The abstract of a paper published on National Bureau of Economic Research: Ensuring broad access to the patent system is crucial for fostering innovation and promoting economic growth. To support this goal, the U.S. Patent and Trademark Office offers reduced fees for small and micro entities. This paper investigates whether fee rates affect the filing of applications by small and micro entities. Exploiting recent fee reforms, the study evaluates the relationship between fee changes and the number of new entrants, controlling for potential confounding factors such as legislative changes. The findings suggest that fee reductions alone are insufficient to significantly increase participation in the patent system among small and micro entities.

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During the company's GTC 2025 keynote today, Nvidia founder and CEO Jensen Huang announced Isaac GR00T N1 -- the company's first open-source, pre-trained yet customizable foundation model designed to accelerate the development and capabilities of humanoid robots. "The age of generalist robotics is here," said Huang. "With Nvidia Isaac GR00T N1 and new data-generation and robot-learning frameworks, robotics developers everywhere will open the next frontier in the age of AI." The Verge reports: Huang demonstrated 1X's NEO Gamma humanoid robot performing autonomous tidying jobs using a post-trained policy built on the GR00T N1 model. [...] Other companies developing humanoid robots who have had early access to the GR00T N1 model include Boston Dynamics, the creators of Atlas; Agility Robotics; Mentee Robotics; and Neura Robotics. Originally announced as Project GR00T a year ago, the GR00T N1 foundation model utilizes a dual-system architecture inspired by human cognition. System 1, as Nvidia calls it, is described as a "fast-thinking action model" that behaves similarly to human reflexes and intuition. It was trained on data collected through human demonstrations and synthetic data generated by Nvidia's Omniverse platform. System 2, which is powered by a vision language model, is a "slow-thinking model" that "reasons about its environment and the instructions it has received to plan actions." Those plans are passed along to System 1, which translates them into "precise, continuous robot movements" that include grasping, moving objects with one or two arms, as well as more complex multistep tasks that involve combinations of basic skills. While the GR00T N1 foundation model is pretrained with generalized humanoid reasoning and skills, developers can customize its behavior and capabilities for specific needs by post-training it with data gathered from human demonstrations or simulations. Nvidia has made GR00T N1 training data and task evaluation scenarios available for download through Hugging Face and GitHub.

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Once upon a time, Ryan's company didn't use a modern logging framework to alert admins when services failed. No, they used everyone's favorite communications format, circa 2005: email. Can't reach the database? Send an email. Unhandled exception? Send an email. Handled exception? Better send an email, just in case. Sometimes they go to admins, sometimes they just go to an inbox used for logging.

Let's look at how that worked.

public void SendEMail(String receivers, String subject, String body) { try { System.Net.Mail.SmtpClient clnt = new System.Net.Mail.SmtpClient(ConfigurationManager.AppSettings["SmtpServer"]); clnt.Send(new System.Net.Mail.MailMessage( ConfigurationManager.AppSettings["Sender"], ConfigurationManager.AppSettings["Receivers"], subject, body)); } catch (Exception ex) { SendEMail( ConfigurationManager.AppSettings["ErrorLogAddress"], "An error has occurred while sending an email", ex.Message + "\n" + ex.StackTrace); } }

They use the Dot Net SmtpClient class to connect to an SMTP server and send emails based on the configuration. So far so good, but what happens when we can't send an email because the email server is down? We'll get an exception, and what do we do with it?

The same thing we do with every other exception: send an email.

Ryan writes:

Strangely enough, I've never heard of the service crashing or hanging. We must have a very good mail server!

