'How Many AIs Does It Take To Read a PDF?'
Despite AI's progress in building complex software, the ubiquitous PDF remains something of a grand challenge -- a format Adobe developed in the early 1990s to preserve the precise visual appearance of documents. PDFs consist of character codes, coordinates, and rendering instructions rather than logically ordered text, and even state-of-the-art models asked to extract information from them will summarize instead, confuse footnotes with body text, or outright hallucinate contents, The Verge writes.
Companies like Reducto are now tackling the problem by segmenting pages into components -- headers, tables, charts -- before routing each to specialized parsing models, an approach borrowed from computer vision techniques used in self-driving vehicles. Researchers at Hugging Face recently found roughly 1.3 billion PDFs sitting in Common Crawl alone, and the Allen Institute for AI has noted that PDFs could provide trillions of novel, high-quality training tokens from government reports, textbooks, and academic papers -- the kind of data AI developers are increasingly desperate for.
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Anthropic Accuses Chinese Companies of Siphoning Data From Claude
U.S. artificial-intelligence startup Anthropic said three Chinese AI companies set up more than 24,000 fraudulent accounts with its Claude AI model to help their own systems catch up. From a report: The three companies -- DeepSeek, Moonshot AI and MiniMax -- prompted Claude more than 16 million times, siphoning information from Anthropic's system to train and improve their own products, Anthropic said in a blog post Monday.
Earlier this month, an Anthropic rival, OpenAI, sent a memo to House lawmakers accusing DeepSeek of using the same tactic, called distillation, to mimic OpenAI's products. Anthropic said distillation had legitimate uses -- companies use it to build smaller versions of their own products, for example -- but it could also be used to build competitive products "in a fraction of the time, and at a fraction of the cost." The scale of the different companies' distillation activity varied. DeepSeek engaged in 150,000 interactions with Claude, whereas Moonshot and MiniMax had more than 3.4 million and 13 million, respectively, Anthropic said.
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Say Goodbye to the Undersea Cable That Made the Global Internet Possible
The first fiber-optic cable ever laid across an ocean -- TAT-8, a nearly 6,000-kilometer line between the United States, United Kingdom, and France that carried its first traffic on December 14, 1988 -- is now being pulled off the Atlantic seabed after more than two decades of sitting dormant, bound for recycling in South Africa.
Subsea Environmental Services, one of only three companies in the world whose entire business is cable recovery and recycling, began the operation last year using its new diesel-electric vessel, the MV Maasvliet, and had already brought 1,012 kilometers of the cable to the Portuguese port of Leixoes by August.
TAT-8, short for Trans-Atlantic Telephone 8, was built by AT&T, British Telecom, and France Telecom, and hit full capacity within just 18 months of going live. A fault too expensive to repair took it out of service in 2002. The recovered cable is being shipped to Mertech Marine in South Africa, where it will be broken down into steel, copper, and two types of polyethylene -- all commercially valuable, especially the high-quality copper at a time when the International Energy Agency projects global shortages within a decade.
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PayPal Attracts Takeover Interest After Stock Slump
An anonymous reader shares a report: PayPal, the digital payments pioneer, is attracting takeover interest from potential buyers after a stock slide wiped out almost half of its value, according to people familiar with the matter.
The San Jose, California-based company has fielded meetings with banks amid unsolicited interest from suitors, the people said. At least one large rival is looking at the whole company, while some other suitors are only interested in certain PayPal assets, the people said, asking not to be identified because the information is private.
Buyer interest in PayPal is still at a preliminary stage and may not lead to a transaction, the people cautioned. Founded in the late 1990s, PayPal was an early mover in the world of digital payments. But the company now finds itself in a rut with its customers increasingly turning to alternative ways to pay for things. PayPal's shares have fallen around 46% in New York trading over the last 12 months, giving the company a market value of about $38.4 billion.
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Witness Who Disputed ICE Account of Ruben Ray Martinez Shooting Dies in Car Accident
A passenger in the car with Ruben Ray Martinez wrote that the men were trying to comply with authorities before Mr. Martinez was shot. The passenger, Joshua Orta, died in a car accident on Saturday.
Climate Physicists Face the Ghosts in Their Machines: Clouds
Climate scientists trying to predict how much hotter the planet will get have long grappled with a surprisingly stubborn problem -- clouds, which both reflect sunlight and trap heat, account for more than half the variation between climate predictions and are the main reason warming projections for the next 50 years range from 2 to 6 degrees Celsius.
Two research groups are now racing to close that gap using AI, though they disagree sharply on method. Tapio Schneider at Caltech built CLIMA, a model that uses machine learning to optimize cloud parameters within traditional physics equations; it will be unveiled at a conference in Japan in March. Chris Bretherton at the Allen Institute for AI took a different path -- his ACE2 neural network, released in 2024, learns from 50 years of atmospheric data and largely bypasses physics equations altogether.
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The Japanese Airport That Doesn’t Lose Bags
Kansai International Airport, which is located near Osaka, Japan, hasn’t lost a single piece of luggage since it opened in 1994. River Akira Davis, our Tokyo correspondent, visited the airport to understand how Japanese culture has influenced its success.
