline Scan was used, exposing encrypted drive data.
Why better AI doesn't always mean better outcomes
Users who adapt their prompting strategies can capture dramatically more value when generative AI tools improve, especially on tasks that require precision and control.
US Workers’ Health Insurance Costs Set to Rise, Survey Finds
Employers say higher prices are forcing them to raise premiums. Some will also stop covering GLP-1s.
Apple Maps to Get These 10 New Features in iOS 27
Apple Maps is getting a range of new features in iOS 27, headlined by an upgraded Flyover experience that uses AI to improve the realism and detail of its aerial imagery. Flyover is a longstanding feature of Apple Maps and lets users explore more than 350 cities in 3D with detailed landmarks, roads, parks, and buildings. Apple described the enhanced Flyover in iOS 27 as combining aerial imagery with AI models to produce sharper, more lifelike visuals of cities around the world.
Eaton to Merge Mobility Business With Dana in $10 Billion Deal
Eaton Corp. agreed to merge its mobility business with Dana Inc. in a deal valuing the combined company at roughly $10 billion including debt.
South African Business Body Questions Rate Hike as More Seen
South Africa’s main industry body questioned the central bank’s decision to raise interest rates at a time of weak economic growth and fragile business sentiment amid the war in Iran.
Heart Health Biotech Kardigan Seeks $373.3 Million in US IPO
Kardigan Inc. is seeking to raise $373.3 million in a US initial public offering to help fund three late-stage drugs that target cardiovascular diseases.
A $25 million lifeline in Philly for unhoused drug users with major health challenges
After years bouncing between emergency rooms and the street, patients get wraparound services through Project HOME’s recovery collaborative.
Albania’s Flamingo Revolution Spreads From Kushner Resort to Political Elite
As protests in Tirana extend into a second week, they have escalated from opposition to two €5 billion ($5.7 billion) planned resorts in ecologically sensitive areas linked to Jared Kushner into demands for the entire Albanian political establishment to step aside.
Scammers are targeting online searches for Medicare health insurance
Searching online for Medicare health insurance could lead users to scam websites designed to steal personal information.
Apple Shares Massive List of Over 250 Changes Across iOS 27, macOS Golden Gate, and More
During its WWDC 2026 keynote on Monday, Apple briefly showed a slide with hundreds of new features and enhancements coming across iOS 27, macOS 27 Golden Gate, watchOS 27, tvOS 27, and visionOS 27. All of the software updates are currently available as developer betas, and they are expected to be released to all users in September. We already highlighted some of the key new features from the slide, and now we have shared a categorized list of all of the more than 250 changes shown.
Small business optimism falls to lowest level since October 2024
Market Domination host Josh Lipton welcomes NFIB Research Center Executive Director Holly Wade to discuss the latest NFIB Small Business Optimism Index, which fell to its lowest level since October 2024 as inflation concerns continue to weigh on business owners. The decline effectively erases much of the optimism gained following President Trump's return to office.
'If you want to go to battle': Texas Tech warns Big 12 over potential Brendan Sorsby sanctions
World Cup 2026 predictions: Who gets the Golden Ball amd Golden Boot, biggest disappointments, championship picks and more
Gemini app facing partial outage for some users
As of Wednesday morning (PT), the Gemini app is facing an outage for some users. Over the past few hours,...
Valve kills its retail gift card program due to scammers
Move also cuts off a massive market of legit users who buy cards with physical cash.
Musk Calls for UK Protests Days Before SpaceX IPO
Elon Musk should be busy preparing for the biggest stock market listing ever. But he’s still finding time to intervene in British politics.
Gemini Is Down? Live Updates on Google Workspace's AI Errors
It's not just you. Many Google users are encountering "Something went wrong" issues on Wednesday.
Can Stephon Castle swing the Finals? How the Spurs' second-year star is setting the tone against Knicks
Google Gemini is down — live updates on rapidly growing outage
Gemini users are reporting problems today
Craig Federighi Explains Why Apple Pivoted to a Siri Chatbot App
Apple senior vice president of software engineering Craig Federighi has explained why the company launched a standalone Siri app in iOS 27, after previously characterizing a dedicated chatbot as contrary to its Apple Intelligence strategy. The new Siri app, announced at WWDC earlier this week, gives users a centralized place to manage and revisit their conversations with Siri AI.