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An anonymous reader quotes a report from Ars Technica: [A] team of Korean researchers [describe] how they've engineered a bacterial strain that can make a useful polymer starting with nothing but glucose as fuel. The system they developed is based on an enzyme that the bacteria use when they're facing unusual nutritional conditions, and it can be tweaked to make a wide range of polymers. The researchers focused on the system bacterial cells use for producing polyhydroxyalkanoates (PHAs). These chemicals are formed when the bacterial cells continue to have a good supply of carbon sources and energy, but they lack some other key nutrients needed to grow and divide. Under these circumstances, the cell will link together small molecules that contain a handful of carbons, forming a much larger polymer. When nutritional conditions improve, the cell can simply break down the polymer and use the individual molecules it contained. The striking thing about this system is that it's not especially picky about the identity of the molecules it links into the polymer. So far, over 150 different small molecules have been found incorporated into PHAs. It appears that the enzyme that makes the polymer, PHA synthase, only cares about two things: whether the molecule can form an ester bond (PHAs are polyesters), and whether it can be linked to a molecule that's commonly used as an intermediate in the cell's biochemistry, Coenzyme A. Normally, PHA synthase forms links between molecules that run through an oxygen atom. But it's also possible to form a related chemical link that instead runs through a nitrogen atom, like those found on amino acids. There were no known enzymes, however, that catalyze these reactions. So, the researchers decided to test whether any existing enzymes could be induced to do something they don't normally do. [...] Overall, the system they develop is remarkably flexible, able to incorporate a huge range of chemicals into a polymer. This should allow them to tune the resulting plastic across a wide range of properties. And, considering the bonds were formed via enzyme, the resulting polymer will almost certainly be biodegradable. There are, however, some negatives. The process doesn't allow complete control over what gets incorporated into the polymer. You can bias it toward a specific mix of amino acids or other chemicals, but you can't entirely stop the enzyme from incorporating random chemicals from the cell's metabolism into the polymer at some level. There's also the issue of purifying the polymer from all the rest of the cell components before incorporating it into manufacturing. Production is also relatively slow compared to large-scale industrial production. The findings have been published in the journal Nature Chemical Biology.

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Italian newspaper Il Foglio claims to have published the world's first entirely AI-generated edition as part of a month-long experiment to explore AI's impact on journalism. The special four-page supplement, available in print and online, features AI-written articles, headlines, and reader letters. The only thing the human journalists provided were prompts. The Guardian reports: The front page of the first edition of Il Foglio AI carries a story referring to the US president, Donald Trump, describing the "paradox of Italian Trumpians" and how they rail against "cancel culture" yet either turn a blind eye, or worse, "celebrate" when "their idol in the US behaves like the despot of a banana republic." The front page also features a column headlined "Putin, the 10 betrayals," with the article highlighting "20 years of broken promises, torn-up agreements and words betrayed" by Vladimir Putin, the Russian president. In a rare upbeat story about the Italian economy, another article points to the latest report from Istat, the national statistics agency, on the redistribution of income, which shows the country "is changing, and not for the worse" with salary increases for about 750,000 workers being among the positive effects of income tax reforms. On page 2 is a story about "situationships" and how young Europeans are fleeing steady relationships. The articles were structured, straightforward and clear, with no obvious grammatical errors. However, none of the articles published in the news pages directly quote any human beings. The final page runs AI-generated letters from readers to the editor, with one asking whether AI will render humans "useless" in the future. "AI is a great innovation, but it doesn't yet know how to order a coffee without getting the sugar wrong," reads the AI-generated response.

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Trend Micro uncovered an eight-year-long spying campaign exploiting a Windows vulnerability involving malicious .LNK shortcut files, which attackers padded with whitespace to conceal commands. Despite being reported to Microsoft in 2023, the company considers it a UI issue rather than a security risk and has not prioritized a fix. The Register reports: The attack method is low-tech but effective, relying on malicious .LNK shortcut files rigged with commands to download malware. While appearing to point to legitimate files or executables, these shortcuts quietly include extra instructions to fetch or unpack and attempt to run malicious payloads. Ordinarily, the shortcut's target and command-line arguments would be clearly visible in Windows, making suspicious commands easy to spot. But Trend's Zero Day Initiative said it observed North Korea-backed crews padding out the command-line arguments with megabytes of whitespace, burying the actual commands deep out of sight in the user interface. Trend reported this to Microsoft in September last year and estimates that it has been used since 2017. It said it had found nearly 1,000 tampered .LNK files in circulation but estimates the actual number of attacks could have been higher. "This is one of many bugs that the attackers are using, but this is one that is not patched and that's why we reported it as a zero day," Dustin Childs, head of threat awareness at the Zero Day Initiative, told The Register. "We told Microsoft but they consider it a UI issue, not a security issue. So it doesn't meet their bar for servicing as a security update, but it might be fixed in a later OS version, or something along those lines." After poring over malicious .LNK samples, the security shop said it found the vast majority of these files were from state-sponsored attackers (around 70 percent), used for espionage or information theft, with another 20 percent going after financial gain. Among the state-sponsored crews, 46 percent of attacks came from North Korea, while Russia, Iran, and China each accounted for around 18 percent of the activity.

