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Learning Lens Blur Fields

Lens blur field shown in step 2 is from the dual pixels of a Pixel 4a. Abstract Optical blur is an inherent property of any lens system and is challenging to model in modern cameras because of their complex optical elements. To tackle this challenge, we introduce a high‑dimensional neural representation of blur—the lens blur field—and a practical method for acquisition. The lens blur field is a multilayer perceptron (MLP) designed to (1) accurately capture variations of the lens 2‑D point sprea

Language Models Pack Billions of Concepts into 12,000 Dimensions

In a recent 3Blue1Brown video series on transformer models, Grant Sanderson posed a fascinating question: How can a relatively modest embedding space of 12,288 dimensions (GPT-3) accommodate millions of distinct real-world concepts? The answer lies at the intersection of high-dimensional geometry and a remarkable mathematical result known as the Johnson-Lindenstrauss lemma. While exploring this question, I discovered something unexpected that led to an interesting collaboration with Grant and a

'WhiteCobra' floods VSCode market with crypto-stealing extensions

A threat actor named WhiteCobra has targeting VSCode, Cursor, and Windsurf users by planting 24 malicious extensions in the Visual Studio marketplace and the Open VSX registry. The campaign is ongoing as the threat actor continuously uploads new malicious code to replace the extensions that are removed. In a public post, core Ethereum developer Zak Cole described how his wallet was drained after using a seemingly legitimate extension (contractshark.solidity-lang) for Cursor code editor. Cole

Microsoft reminds of Windows 10 support ending in 30 days

On Friday, Microsoft reminded customers once again that Windows 10 will reach its end of support in 30 days, on October 14. Windows 10 2015 LTSB and Windows 10 IoT Enterprise LTSB 2015 will also reach the end of extended support on the same date. After it retires Windows 10, Microsoft will stop providing bug fixes or technical assistance for issues affecting security, stability, or usability. "On October 14, 2025, Windows 10, version 22H2 (Home, Pro, Enterprise, Education, and IoT Enterprise

My thoughts on renting versus buying

I’ve read numerous articles about renting versus buying and most dive into financial projections while completely missing the bigger picture. In my view, behavioral and emotional factors have a far larger impact on the financial outcomes of renting versus buying than the math. The math can always be made to “work” if you’re willing to adjust what or where you rent or buy. But the real differences aren’t captured in spreadsheets. They come from how people actually make decisions, and how those d

Eye drops could replace glasses or surgery for longsightedness, study says

Doctors have developed special eye drops for people with longsightedness that could replace the need for reading glasses or surgery. Hundreds of millions of people worldwide have presbyopia, which is when the eyes find it difficult to focus on objects and text up close. Glasses or surgery can usually resolve the problem but many find wearing spectacles inconvenient and having an operation is not an option for everyone. Now experts say the solution could be as simple as using eye drops twice a

Irrlicht Engine – a cross-platform realtime 3D engine

The Irrlicht Engine supports 5 rendering APIs, which are 4 more than most other 3D engines do: Direct3D 9.0 OpenGL 1.2-4.x The Irrlicht Engine software renderer . . The Burningsvideo Software Renderer A null device. When using the Irrlicht engine, the programmer needs not know, which API the engine is using, it is totally abstracted. He only needs to tell the engine which API the engine should prefer. There are three reasons why the engine not only focuses on one API: Performance . Some gra

OCSP Service Has Reached End of Life

Today we turned off our Online Certificate Status Protocol (OCSP) service, as announced in December of last year. We stopped including OCSP URLs in our certificates more than 90 days ago, so all Let’s Encrypt certificates that contained OCSP URLs have now expired. Going forward, we will publish revocation information exclusively via Certificate Revocation Lists (CRLs). We ended support for OCSP primarily because it represents a considerable risk to privacy on the Internet. When someone visits a

Titania Programming Language

Titania Programming Language Based on the Oberon-07 programming language designed by the late Niklaus Wirth. This is designed to be a language to teach compiler development with. Meaning behind the name: Titania is the wife of Oberon (Fairy King) in Shakespeare's A Midsummer Night's Dream https://en.wikipedia.org/wiki/Titania_(A_Midsummer_Night%27s_Dream) This is just a codename, and probably not final for this teaching language Grammar module = "module" ident ";" [import_list] decl_sequ

Eric Kripke Assures ‘The Boys’ is Still Getting a Mexico Spinoff

Prime Video’s been feeding superhero audiences with The Boys and its Gen V spinoff, but the franchise has other shows in the works. Up on the docket is one set in Mexico that’s gone quiet since the initial reveal back in 2023. But according to Boys showrunner Eric Kripke, that series remains alive and kicking. In a recent Collider talk, he promised the show is in active development and is “very cool. […] I think the script is good, and the world itself meets the standard of all our spinoffs.” H

Karen Hao on the Empire of AI, AGI evangelists, and the cost of belief

At the center of every empire is an ideology, a belief system that propels the system forward and justifies expansion – even if the cost of that expansion directly defies the ideology’s stated mission. For European colonial powers, it was Christianity and the promise of saving souls while extracting resources. For today’s AI empire, it’s artificial general intelligence to “benefit all humanity.” And OpenAI is its chief evangelist, spreading zeal across the industry in a way that has reframed ho

Fringe Movement Claims the Entirety of Modern Physics Is Wrong

It's one thing when a respected scientist has a novel idea of what dark matter or dark energy might be, or what could explain spooky quantum phenomena like entanglement and superpositions. But the wonders of the internet has brought an entire economy built on outrage and conspiracy theories, enabling even the most crackpot grifters and fringe scientists to reach a wide audience and easily make a quick buck. We've all heard them rage against vaccines and seed oils, but one of their buzziest clai