Leaked docs reveal LinkedIn's creator plans and new features road map
LinkedIn has shifted from a pure business-networking app to a social feed with 1.3 billion users. Internal docs show the new features it's planning.
Apple Removes Walkie-Talkie From Apple Watch in watchOS 27 Beta
Apple has quietly removed the Walkie-Talkie app from Apple Watch in the first developer beta of watchOS 27, with the app vanishing from both the app list and Control Center. Walkie-Talkie launched with watchOS 5 in 2018 and allowed Apple Watch users to send push-to-talk voice messages to one another over Wi-Fi or cellular using FaceTime infrastructure. Unlike traditional walkie-talkies, it worked over any distance, making it a novel way to communicate without picking up an iPhone.
Her boyfriend is handsome, attentive and always emotionally available. The catch? He's made of pixels.
Romance role-playing otome games, like "Love and Deepspace," have exploded in popularity in recent years and offer a reprieve from the bleak dating scene for many of their female fans.
SpaceX Owns a Real Business That Makes Big Money
A simple view of SpaceX is that it’s a low-cost rocket launcher that created the profitable Starlink satellite business and which is now burning cash to build orbital data centers and colonize Mars. Starlink doesn’t have the lead role in SpaceX’s $1.8 trillion initial public offering. But it is the real business inside the company, and the telecoms industry and its regulators can ill afford to be complacent about the disruptive threat it poses.
Volvo Eyes $3 Billion Autonomous Truck Business in Five Years
Volvo AB expects revenue from autonomous transportation to approach $3 billion within five years after starting driverless operations on US highways in a few months.
Microsoft Patches Record 206 Flaws, Including Three Zero-Days and Critical RCE Bugs
Microsoft released fixes for 206 vulnerabilities across its software portfolio, including 39 Critical flaws and three publicly disclosed zero-days.
The White House’s Top Science Goal Is Ignorance
Shutting down scientific inquiry because it discovers things you don’t like is a bit like turning off all the instruments on your plane because they warn you there’s a mountain ahead. It may satisfy your immediate urge to live in denial but will soon turn deadly.
Microsoft is disabling Office 2019 for Mac next month
A certificate issue means Office 2019 for Mac users won’t be able to edit or save documents starting July 13th.
Nintendo Shares Slide After 2026 Game Showcase Disappoints
Nintendo Co.’s shares fell by the most in a month after the game maker’s presentation of upcoming games came up short on brand-new titles from heavyweight franchises such as Mario.
Popular joint supplement glucosamine linked to faster Alzheimer’s progression
A major study suggests glucosamine, a popular supplement for joint pain, could be linked to faster progression from mild cognitive impairment to Alzheimer’s disease. Researchers found a 25% higher likelihood of developing dementia among glucosamine users and uncovered biological clues that may explain why.
Meta to Use Off-Site Business Data for Feed and AI Personalization
Meta will use off-site business data for Feed and AI personalization next month, expanding ad data use across 10 countries.
macOS 27 Finally Brings Direct Touch Control to Sidecar
Apple has added direct touch input to Sidecar with macOS 27 Golden Gate and iPadOS 27, allowing users to tap and interact with macOS interface elements using a finger on their iPad for the first time. Previously, Sidecar was deliberately limited as a touch interface.
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.
AMD Warns DDR5 Prices Won’t Return To Normal Until 2028, As AI Boom Strangles Consumer Memory Supply
DDR5 memory prices are expected to remain high until 2028, with current prices 4-5X higher than usual, pushing users to DDR4 platforms.
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.).
Watch Oura Ring 5 is 40% Smaller and Has New Health Features
Oura Ring 5 is here, 40% smaller — closer to the size of a wedding band — and has some brand new health features. Mark Gurman explores how the Oura Ring has evolved, generation by generation
Chrome V8 Zero-Day CVE-2026-11645 Exploited in the Wild
Google released security updates for 74 Chrome vulnerabilities, including CVE-2026-11645, a high-severity V8 out-of-bounds memory access flaw.
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.
US Small-Business Optimism Falls to Lowest Since October 2024
An index of US small business optimism fell in May to the lowest level since October 2024, erasing almost all of the gains seen since President Donald Trump was elected for a second term.
Everything New Coming To tvOS 27 For Apple TV Users
Even though Apple didn't focus on what's coming to its set-top box in the WWDC keynote, there are at least eight features coming to Apple TV.