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According to Politico, Gov. Gavin Newsom has distributed prepaid burner phones to around 100 California business leaders, giving them direct access to him and reinforcing his pro-business stance. "If you ever need anything, I'm a phone call away," read one of the notes. From the report: It was Newsom's idea, a representative said, and has already yielded some "valuable interactions." That arrangement surprised some people POLITICO spoke with, largely because Newsom is already known as an inveterate texter whose digits live in many business titans' contacts. He's also long been seen as more aligned with business interests than the Legislature, the proverbial adult in the room when private pillars like Silicon Valley need a sympathetic ear or a veto. But Newsom wanted to convey that he's intent on maintaining California's competitive edge. Phones are still going out. The California Protocol Foundation picked up the tab. That organization gets money from businesses and nonprofits for gubernatorial expenses like trips abroad -- or, evidently, burner phones -- so taxpayers aren't on the hook. It also drew leftover funds from Newsom's inauguration account, which itself drew business, so in a roundabout way California's private sector helped fund phones nurturing ties with the private sector.

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U.S. music streaming services surpassed 100 million subscribers in 2024 [PDF] while industry revenue hit a record $14.9 billion, up 4% from the previous year, according to the Record Industry Association of America (RIAA). Physical media sales outpaced digital growth, with vinyl records increasing 7% to $1.4 billion, outselling CDs ($541 million) for the third consecutive year. Digital downloads plummeted 14.9%, now representing just 2% of industry revenue.

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NASA's SpaceX Crew-9 has returned to Earth safely after a stay of more than nine months aboard the International Space Station. The crew remained in space longer than expected due to issues with Boeing's Starliner capsule, which was originally scheduled to bring them home sooner. While the mission has been politically fraught, the astronauts said in a rare space-to-earth interview last month that they were neither stranded nor abandoned. "That's been the rhetoric. That's been the narrative from day one: stranded, abandoned, stuck -- and I get it. We both get it," [NASA astronaut Butch] Wilmore said. "But that is, again, not what our human spaceflight program is about. We don't feel abandoned, we don't feel stuck, we don't feel stranded." Wilmore added a request: "If you'll help us change the rhetoric, help us change the narrative. Let's change it to 'prepared and committed.' That's what we prefer..." CNN has more details on the arrival: Williams and Wilmore, alongside NASA's Nick Hague and cosmonaut Aleksandr Gorbunov of Russia's Roscosmos space agency, safely splashed down off the coast of Tallahassee, Florida at 5:57 p.m. ET. The crew's highly anticipated return came after the crew climbed aboard a SpaceX Crew Dragon capsule and departed the International Space Station at 1:05 a.m. ET. Williams, Wilmore, Hague and Gorbunov spent Tuesday morning and afternoon in orbit in the roughly 13-foot-wide (4-meter-wide), gumdrop-shaped SpaceX Crew Dragon spacecraft. Gradually descending, the capsule carried the astronauts from the space station, which orbits about 250 miles (400 kilometers) above Earth, toward the thick inner layer of our planet's atmosphere. Around 5 p.m. ET, the Crew Dragon capsule began firing its engines to begin the final phase of the journey: reentry. This leg of the journey is considered the most dangerous of any flight home from space. The jarring physics of hitting the atmosphere while traveling more than 22 times the speed of sound routinely heats the exterior of returning spacecraft to more than 3,500 degrees Fahrenheit (1,926 degrees Celsius) and can trigger a communication blackout. After plunging toward home, the Crew Dragon spacecraft deployed two sets of parachutes in quick succession to further slow its descent. The capsule decelerated from orbital speeds of more than 17,000 miles per hour (27,359 kilometers per hour) to less than 20 miles per hour (32 kilometers per hour) as the vehicle hit the ocean. After the vehicle hit the ocean, a SpaceX rescue ship waiting nearby worked to haul the spacecraft out of the water. Williams and Wilmore and their crewmates will soon exit Dragon and take their first breaths of earthly air in nine months. Medical teams will evaluate the crew's health, as is routine after astronauts return from space, before deciding next steps. Ultimately, the NASA crew members will return to their home base at Johnson Space Center in Houston. You can watch a recording of the re-entry and splashdown here.

