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Backpropagating through a maze with candle and WASM

Loading WASM module... Width: Height: Wall Density: Learning Rate: Max Steps: Generate & Optimize This demo uses gradient descent to solve a discrete maze. Try playing with the hyperparameters to see how they affect the optimization process! No neural network involved: logits are directly optimized, from a random initialization, for each maze. This runs entirely on your local device, thanks to candle and Rust's support for WebAssembly. You can disconnect from the Internet after loading this

‘Citizen Toxie’ Is Troma at Its Filthy, Disgusting, Overtly Offensive Best

Troma boss Lloyd Kaufman has been out in force talking up Macon Blair’s The Toxic Avenger, a spirited reimagining of the studio’s 1984 cult classic set to irradiate a whole new generation when it hits theaters this month. But when io9 got a chance to talk to Kaufman at the recent San Diego Comic-Con, we had to ask: after watching Blair’s film, which other film in the vast Troma archives should a newly minted fan turn to next? “The fourth Toxic Avenger movie, Citizen Toxie,” Kaufman said without

KrebsOnSecurity in New ‘Most Wanted’ HBO Max Series

A new documentary series about cybercrime airing next month on HBO Max features interviews with Yours Truly. The four-part series follows the exploits of Julius Kivimäki, a prolific Finnish hacker recently convicted of leaking tens of thousands of patient records from an online psychotherapy practice while attempting to extort the clinic and its patients. The documentary, “Most Wanted: Teen Hacker,” explores the 27-year-old Kivimäki’s lengthy and increasingly destructive career, one that was ma

Imaging reveals 2k-year-old ice mummy's 'incredibly impressive' tattoos

As It Happens Imaging reveals 2,000-year-old ice mummy's 'incredibly impressive' tattoos More than two millennia ago, a woman sat for hours on end in the ancient grasslands of a Siberian mountain range to have her body adorned with elaborate tattoos of creatures both real and mythical. When she died, her body was preserved under the permafrost for thousands of years, but her tattoos faded and became invisible to the naked eye. Now researchers have used high-resolution, near-infrared photograp

First-Ever Look at Exploding Molecules Reveals Their Quantum Secrets

In the quantum world, molecules are always on the move. And for the first time ever, scientists have directly captured these tiny quantum dances in action—and they did so by blowing them up real good. Even at absolute zero, individual particles constantly vibrate without a fixed position, a phenomenon referred to as zero-point motion. In a paper published August 7 in Science, researchers at European XFEL harnessed this behavior for the 2-iodopyridine molecule, which consists of 11 atoms. By bla

Today's NYT Connections: Sports Edition Hints and Answers for Aug. 9, #320

Looking for the most recent regular Connections answers? Click here for today's Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle and Strands puzzles. Today's Connections: Sports Edition stumped me all over the place today. Growing up in Minnesota surrounded by ice hockey, I was able to nail the green group, but I didn't do so well otherwise. Read on for hints and the answers. Connections: Sports Edition is out of beta now, making its debut

Today's NYT Connections Hints, Answers and Help for Aug. 9, #790

Looking for the most recent Connections answers? Click here for today's Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle, Connections: Sports Edition and Strands puzzles. Today's NYT Connections puzzle is a fun mix. Honestly, I didn't realize that the blue category was a movie genre, but now that I think about it, sure it is. Read on for clues and today's Connections answers. The Times now has a Connections Bot, like the one for Wordle. Go

iPhone 17 release date, rumors and everything else you need to know ahead of the Apple event expected in September

Knowing the big internal changes coming to our phones with iOS 26, we're getting excited to see how Apple has revamped its newest smartphones: the iPhone 17 lineup. We still have to wait over a month to find out — assuming Apple sticks to its usual release schedule — but for now, we can speculate what the new phones will look like. As with most unreleased iPhone models, rumors and leaks have trickled in about the hardware side ahead of the official introduction. Here's what we're expecting and w

Disney 1985 film The Black Cauldron was an experiment that failed

Disney Animation's ambitious and innovative 1985 film The Black Cauldron was an experiment that dramatically failed, arguably putting the future of the studio in question. Disney Animation was on the lookout for a new identity in the 1980s. After half-a-century of success, this decade of the company's history is commonly referred to as the "Bronze" or "Dark Age", neither exactly a ringing endorsement of its films. Hope came in the form of The Black Cauldron, which seemed like the perfect way to

Efrit: A native elisp coding agent running in Emacs

Efrit - AI-Powered Emacs Coding Assistant A sophisticated AI coding agent that leverages Emacs' native programmability through direct Elisp evaluation. Overview Efrit is a conversational AI assistant that integrates seamlessly with Emacs, providing multiple interfaces for different types of tasks: efrit-chat - Multi-turn conversational interface for complex discussions and code development - Multi-turn conversational interface for complex discussions and code development efrit-do - Natural