At Long Last, Instagram Users are Free to Reorganize Their Grids
The platform's been going through changes, and now its users can make their own with the release of a long-desired feature.
Lloyds to Offer Stripe’s Payments Software to Business Customers
Lloyds Banking Group Plc is partnering with fintech giant Stripe Inc. to give its more than 1 million business customers access to a new suit of payment tools, as the lender seeks to modernize its digital offering and compete with newer rivals.
Spurs bounce back in The Garden
Nekias Duncan and Steve Jones dive into the Game 3 action from MSG.
Britain's New Political Stars Just Don’t Do Regret
According to her housekeeper’s testimony, the New York hotel magnate Leona Helmsley’s policy on tax in the 1980s was “only the little people pay.” The courts found the so-called “Queen of Mean” guilty of federal tax evasion and the authorities ordered her sentence to begin on April 15 — for filing purposes, US Tax Day.
Apple’s iOS 27 Is Filled With Hints About Its Upcoming Foldable iPhone
Apple Inc.’s iOS 27 and related software updates offer the clearest public signs yet of the company’s upcoming foldable iPhone, revealing references to folding hardware and new features designed for larger, more flexible displays.
iOS 27 will let you swipe away the Now Playing widget from the Lock Screen
In iOS 27, users will be able to clear the Now Playing widget on their lock screens, just like notifications. Here are the details.
Management of Oatly’s China Business Is Said to Consider Buyout
Executives overseeing Oatly Group AB’s Chinese operations are considering buying out the business, people familiar with the situation said.
watchOS 27 Features Dynamic App Grid, New Gesture Control, and More
Apple today unveiled watchOS 27, featuring a redesigned dynamic app grid, new gesture controls, and a raft of usability and battery improvements. The new dynamic app grid surfaces and rearranges five apps based on context and usage. Users can simply tap the bottom center icon to go to the rest of their apps. A new tap gesture lets users select a widget in the Smart Stack by tapping their index finger and thumb together once, allowing interaction even when the other hand is occupied.
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 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.
We can create the future of science right now
Paul Litvak is the founder and Executive Director of the Robyn Dawes Institute and a Visiting Scholar at UC Berkeley. He has a PhD in Behavioral Decision Research from Carnegie Mellon where he studied emotions and the sunk cost bias. Over 15 years in industry, he solved a wide range of challenging technical problems. At Meta he created models optimizing the ad review process. At Google he ran experiments to measure social influence. At Airbnb, he was a product manager leading machine learning teams optimizing search ranking and price suggestions. He also co-founded and led product at Rhythmic Health, a venture-backed biosensing startup, creating an accurate low cost system using a color changing strip and a smart phone to measure salivary lactate. The bottleneck At this point, it is uncontroversial to say that science needs to stop using the PDF article as the unit of knowledge and currency. The unbearable slowness of scientific publishing, the profit motive and margins: I’m not saying anything new. The PDF also sucks because it’s hard to extract structured information, which makes it hard to do evidence synthesis. As a result, we do much less evidence synthesis than is needed. And evidence synthesis ultimately undergirds most policy and medical decision-making. I can see second-by-second real-time odds for any sporting or newsworthy event, but a school board can’t see the best evidence on whether their 8th graders should be taught algebra. As a society, we don’t treat this as an important problem. Again, not controversial. Not only is the problem well understood, but the solution has already been laid out. What we need is AI-assisted living evidence synthesis - (1) an open knowledge graph of atomic claims, (2) claims linked to evidence, (3) assessment and synthesis of each piece of evidence, and (4) continuous updating with new data. What few realize (yet) is that the technical capacity to build this vision for a significant portion of science already exists. Not only that, scientists and startup teams are already building many of these components. I know this because I’ve been surveying the space and talking to many of the builders. There are some missing pieces: for example, evaluations of how well some of the components work. But at this point, most of what’s missing is a fully end-to-end working integration of all of these parts. In the rest of this essay, I’m going to lay out all the parts of a working living evidence layer for science and who is working on them, and propose concrete next steps for building this system. What’s now possible The diagram above outlines the components of a living evidence synthesis platform, including some of the teams working on each component1. Scientific PDFs are processed into claims with associated evidence. The evidence is subjected to a forensic audit, methodological evaluation and robustness and reproducibility checks. Finally it’s given a weight in a continuously updating synthesis. What follows is a description and status of each component and a few of the teams working on them. Document understanding The first thing you need to be able to do is turn an article into structured data. Mostly that means parsing PDFs. There are often multicolumn layouts that confuse