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The Federal Trade Commission has removed over 300 business guidance blogs published during former President Biden's term, including consumer protection information on AI and privacy lawsuits against Amazon and Microsoft, WIRED reported Tuesday, citing current and former FTC employees. Deleted posts included guidance about Amazon's alleged use of Ring camera data to train algorithms, Microsoft's $20 million settlement over Xbox children's data collection, and compliance standards for AI chatbots. New FTC Chair Andrew Ferguson has pledged to pursue tech companies but with focus on alleged conservative censorship rather than data collection practices.

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An anonymous reader quotes a report from TechCrunch: Volkswagen's ultra-cheap EV called the ID EVERY1 -- a small four-door hatchback revealed Wednesday -- will be the first to roll out with software and architecture from Rivian, according to a source familiar with the new model. The EV is expected to go into production in 2027 with a starting price of 20,000 euros ($21,500). A second EV called the ID.2all, which will be priced in the 25,000 euro price category, will be available in 2026. Both vehicles are part of the automaker's new category of electric urban front-wheel-drive cars that are being developed under the "Brand Group Core" that makes up the volume brands in the VW Group. And both vehicles are for the European market. The EVERY1 will be the first to ship with Rivian's vehicle architecture and software as part of a $5.8 billion joint venture struck last year between the German automaker and U.S. EV maker. The ID.2all is based on the E3 1.1 architecture and software developed by VW's software unit Cariad. VW didn't name Rivian in its reveal Wednesday, although there were numerous nods to next-generation software. Kai Grunitz, member of the Volkswagen Brand Board of Management responsible for technical development, noted it would be the first model in the entire VW Group to use a "fundamentally new, particularly powerful software architecture." "This means the future entry-level Volkswagen can be equipped with new functions throughout its entire life cycle," he said. "Even after purchase of a new car, the small Volkswagen can still be individually adapted to customer needs." Volkswagen says the ID EVERY1 concept is a compact electric vehicle with a 70 kW motor, a top speed of 130 km/h, a minimum range of 250 km (150 miles), seating for four, and a 305-liter luggage capacity. Volkswagen has a press release with additional information.

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The Dutch parliament approved motions urging the government to reduce reliance on U.S. software companies by developing a sovereign cloud platform and reconsidering contracts with American firms. Reuters reports: While such initiatives have foundered in the past due to a lack of viable European alternatives, lawmakers said changing relations with the United States under the presidency of Donald Trump have given the issue fresh urgency. "The question we as Europeans must ask ourselves is: do we feel comfortable with people like Trump, (Meta CEO Mark) Zuckerberg and (X owner Elon) Musk ruling over our data?" said Marieke Koekkoek of the pro-European Volt party, who authored one of the eight motions, in an email to Reuters. In addition to launching a sovereign cloud services platform, the motions called on the government to re-examine a decision to use Amazon's web services for the Netherlands' internet domain hosting, and to develop alternatives to U.S. software and preferential treatment for European firms in public tenders. [...] Bert Hubert, a Dutch technology expert who has advocated for reducing dependency on the U.S., said: "This is only the first step in potentially doing something." But he said one important outcome would be forcing agencies to publicly report on risks related to their reliance on U.S. cloud firms. "With the advent of Trump 2.0, it has become clear that this is not something you can harmlessly sign off on," he said.