James Gunn Slams AI-Generated Batman

As generative AI slop is threatening to turn Hollywood on its head, not everybody in the industry is enthusiastic about the tech. In a hilarious counter to a fan's AI-generated image of actor Brandon Sklenar dressed as the DC Comics' Batman, DC Studios filmmaker and "Superman" director James Gunn quipped in a Threads post that "it would be weird to cast an AI Batman with a 14 inch arm." Gunn was alluding to the AI-generated Batman's unnaturally short appendages, pointing out the AI's failure t

OpenAI Realizes It Made a Terrible Mistake

OpenAI claims to have figured out what's driving "hallucinations," or AI models' strong tendency to make up answers that are factually incorrect. It's a major problem plaguing the entire industry, greatly undercutting the usefulness of the tech. Worse yet, experts have found that the problem is getting worse as AI models get more capable. As a result, despite incurring astronomical expenses in their deployment, frontier AI models are still prone to making inaccurate claims when faced with a pr

Google faces its first AI Overviews lawsuit from a major US publisher

Even though Google's AI Overviews were introduced with a comically rocky start, it's about to face a far more serious challenge. Penske Media, the publisher for Rolling Stone, Variety, Billboard and others, filed a lawsuit against Google, claiming the tech giant illegally powers its AI Overviews feature with content from its sites. Penske claimed in the lawsuit that the AI feature is also "siphoning and discouraging user traffic to PMC's and other publishers' websites," adding that "the revenue

After the Virtual Boy, There’s No Reason Why Nintendo Can’t Bring Back Its Best Handheld

Nintendo doesn’t normally let fans in on its hardware plans, but if you’re the type of person to spot trends, it’s clear the Switch 2 will become the Mario maker’s everything console. Nintendo has started offering more hardware specifically tailored for playing its old, defunct consoles. The inevitable next step is for the company to let us return to its most popular handheld ever, the Nintendo DS. Today, Nintendo decided it was time to bring back what is likely its least popular gaming hardwar

New Nuclear Rocket Concept Could Slash Mars Travel Time in Half

Engineers from Ohio State University are developing a new way to power rocket engines, using liquid uranium for a faster, more efficient form of nuclear propulsion that could deliver round trips to Mars within a single year. NASA and its private partners have their eyes set on the Moon and Mars, aiming to establish a regular human presence on distant celestial bodies. The future of space travel depends on building rocket engines that can propel vehicles farther into space and do it faster. Nucl

Feds try to dodge lawsuit against their bogus climate report

While the Trump administration has continued to refer to efforts to avoid the worst impacts of climate change as a scam, it has done almost nothing to counter the copious scientific evidence that demonstrates that climate change is real and doing real damage to the citizens of the US. The lone exception has been a draft Department of Energy report prepared by a handful of carefully chosen fringe figures that questioned the mainstream understanding of climate change. The shoddy work and questiona

The Best Mushroom Coffee, WIRED Tested and Reviewed (2025)

Photograph: Pete Cottell Others Tested Four Sigmatic Organic Coffee for $17: Four Sigmatic was founded about a decade ago by Finnish-American bohos who had the prescience to market mushroom coffee to woo-woo Angelenos who are rich enough to disregard science. Its catalog is expansive and includes a whole constellation of mushroom-infused ingestibles, with bagged, preground coffee serving as the flagship product alongside instant latte mixes, smoothie add-ins, and “capsules.” Buying from Four S

Scarlet turns Shakespeare into an animated fantasy epic

Well, I was wrong, and I did manage to make it to one last day at the Toronto International Film Festival. One of the movies I wanted to see the most this year was Scarlet, the latest from Mamoru Hosoda, whose most recent film was the metaverse fairy tale Belle. Whereas that film was a reimagining of Beauty and the Beast, Scarlet is a twist on Hamlet that’s full of bold, creative ideas. I mostly enjoyed it, but unfortunately it’s saddled with an ending that doesn’t really fit. I also managed to

Rolling Stone’s parent company sues Google over AI Overviews

is the Verge’s weekend editor. He has over 18 years of experience, including 10 years as managing editor at Engadget. Posts from this author will be added to your daily email digest and your homepage feed. Disclosure: Penske Media Corporation is an investor in Vox Media, The Verge’s parent company. Penske Media Corporation, the publisher of Rolling Stone and The Hollywood Reporter, has become the first major American media company to sue Google over its AI summaries. The company claims that t

Rolling Stone owner Penske Media sues Google over AI summaries

Google faces a new lawsuit accusing the company of illegally using news publishers’ content to create AI summaries that damage their business. The lawsuit comes from Penske Media (PMC), which owns industry publications such as Rolling Stone, Billboard, Variety, Hollywood Reporter, Deadline, Vibe, and Artforum. While Penske’s suit is the first targeting Google and its parent company Alphabet over showing AI-generated summaries in search, both publishers and authors have sued other AI companies o

Can Wear OS watches please adopt blood pressure monitoring now?

Kaitlyn Cimino / Android Authority When Apple drops a new health feature, the ripple effect is rarely subtle. The company’s latest announcement that hypertension notifications are coming to the Apple Watch lineup is one of those moments. For years, smartwatches have toyed with the promise of more medical-grade metrics. My hope is that now, thanks to Apple, blood pressure monitoring is about to become mainstream. Are you interested in blood pressure monitoring on your Wear OS smartwatch? 13 vot

Gemini (2023)

What is Gemini? Gemini is a new way of using the Internet, separate from the World Wide Web you are familiar with. Compared to the WWW, it is intended to be: Simpler – Gemini pages aren’t programs that run in your browser like most modern websites are; they’re just text with a little formatting, so there are no surprises. Once you know how one Gemini page works, you know how they all work. Human Scale – Gemini servers and clients aren’t written by big, monopolistic software companies the way