non-specialized PDF to text processing libraries. For scientific papers, there is the added complexity of parsing formulas and tables and figures. This is a really hot area - there are startups offering APIs, and it seems like a new open source package gets posted to Github every few weeks. What follows isn’t exhaustive. A package called GROBID was the state of the art for a while, they didn’t update their package for nearly two years until very recently. In the meantime reducto.ai released an AI powered PDF extraction API, PaddleOCR became popular, IBM released a model called Docling, and both Mistral and Gemini created models and libraries. I also know of at least one other well-funded psychology research group working on a paper parser. By contrast, there are few open evals in this space, with no extensive evals for complex table comprehension in particular. Nonetheless, I’m confident this will be a solved problem soon, given the combination of LLM advances and developer interest. Hypothesis level extraction There has been increasing interest in comprehending the extracted text of papers and linking information to evidence for each hypothesis. A lot of work has already been done. Trialstreamer (Marshall et al. 2020) and RobotReviewer LIVE (Marshall et al. 2023) demonstrated automated extraction of trial population, intervention, and outcome at scale on clinical RCTs. PaperQA2 (Skarlinski et al. 2024) and Ai2 ScholarQA (2024) extended this to retrieval-augmented question answering with citation grounding. Elicit, Consensus, and SciSpace operationalized claim-level extraction for end users. OpenEval (Booeshaghi et al. 2026) is the most recent and most ambitious: 1.96 million atomic claims extracted from 16,087 eLife manuscripts using Claude Sonnet 4.5, grouped into ~299,000 results, with LLM evaluations showing 81% agreement with human peer review on a 2,487-paper subset. None of these solutions link claims to test-statistics, as you would need to evaluate randomized controlled trials. This is why I built the evidence.guide API - to extract hypotheses and associated test statistics from behavioral science papers. The best public eval of this kind of extraction I’m aware of comes from the recent SCORE project - they had humans code thousands of psychology papers to extract their claims by hand. It would be extremely helpful to the world if all scientific PDFs were available as structured open data. I’ve been working to make this happen, both directly at Berkeley and through coordination with large entities I can’t yet speak of; as hard as it is to do, I think it’s possible2. Forensic audit A lot of work has been done on forensic audit, but some gaps remain. Of course, for biology papers that rely on images for evidence, there are a variety of tools (notably Proofig and ImageTwin) to spot anomalies. These are still well short of what sleuths like Elizabeth Bik can do on her own, but these tools are constant companions among fraud analysts. There’s someone working on auditing Excel files for anomalies, and a number of teams are automating numerical checks like GRIM and SPRITE, including Scrutiny project, the INSPECT-SR team as well as statcheck. The regcheck team is building a way to use AI to compare preregistrations to analyses in papers, to ensure there aren’t significant deviations. Nonetheless, there are many other kinds of anomalies to screen for, both public and less publicly known. And there are no formal evals for anomaly detection that I’m aware of. Still, there’s a lot to draw from in this space and I’m pretty certain we will be able to scan papers for most kinds of obvious anomalies in the near future. Methodological review This area has been white hot, though I fear for many of the startups in this space, because this capability may become commoditized. There are at least six different AI peer review companies, including Refine.ink, Reviewer3, ReviewerZero.ai, Q.E.D. Science, Paper Wizard, and Isitcredible. Coarse (a pun on refine) was also recently created as an open source alternative. These systems provide qualitative feedback on the content of papers, spotting methodological weaknesses and mathematical errors. They seem to work pretty well, and many academics report bitterly that they exceed the average quality of typical peer reviewers. But there are few evals here either. What evals exist so far involve using LLM-as-judge (circularity problems abound) or comparing against human reviews of questionable quality. What you’d ideally want is an eval that measures capturing known errors in papers3. Reproducibility and robustness Another active area has been using AI agents to automate computational reproducibility4 and robustness5 checks in papers that report numerical results. For more recent papers where data and code are available, AI agents can see whether they can re-run the analyses and produce the numbers reported in the published paper. In addition to a handful of individual academics who have been experimenting using Claude Code for this, the Institute for Replication is a leading group working on building an end to end system. The evals related to this problem are the most mature, with CORE-Bench (Siegel, Kapoor, Narayanan 2024) and PaperBench (OpenAI 2025) available to benchmark agents on this task. There is also work on getting AI agents to test alternative ways of analyzing the data to ensure the results are robust to small analytic design choices. Synthesis This is the most underdeveloped area where significant investment is required. Although some automated evidence synthesis systems exist — for example, otto-sr is building