An Autonomous OpenClaw Chatbot Wanted Revenge
An autonomous OpenClaw chatbot seeks revenge.
Judges Grow Angry Over Trump Administration Violating Their Orders
At least 35 times since August, federal judges have ordered the administration to explain why it should not be punished for violating their orders in immigration cases.
F.B.I. Director Celebrates Olympic Hockey Victory on Day of Mar-a-Lago Shooting
Kash Patel’s trip to Italy came at a fraught and frenetic time for the bureau and Mr. Patel, who has shown little willingness to curb his jet-setting.
No, Trump Isn’t Good for Putin
Russian hopes for respect have been dashed.
Should Job-Seekers Stop Using AI to Write Their Resumes?
When one company asked job applicants to submit a video where they answer a question, most of the 300 responses were "eerily similar," reports the Washington Post (with a company executive saying it was "abundantly clear" they'd used AI.)
Job seekers are turning to AI to help them land jobs more quickly in a tough labor market.... Employers say that's having an unintended consequence: Many applications are looking and sounding the same...
It's easy to spot when candidates over-rely on AI, some employers said. Oftentimes, executive summaries will look eerily similar to each other, odd phrases that people wouldn't normally use in conversation creep into descriptions, fancy vocabulary appears, and someone with entry-level experience uses language that indicates they are much more senior, they added. It's worse when they use auto-apply AI tools, which will find jobs, fill out applications and submit résumés on the candidate's behalf, some employers said. Those tend to misinterpret some of the application questions and fill in the wrong information in inappropriate spots. If these applications were evaluated alone, employers say they'd have a harder time identifying AI usage. But when hundreds of applications all have the same issue, they said, AI's role in it becomes obvious.
The article acknowledges that some employers could be using AI tools to screen resumes too. One job-seeker in Texas even says he'll stop submitting an AI-written résumé when the recruiter stops using AI to evaluate them. "You're saying, 'You shouldn't be doing this' when I know a good chunk of them do this!"
Obligatory XKCD.
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Tour Montparnasse is One of Paris’s Uglier Landmarks. It’s Getting a Makeover.
The Tour Montparnasse is one of Paris’s least-loved landmarks. After half a century, it’s finally being remodeled.
Armed Man Shot Dead at Mar-a-Lago by Trump’s Secret Service Was a 21-Year-Old From N.C.
The 21-year-old man, from North Carolina, was killed by law enforcement officers after he entered secure perimeter of Mar-a-Lago.
When Faced With Claims of Racism, Trump Points to His Black Friends
President Trump has often invoked his unnamed Black friends, or name-checked celebrities and athletes, when asked to discuss anything related to Black voters.
12 Unforgettable Looks at the BAFTAs: Kate Middleton, Prince William and More
Swishy suits, mermaid skirts, skunk feet and more.
Mexican Forces Kill ‘El Mencho,’ Nation’s Most-Wanted Cartel Boss
“El Mencho” was the longtime head of one of the nation’s most powerful cartels. Armed groups set fire to cars and buildings across Mexico in the wake of his death.
Raspberry Pi Stock Rises Over Its Possible Use With OpenClaw's AI Agents
This week Raspberry Pi saw its stock price surge more than 60% above its early-February low (before giving up some gains at the end of the week). Reuters notes the rise started when CEO Eben Upton bought 13,224 pounds worth of shares — but there could be another reason. "The rally in the roughly $800 million company has materialised alongside social-media buzz that demand for its single-board computers could pick up as people buy them to run AI agents such as OpenClaw."
The Register explains:
The catalyst appears to have been the sudden realization by one X user, "aleabitoreddit," that the agentic AI hand grenade known as OpenClaw could drive demand for Raspberry Pis the way it had for Apple Mac Minis. The viral AI personal assistant, formerly known as Clawdbot and Moltbot, has dominated the feeds of AI boosters over the past few weeks for its ability to perform everyday tasks like sending emails, managing calendars, booking appointments, and complaining about their meatbag masters on the purportedly all-agent forum known as MoltBook... In case it needs to be said, no one should be running this thing on their personal devices lest the agent accidentally leak your most personal and sensitive secrets to the web... In this context, a cheap low-power device like a Raspberry Pi makes a certain kind of sense as a safer, saner way to poke the robo-lobster...
The Register argues Raspberry Pis aren't as cheap as they used to be "thanks in part to the global memory crunch. Today, a top-specced Raspberry Pi 5 with 16GB of memory will set you back more than $200, up from $120 a year ago."
"You know what's cheaper, easier, and more secure than letting OpenClaw loose on your local area network? A virtual private cloud..."
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At Least 15 Have Died on Tahoe-Area Slopes This Year
Three more skiers have died in the Lake Tahoe area since the deadliest avalanche in modern California history on Tuesday killed nine.
Susan Sheehan, Pulitzer-Winning Chronicler of Lives on the Margins, Dies at 88
As a journalist and author, she wrote meticulous portraits of people for The New Yorker. Her book “Is There No Place on Earth for Me?” won the Pulitzer Prize.