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À partir d’avant-hierArs Technica

The Space Force is planning what could be the first military exercise in orbit

Artist's illustration of two satellites performing rendezvous and proximity operations in low-Earth orbit.

Enlarge / Artist's illustration of two satellites performing rendezvous and proximity operations in low-Earth orbit. (credit: True Anomaly)

The US Space Force announced Thursday it is partnering with two companies, Rocket Lab and True Anomaly, for a first-of-its-kind mission to demonstrate how the military might counter "on-orbit aggression."

On this mission, a spacecraft built and launched by Rocket Lab will chase down another satellite made by True Anomaly, a Colorado-based startup. "The vendors will exercise a realistic threat response scenario in an on-orbit space domain awareness demonstration called Victus Haze," the Space Force's Space Systems Command said in a statement.

This threat scenario could involve a satellite performing maneuvers that approach a US spacecraft or a satellite doing something else unusual or unexpected. In such a scenario, the Space Force wants to have the capability to respond, either to deter an adversary from taking action or to defend a US satellite from an attack.

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Pentagon calls for tighter integration between military and commercial space

Aerial view of the Pentagon on March 31.

Enlarge / Aerial view of the Pentagon on March 31. (credit: Photo by Daniel Slim/AFP via Getty Images)

A strategy document released by the Pentagon this week lays out where the US military can most effectively rely on the commercial space industry and what missions should remain in government hands.

"This marks a new effort to harness the remarkable innovation of the commercial space sector to enhance our resilience and strengthen integrated deterrence as a department," said John Plumb, assistant secretary of defense for space policy.

The Space Force already buys a lot from the commercial space industry. The military doesn't build or own satellite launch vehicles—those come from commercial companies. While the Space Force operates government-owned reconnaissance and surveillance satellites, it also buys supplementary data and imagery from the commercial industry.

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Dark Forces Remastered makes a classic Star Wars shooter feel fast and fluid

Player holding a gun inside an Alliance base in Dark Forces.

Enlarge / Do you ever wonder why no contractor has been able to deliver to the Empire a standardized blaster rifle that shoots right where the crosshairs are aiming? Is this covered in the "Legends" extended universe? (credit: Nightdive Studios/LucasFilm)

I remember Dark Forces, or Star Wars: Doom, as a slog. Running a demo of the 1995 game on a Gateway system with an Intel 486DX at 33 MHz, I trudged through seemingly endless gray hallways. I shot at a steady trickle of Stormtroopers with one of their own (intentionally) semi-accurate blaster rifles. After a while, I would ask myself a pertinent, era-specific question: Why was I playing this low-energy nostalgia trip instead of actual Doom?

Dark Forces moved first-person shooters forward in a number of ways. It could lean on Star Wars for familiar sounds and enemies and tech, and a plot with a bit more complexity than "They're demons, they gotta go." It let the player look up and down, jump, and crouch, which were big steps for the time. And its level design went beyond "find the blue key for the blue door," with some clever environmental puzzles and challenges.

Not that key cards don't show up. This game is from 1995, so there are key cards, there are hidden wall-doors, and there are auto-spawning enemies. It's not like the Dark Forces designers could entirely ignore Doom. Nobody could.

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Review: AMD Radeon RX 7900 GRE GPU doesn’t quite earn its “7900” label

ASRock's take on AMD's Radeon RX 7900 GRE.

Enlarge / ASRock's take on AMD's Radeon RX 7900 GRE. (credit: Andrew Cunningham)

In July 2023, AMD released a new GPU called the "Radeon RX 7900 GRE" in China. GRE stands for "Golden Rabbit Edition," a reference to the Chinese zodiac, and while the card was available outside of China in a handful of pre-built OEM systems, AMD didn't make it widely available at retail.

That changes today—AMD is launching the RX 7900 GRE at US retail for a suggested starting price of $549. This throws it right into the middle of the busy upper-mid-range graphics card market, where it will compete with Nvidia's $549 RTX 4070 and the $599 RTX 4070 Super, as well as AMD's own $500 Radeon RX 7800 XT.