an AI agent to write systematic reviews — none of these incorporate the full range of paper level signals to weight evidence appropriately. Nor is there anything like an eval or a gold standard for a good systematic review. Arguably Cochrane reviews are the closest we have to gold standard human systematic reviews, though I’ve heard academics in the know complain about their uneven quality. A key question for a synthesis platform is how to weight anomalies and methodological issues in assessing the quality of a piece of evidence. This is an unsolved problem and one I’m very keen to work on. Continuous updating There are many pieces of basic infrastructure available for monitoring for new research and initiating updates. OpenAlex is the current open citation graph. Retraction Watch integrated into Crossref in October 2023. Scite tracks how citations support, contrast, or mention prior claims. The Living Evidence Network demonstrated continuous-update workflows in clinical guidelines. Engineering this is a relatively straightforward task. When you look over this technical architecture and all the progress being made, it’s hard not to be optimistic that a living guide to scientific evidence will be built. The stakeholders are ready The social infrastructure for this is starting to coalesce — it’s not just a pie in the sky academic exercise to imagine this coming into existence. Institutions like the Center for Open Science, the Institute for Replication, the INSPECT-SR, the Living Evidence Network and more are all working on scaling work to improve research quality. Funders are also aligned. The Sloan Foundation has funded living evidence work through COS. Coefficient Giving supports the Institute for Replication and COS. The Astera Institute and the Institute for Progress have shown interest in this space. NIH has established an Office for Replication and Reproducibility. Although there are (very unfortunately) serious headwinds in science funding generally, there is an active group of funders interested in metascience. A brief word about what I’ve been doing at RDI. First, as a Visiting Scholar at Berkeley I’ve been actively figuring out how a non-profit and a public university can conduct and make public the results of large-scale academic article data mining. With some of the money I raised from donors, I commissioned a legal analysis of recent case law and publisher text data mining (TDM) agreements in order to understand whether a massive open data mining of academic articles is possible (with caveats, it is). I’ve also been working to bring together stakeholders in this space, and identify gaps. I’ve also been doing some software development in this space, with more to come. A pilot proposal The assumption undergirding all of this is that an AI, given all this information, would make the right judgment about a scientific claim with lots of conflicting evidence, weighing all the factors appropriately. That’s the hypothesis we need to test. Randomized control trial research is the best place to focus on first. RCTs are used to make many of the important decisions in society - from medical trials to public policy changes. And they use a relatively uniform set of inferential statistics with lots of known and available diagnostics. Behavioral science experiments, within the broader realm of RCTs, should be first used as a testbed whose results can be generalized. Because behavioral science is at the vanguard of open science practices, replications abound (there are thousands of them) to serve as ground truth training data. Key Hypothesis Therefore the pilot would test, in behavioral RCTs that have been replicated, whether the quality of evidence for a claim can be used to accurately predict whether that claim will replicate. Secondary Hypotheses Compared to claims that replicated, non-replicated claims demonstrate a greater share of forensic anomalies in their source literatures. Hypothesis level claim and statistic extraction is accurate enough to scale living evidence without onerous human review costs. Replication prediction is more accurate than prediction markets6 or journal prestige. If all the different quality signals we gather do accurately predict which studies will replicate, then we can use that model to score evidence to power the living evidence layer. Why this is informative regardless of outcome If the pilot succeeds, the architecture extends to medical RCTs (where Living Evidence already operates and integration is mostly about claim representation), then to slices of basic biology with stable replication structure. If it fails, the field learns which quality signals are load-bearing and which ones metascience has oversold. Either result is a contribution to knowing what the literature supports. Implications for funders Because this burgeoning ecosystem of builders already exists, a well-informed philanthropic or government funder could play a crucial catalyzing role in bringing this future about. They could play at least three roles: creating open structured datasets, publishing open benchmarks and incentivizing the solving of key technical challenges. First, open archives of papers that the government maintains, like PubMed, could be turned into structured data amenable to large scale metascience and claim aggregation. I know the US government already has an interest in doing this, though some key open questions remain unanswered. How do you determine the best models and systems for accurately extracting information from papers? How can you establish a robust way to allow researchers to flag errors and correct them? And finally, how do