Apple pushes back on Fintiv’s latest litigious attempt to profit off Apple Pay

Fintiv, a firm you’ve probably only heard of in the context of patent litigation, is once again suing Apple over Apple Pay. Apple’s secure mobile payment solution launched over a decade ago in 2014. Fintiv has been unsuccessfully suing Apple over Apple Pay since 2018. Apple is not hiding its frustration. In a statement to 9to5Mac, the company accused the Texas-based firm of trying to “distract from their failed patent case” with a new set of allegations. “The court has repeatedly rejected Fint

LATAM adds support for AirTag luggage tracking via Apple’s Share Item Location

Last month, we reported that, with Saudia now supporting the AirTag luggage tracking program, the official list of supported airlines had grown to 30 globally. Now, Latin America’s largest carrier is also joining in. As reported this week by Folha (via MacMagazine), LATAM, the largest airline group in Latin America, has started supporting AirTag location sharing for passengers on flights within Brazil and across South America. Starting now, customers whose bags are delayed or missing can gener

Apple TV+ hit its stride just in time for new streaming wars face-off

Apple TV+ has existed for nearly six years, but only recently has it truly hit its stride. Fortunately for Apple, its success arrived just in time for a new wave of competition and changes in the broader streaming landscape. Streaming landscape is seeing its biggest changes in years Lots of change is afoot in the TV streaming landscape. And guess what? All of that news happened just this week. We seem to be on the brink of a new phase in the “streaming wars.” The last time I can remember so

How attention sinks keep language models stable

We discovered why language models catastrophically fail on long conversations: when old tokens are removed to save memory, models produce complete gibberish. We found models dump massive attention onto the first few tokens as "attention sinks"—places to park unused attention since softmax requires weights to sum to 1. Our solution, StreamingLLM, simply keeps these first 4 tokens permanently while sliding the window for everything else, enabling stable processing of 4 million+ tokens instead of j

Environmentalist Lawsuit Halts Construction of Florida’s ‘Alligator Alcatraz’

Progress on Florida’s “Alligator Alcatraz” ground to a halt on Thursday, August 7, when a federal judge ordered a two-week ban on construction. The ruling follows a hearing in a lawsuit by environmental groups and the Miccosukee Tribe of Indians. The plaintiffs—Earthjustice, the Center for Biological Diversity, Friends of the Everglades, and the Miccosukee—allege that hasty construction of the facility in the Everglades unlawfully moved forward without public input or an environmental impact st

Lurk – A Turing-complete programming language for ZK-SNARKs

Lurk Overview Lurk is a statically scoped dialect of Lisp, influenced by Scheme and Common Lisp. A reference implementation focused on describing and developing the core language can be found in the lurk-lisp repo. Lurk's distinguishing feature relative to most programming languages is that the correct execution of Lurk programs can be directly proved using SNARKs. The resulting proofs are succinct: they are relatively small, can be verified quickly, and they reveal only the information expli

Tor: How a military project became a lifeline for privacy

The Secret History of Tor: How a Military Project Became a Lifeline for Privacy A story of secrecy, resistance, and the fight for digital freedom. By: Ben Collier A↑ A↓ Off Bright Dark Blues Gray BeeLine Reader uses subtle color gradients to help you read more efficiently. I’m sitting in a cold, scuffed, and dirty plastic chair on a crowded train, watching freezing fog stream past the window — one of the many unpleasant but strangely enjoyable everyday experiences of life in the United

This Week’s ‘Foundation’ Took a Killer Spy-Fi Turn

Foundation is nearing the halfway point of season three. Episode five, “Where Tyrants Spend Eternity,” began to show us how Gaal Dornick (Lou Llobell) hopes to gain an advantage over the sinister Mule (Pilou Asbæk). Her plan tapped into a much-loved trope that Star Wars series Andor also made excellent use of: sci-fi spycraft. “Where Tyrants Spend Eternity” is also tense throughout and ends up involving a horrific, large-scale tragedy (another Andor similarity), building to a final scene that t

How Wikipedia is fighting AI slop content

is a news writer who covers the streaming wars, consumer tech, crypto, social media, and much more. Previously, she was a writer and editor at MUO. Posts from this author will be added to your daily email digest and your homepage feed. With the rise of AI writing tools, Wikipedia editors have had to deal with an onslaught of AI-generated content filled with false information and phony citations. Already, the community of Wikipedia volunteers has mobilized to fight back against AI slop, somethi

A decade later, Windows is still bringing Control Panel features to the Settings app

Microsoft has tried to dumb down its Control Panel with a simple UI over the years, rather than a list of options, but there’s still a number of settings that don’t exist in the new PC Settings app. “Why do I have to go the PC settings to forget a network and Control panel to change IP settings? Can’t this all be done from a single place?” It’s a fair criticism, and one that Microsoft should look to address with Windows 10.