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General Motors is partnering with Nvidia to enhance its self-driving and manufacturing capabilities by leveraging Nvidia's AI chips, software, and simulation tools. "GM says it will apply several of Nvidia's products to its business, such as the Omniverse 3D graphics platform which will run simulations on virtual assembly lines with an eye on reducing downtime and improving efficiency," reports The Verge. "The automaker also plans to equip its next-generation vehicles with Nvidia's 'AI brain' for advanced driver assistance and autonomous driving. And it will employ the chipmaker's AI training software to make its vehicle assembly line robots better at certain tasks, like precision welding and material handling." From the report: GM already uses Nvidia's GPUs to train its AI software for simulation and validation. Today's announcement was about expanding those use cases into improving its manufacturing operations and autonomous vehicles, GM CEO Mary Barra said in a statement. (Dave Richardson, GM's senior VP of Software and Services Engineering will be joining NVIDIA's Norm Marks for a fireside chat at the conference.) "AI not only optimizes manufacturing processes and accelerates virtual testing but also helps us build smarter vehicles while empowering our workforce to focus on craftsmanship," Barra said. "By merging technology with human ingenuity, we unlock new levels of innovation in vehicle manufacturing and beyond." GM will adopt Nvidia's in-car software products to build next-gen vehicles with autonomous driving capabilities. That includes the company's Drive AGX system-on-a-chip (SoC), similar to Tesla's Full Self-Driving chip or Intel's Mobileye EyeQ. The SoC runs the "safety-certified" DriveOS operating system, built on the Blackwell GPU architecture, which is capable of delivering 1,000 trillion operations per second (TOPS) of high-performance compute, the company says. [...] In a briefing with reporters, Ali Kani, Nvidia's vice president and general manager of automotive, described the chipmaking company's automotive business as still in its "infancy," with the expectation that it will only bring in $5 billion this year. (Nvidia reported over $130 billion in revenue in 2024 for all its divisions.) Nvidia's chips are in less than 1 percent of the billions of cars on the road today, he added. But the future looks promising. The company is also announcing deals with Tier 1 auto supplier Magna, which helped build Sony's Afeela concept, to use Drive AGX in the company's next-generation advanced driver assist software. "We believe automotive is a trillion dollar opportunity for Nvidia," Kani said.

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Nvidia unveiled its next wave of AI processors at GTC on Tuesday, announcing Blackwell Ultra chips that will ship in the second half of 2025, followed by the Vera Rubin architecture in 2026. CEO Jensen Huang also revealed that its 2028 chips will be named after physicist Richard Feynman. The Blackwell Ultra maintains the same 20 petaflops of AI performance as standard Blackwell chips but increases memory from 192GB to 288GB of HBM3e. Nvidia claims these chips can process 1,000 tokens per second -- ten times faster than its 2022 hardware -- enabling AI reasoning tasks like running DeepSeek-R1 models with 10-second response times versus 1.5 minutes on H100 chips. Vera Rubin will deliver a substantial leap to 50 petaflops in 2026, featuring Nvidia's first custom Arm-based CPU design called Olympus. Nvidia is also changing how it counts GPUs -- Rubin itself contains two dies working as one chip. The annual release cadence represents a strategic shift for Nvidia, which previously introduced new architectures every two years before the AI boom transformed its business.