We've run our typical set of GPU tests on the 7900 GRE to see how it stacks up to the cards AMD and Nvidia are already offering. Is it worth buying a new card relatively late in this GPU generation, when rumors point to new next-gen GPUs from Nvidia, AMD, and Intel before the end of the year? Can the "Golden Rabbit Edition" still offer a good value, even though it's currently the year of the dragon?

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Nvidia’s new app doesn’t require you to log in to update your GPU driver

Nvidia app promo image

Enlarge (credit: Nvidia)

Nvidia has announced a public beta of a new app for Windows, one that does a few useful things and one big thing.

The new app combines the functions of three apps you'd previously have to hunt through—the Nvidia Control Panel, GeForce Experience, and RTX Experience—into one app. Setting display preferences on games and seeing exactly how each notch between "Performance" and "Quality" will affect its settings is far easier and more visible inside the new app. The old-fashioned control panel is still there if you right-click the Nvidia app's notification panel icon. Installing the new beta upgrades and essentially removes the Experience and Control Panel apps, but they're still available online.

But perhaps most importantly, Nvidia's new app allows you to update the driver for your graphics card, the one you paid for, without having to log in to an Nvidia account. I tested it, it worked, and I don't know why I was surprised, but I've been conditioned that way. Given that driver updates are something people often do with new systems and the prior tendencies of Nvidia's apps to log you out, this is a boon that will pay small but notable cumulative dividends for some time to come.

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SpaceX wants to take over a Florida launch pad from rival ULA

SpaceX's fully stacked Starship rocket and Super Heavy booster on a launch pad in South Texas.

Enlarge / SpaceX's fully stacked Starship rocket and Super Heavy booster on a launch pad in South Texas. (credit: SpaceX)

One of the largest launch pads at Cape Canaveral Space Force Station will become vacant later this year after the final flight of United Launch Alliance's Delta IV Heavy rocket. SpaceX is looking to make the sprawling facility a new home for the Starship launch vehicle.

The environmental review for SpaceX's proposal to take over Space Launch Complex 37 (SLC-37) at Cape Canaveral is getting underway now, with three in-person public meetings and one virtual meeting scheduled for March to collect comments from local residents, according to a new website describing the plan.

Then, federal agencies, led by the Department of the Air Force, will develop an environmental impact statement to evaluate how Starship launch and landing operations will affect the land, air, and water around SLC-37, which sits on Space Force property on the Atlantic coastline.

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Nvidia’s “Chat With RTX” is a ChatGPT-style app that runs on your own GPU

A promotional image of

Enlarge (credit: Nvidia)

On Tuesday, Nvidia released Chat With RTX, a free personalized AI chatbot similar to ChatGPT that can run locally on a PC with an Nvidia RTX graphics card. It uses Mistral or Llama open-weights LLMs and can search through local files and answer questions about them.

Chat With RTX works on Windows PCs equipped with NVIDIA GeForce RTX 30 or 40 Series GPUs with at least 8GB of VRAM. It uses a combination of retrieval-augmented generation (RAG), NVIDIA TensorRT-LLM software, and RTX acceleration to enable generative AI capabilities directly on users' devices. This setup allows for conversations with the AI model using local files as a dataset.

"Users can quickly, easily connect local files on a PC as a dataset to an open-source large language model like Mistral or Llama 2, enabling queries for quick, contextually relevant answers," writes Nvidia in a promotional blog post.

Using Chat With RTX, users can talk about various subjects or ask the AI model to summarize or analyze data, similar to how one might interact with ChatGPT. In particular, the Mistal-7B model has built-in conditioning to avoid certain sensitive topics (like sex and violence, of course), but users could presumably somehow plug in an uncensored AI model and discuss forbidden topics without the paternalism inherent in the censored models.

Also, the application supports a variety of file formats, including .TXT, .PDF, .DOCX, and .XML. Users can direct the tool to browse specific folders, which Chat With RTX then scans to answer queries quickly. It even allows for the incorporation of information from YouTube videos and playlists, offering a way to include external content in its database of knowledge (in the form of embeddings) without requiring an Internet connection to process queries.