Why Apple avoiding a big AI acquisition could signal good news

In the midst of Apple’s AI challenges, some have called on the company to dip into its enormous bank account and make a splashy AI acquisition. Here’s why the lack of acquisition could signal something important about Apple’s current AI progress. Apple is ‘open’ to AI acquisitions, but shows no sign of a big purchase It’s been a big week for AI, with major new launches from companies like OpenAI and Anthropic. Meanwhile, discourse surrounding Apple’s AI efforts remains glum. Last week, the c

New iOS app takes the mystery out of HomeKit troubleshooting

HomeKit, Apple’s smart home framework, is great most of the time, and awfully frustrating when things go wrong. This new iOS app wants to change that. HomeCare for HomeKit HomeCare for HomeKit is designed as a complete toolkit for diagnosing and fixing smart home problems. At its core, it scans your entire setup to instantly identify devices that are unresponsive, slow, or running on low battery. Each failing device shows a “Last Time Online” timestamp to help pinpoint when trouble began. The

Astronomy Photographer of the Year 2025 shortlist

The shortlist for the ZWO Astronomy Photographer of the Year 2025 competition has been unveiled. From a blood moon hanging over Shanghai to a family portrait of the Solar System and a close-up of a comet's streaming tails, distant astronomical wonders are photographed in magnificent detail for all to admire. Now in its 17th year, in 2025 the competition received a record number of entries, with just over 5,880 photographs submitted from 68 different countries. See a small selection of shortli

Sony Wants Its Anime Boom to Be as Big as the PlayStation 2

While Sony has been a quietly influential force in the anime landscape—owning studio Aniplex and acquiring Crunchyroll, which absorbed its former rival Funimation to expand its roster of shows and films—the PlayStation maker still sees itself as just getting started. According to a new report, Sony is still building an anime empire, treating this moment like the dawn of the PlayStation era, with more room to grow looming over the horizon. Speaking with the Japanese publication Toyo Keizai (hat-

The Atlantic Hurricane Season Is About to Get Real

After an unusually slow start to hurricane season, it’s looking like storm activity is about to ramp up. Meteorologists are keeping a watchful eye on the Atlantic Basin as ocean surface temperatures rise to record levels. So far, the 2025 Atlantic hurricane season has produced four tropical storms and no hurricanes. As of Friday, August 8, the National Hurricane Center (NHC) was monitoring two areas of interest for storm development—one off the southeastern U.S. and the other in the Central Atl

Instagram’s Map is here, and this is how you can turn your location off

is a senior editor following news across tech, culture, policy, and entertainment. He joined The Verge in 2021 after several years covering news at Engadget. Posts from this author will be added to your daily email digest and your homepage feed. It’s only been a couple of days since the Instagram Map launched, and from the looks of our social feeds, people are not happy about it. Responses have ranged from being mildly annoyed that Instagram is ripping off Snapchat’s Snap Maps instead of offe

Tor: How a Military Project Became a Lifeline for Privacy

The Secret History of Tor: How a Military Project Became a Lifeline for Privacy A story of secrecy, resistance, and the fight for digital freedom. By: Ben Collier A↑ A↓ Off Bright Dark Blues Gray BeeLine Reader uses subtle color gradients to help you read more efficiently. I’m sitting in a cold, scuffed, and dirty plastic chair on a crowded train, watching freezing fog stream past the window — one of the many unpleasant but strangely enjoyable everyday experiences of life in the United

Travelers Are Unknowingly Smuggling Invasive Ticks Into the U.S.

Here’s an important tip for international travelers coming back home: Be sure to check for any blood-sucking creepy-crawlies attached to you. In a study out today, health experts warn that exotic, potentially disease-carrying ticks are regularly entering the U.S. by hitching a ride onto returning Americans. Tick scientists in Connecticut conducted the research, published Friday in the journal iScience. They detailed seven separate cases of nonnative ticks entering the state via travelers in rec

China Opens ‘Robot Mall,’ Its First Mall for Robots

China opened its first full-scale shopping center dedicated entirely to robots on Friday, as part of a broader push to bring robotics from research labs into people’s homes. The four-story Robot Mall, located in Beijing’s high-tech E-Town district, showcases more than 100 robots from over 40 brands, including Chinese companies like Ubtech Robotics and Unitree Robotics. The store operates like a car dealership, but for robots. It follows the “4S” model common in China, offering sales, service, s

Instagram’s Map is here, and this is how you can turn it off

is a senior editor following news across tech, culture, policy, and entertainment. He joined The Verge in 2021 after several years covering news at Engadget. Posts from this author will be added to your daily email digest and your homepage feed. It’s only been a couple of days since the Instagram Map launched, and from the looks of our social feeds, people are not happy about it. Responses have ranged from being mildly annoyed that Instagram is ripping off Snapchat’s Snap Maps instead of offe