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An anonymous reader quotes a report from Reuters: A federal appeals court in Washington, D.C., on Tuesday affirmed that a work of art generated by artificial intelligence without human input cannot be copyrighted under U.S. law. The U.S. Court of Appeals for the District of Columbia Circuit agreed with the U.S. Copyright Office that an image created by Stephen Thaler's AI system "DABUS" was not entitled to copyright protection, and that only works with human authors can be copyrighted. Tuesday's decision marks the latest attempt by U.S. officials to grapple with the copyright implications of the fast-growing generative AI industry. The Copyright Office has separately rejected artists' bids for copyrights on images generated by the AI system Midjourney. The artists argued they were entitled to copyrights for images they created with AI assistance -- unlike Thaler, who said that his "sentient" system created the image in his case independently. [...] U.S. Circuit Judge Patricia Millett wrote for a unanimous three-judge panel on Tuesday that U.S. copyright law "requires all work to be authored in the first instance by a human being." "Because many of the Copyright Act's provisions make sense only if an author is a human being, the best reading of the Copyright Act is that human authorship is required for registration," the appeals court said.

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U.S. Vice President J.D. Vance denounced decades of globalization for hampering American innovation in a speech to entrepreneurs and venture capitalists on Tuesday, arguing that offshoring has eroded U.S. technological leadership. "Our workers have been failed by the government of the last 40 years," Vance told the American Dynamism Summit, criticizing two "conceits" of globalization: that nations manufacturing products wouldn't eventually design them too, and that cheap foreign labor benefits innovation. "As they got better at the low end of the value chain, they also started catching up on the higher end. We were squeezed from both ends," Vance said, adding that "cheap labor is fundamentally a crutch" that inhibits technological advancement. The Trump administration recently rolled back Biden-era AI regulations, with Vance emphasizing their goal to "incentivize investment in our own borders, in our own businesses, our own workers and our own innovation." Vance, a former venture capitalist, dismissed fears about AI eliminating jobs, comparing it to ATMs which ultimately created more financial sector roles.

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Eric Migicovsky, founder of Pebble, will release two new smartwatches running the newly open-sourced Pebble operating system through his company Core Devices. The Core 2 Duo, priced at $149 and shipping in July, utilizes unused Pebble 2 frames with the same black-and-white E Ink display. The device features a 30-day battery life -- quadruple its predecessor's -- and incorporates a speaker for AI assistant interaction. Approximately 10,000 units will be available. The Core Time 2, arriving in December at $225, adds touchscreen functionality to the classic Pebble design while maintaining physical buttons and month-long battery life. Both devices face iPhone integration challenges. Migicovsky cautioned potential tariff increases would be passed to consumers, stating, "We're going to charge more if it costs more." "I'm not building a company to sell millions of these," Migicovsky said. "The goal is to make something I really want."

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Despite spending hundreds of millions on blockbuster films, Netflix continues to churn out critically panned big-budget fare with its latest $300 million flop, "The Electric State," starring Chris Pratt and Millie Bobby Brown. While the streaming giant has produced acclaimed films by giving talented directors creative freedom -- resulting in successes like "The Irishman," "Marriage Story" and "The Power of the Dog" -- it has repeatedly failed to create genuinely compelling blockbusters despite attracting major talent and pouring massive resources into productions like "Red Notice," "The Gray Man" and now "The Electric State." These expensive Netflix "mockbusters" lack the overwhelming sensations that theatrical blockbusters deliver, instead feeling like glorified content designed primarily for home viewing. The Russo brothers' "Electric State," with its drab visuals and lifeless performances, exemplifies how Netflix's biggest productions feel infused with the knowledge they're merely "content first."

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Meta's open AI model family Llama has reached 1 billion downloads, CEO Mark Zuckerberg announced on Tuesday, marking a 53% increase from the 650 million reported in early December. Llama, which powers Meta's AI assistant across Facebook, Instagram and WhatsApp, operates under a proprietary license that some developers consider commercially restrictive despite its free availability. Major corporations including Spotify, AT&T and DoorDash currently deploy Llama models in production environments.

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An anonymous reader shares a report: Apple lost an appeal on Tuesday against a regulatory assessment that opens the iPhone maker up to stricter controls in Germany, the Federal Court of Justice ruled on Tuesday, following years of debate over the company's market position. Federal judges backed the German cartel office's 2023 designation of Apple as a "company of paramount cross-market significance for competition".

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