you create a legal regime in working with publishers to maximize the scope of available papers? For the latter, a university or a private philanthropy may be better positioned to make structured data publicly available under journal subscription terms or fair use. Philanthropists or government funders could also coordinate to create or commission benchmarks that evaluate whether important problems have been solved. For example, an open benchmark for claim extraction from a range of different scientific article types would be extremely helpful. Ensuring the underlying data are accurate is vital for creating these evaluations. I’ve discussed opportunistically using various human-created datasets for this purpose, but a consistent problem is that errors in human data make it difficult for them to serve as a gold standard. Finally, with structured data and benchmarks available, the government or private philanthropy could use them to incentivize groups to develop machine learning systems that meet these benchmarks. Prizes are one potentially valuable tool for this. For example, you could establish a prize for a system that accurately updates a living meta-analysis for a small set of claims. Prizes are particularly useful as signals of problem importance, and can help create vibrant ecosystems of public and private research—see, for example the role the government played in kickstarting the current work on nuclear fusion. Conclusion The drawbacks of the current scientific publishing system are known. Scientists agree, metascientists agree, philanthropists agree: the published PDF plus citation graph isn’t the right substrate for maintaining a representation of the evidence base in science. The pieces needed to build the alternative either already exist or are rapidly taking shape. The community is forming around exactly this problem, with concrete partnerships and shared infrastructure. A pilot should start on behavioral science RCTs because that’s the slice of empirical science most amenable to legibility, where replication ground truth is richest, and where the failure modes are best documented. What’s been missing is the galvanizing mission to assemble these pieces into something that works. That’s what I’m proposing to build. *** 1 I have a broader field map that I’ll release publicly soon. This is me, building in public! 2 If this is something that you are excited about, please reach out and talk to me. 3 More on this very soon too! 4 This tests whether, given the code and the data, you can get the same statistics as reported in the published paper. 5 This tests whether the results are the same as a paper’s given alternative analytical decisions in conducting the analysis (like outlier omission). Closely related is the idea of a “multiverse” where you come up with many different ways of answering the same underlying research question with the same data, and test whether the results hold in all those alternative methods. There’s been work on the latter as well. 6 Some of the replications, e.g. those from the SCORE project, had paired the experiments with forecasts from prediction markets. So we get to look at this for free.
Apple Brings AI Tab Organization and AI-Generated Extensions to Safari
Apple today unveiled a raft of Safari upgrades powered by Apple Intelligence, including automatic tab organization, AI-generated custom extensions, and new privacy-first browsing tools. The centerpiece feature is automatic tab organization, which uses Apple Intelligence to group a user's open tabs into relevant topics without any manual intervention. If someone is planning a weekend trip, for example, Safari can pull all of their travel-related tabs into a single topic.
Steve Rao: The AI revolution must include Main Street
Whether it is a family-owned manufacturer exploring automation, a local retailer adopting AI-powered marketing tools or a startup building the next generation of innovative products, small businesses will be among the primary beneficiaries — and users — of AI.
Best team in the National League debate, Tarik Skubal trying to defy the odds & Manny Machado’s questionable stance on analytics
The new Siri won't be available on iPhones in the EU, due to Digital Markets Act
The brand new iOS 27 Siri AI experiences will not be coming to users in the European Union at the...
Apple to Bring Custom EQ to AirPods
Apple today announced that AirPods will gain a custom EQ (equalizer) feature, allowing users to further personalize how their AirPods sound. The new capability is part of Apple's next-generation software platform updates, which the company unveiled today. Custom EQ lets listeners adjust audio output to match their personal preferences, going beyond the fixed audio profiles AirPods have offered previously.
Apple is tweaking its controversial Liquid Glass design
While some users liked the sleek, transparent designs that look "glassy," others found Apple's design overhaul from last year to be hard to read.
Apple Announces Liquid Glass Improvements and Transparency Slider
Apple today announced a series of improvements to Liquid Glass, the translucent design language the company introduced last year. Apple said it has heard user feedback, which it "deeply appreciates," and is now making adjustments to the underlying foundations of how Liquid Glass is constructed. Chief among those changes is a new slider that lets users control transparency, ranging from fully opaque to completely clear. Sidebar behavior is also being updated.
Corporate Support for Pride Makes a Quiet, Cautious Comeback
LGBTQ groups claw back business sponsorships after anti-DEI retreat.