Rough around the edges

We downloaded and ran Chat With RTX to test it out. The download file is huge, at around 35 gigabytes, owing to the Mistral and Llama LLM weights files being included in the distribution. ("Weights" are the actual neural network files containing the values that represent data learned during the AI training process.) When installing, Chat With RTX downloads even more files, and it executes in a console window using Python with an interface that pops up in a web browser window.

Several times during our tests on an RTX 3060 with 12GB of VRAM, Chat With RTX crashed. Like open source LLM interfaces, Chat With RTX is a mess of layered dependencies, relying on Python, CUDA, TensorRT, and others. Nvidia hasn't cracked the code for making the installation sleek and non-brittle. It's a rough-around-the-edges solution that feels very much like an Nvidia skin over other local LLM interfaces (such as GPT4ALL). Even so, it's notable that this capability is officially coming directly from Nvidia.

On the bright side (a massive bright side), local processing capability emphasizes user privacy, as sensitive data does not need to be transmitted to cloud-based services (such as with ChatGPT). Using Mistral 7B feels similarly capable to early 2022-era GPT-3, which is still remarkable for a local LLM running on a consumer GPU. It's not a true ChatGPT replacement yet, and it can't touch GPT-4 Turbo or Google Gemini Pro/Ultra in processing capability.

Nvidia GPU owners can download Chat With RTX for free on the Nvidia website.

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A sleuthing enthusiast says he found the US military’s X-37B spaceplane

File photo of an X-37B spaceplane.

Enlarge / File photo of an X-37B spaceplane. (credit: Boeing)

It turns out some of the informed speculation about the US military's latest X-37B spaceplane mission was pretty much spot-on.

When the semi-classified winged spacecraft launched on December 28, it flew into orbit on top of a SpaceX Falcon Heavy rocket, which is much larger than the Atlas V and Falcon 9 rockets used to launch the X-37B on its previous missions.

This immediately sparked speculation that the X-37B would reach higher altitudes than its past flights, which remained in low-Earth orbit at altitudes of a few hundred miles. A discovery from Tomi Simola, a satellite tracking hobbyist living near Helsinki, Finland, appears to confirm this suspicion.

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New 6GB version of the RTX 3050 may be Nvidia’s first sub-$200 GPU in over 4 years

New 6GB version of the RTX 3050 may be Nvidia’s first sub-$200 GPU in over 4 years

Enlarge (credit: Gigabyte)

Nvidia launched three new GPUs last month, part of a Super overhaul of the RTX 40-series designed to improve the value of the company's $600-and-up graphics cards.

But today, the company is quietly doing something that it hasn't done in over four years: launching a sub-$200 graphics card. As spotted by TechPowerUp, Nvidia partners like Gigabyte have begun officially announcing a 6GB version of the old RTX 3050 graphics card, albeit with less memory and memory bandwidth, fewer CUDA cores, and lower power requirements.

The announcement follows a few days of leaked retail listings, which generally point to an MSRP of roughly $179 for the new-old card. This would make it Nvidia's first sub-$200 graphics card launch since the GeForce GTX 1650 Super came out in late 2019, a four-year gap caused partially by a cryptocurrency- and pandemic-fueled GPU shortage that lasted from late 2020 into mid-to-late 2022.

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eBay to pay $59M after DOJ ties pill press sales to fentanyl drug rings

eBay to pay $59M after DOJ ties pill press sales to fentanyl drug rings

Enlarge (credit: Iryna Imago | iStock / Getty Images Plus)

eBay has agreed to pay $59 million after the US Department of Justice accused the online marketplace of selling thousands of pill presses and encapsulating machines, some of which were used by rings trafficking in illegal counterfeit pills.

It's the fourth largest settlement under the Controlled Substances Act (CSA) and the first-ever settlement with an e-commerce company, a DOJ press release noted.

“Through its website, eBay made it easy for individuals across the country to obtain the type of dangerous machines that are often used to make counterfeit pills," Nikolas Kerest, US attorney for the District of Vermont, said. "Our investigation revealed that some of these machines were even sold to individuals who were later convicted of drug-related crimes."

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Nvidia RTX 4080 Super review: All you need to know is that it’s cheaper than a 4080

  • PNY's version of the RTX 4080 Super. [credit: Andrew Cunningham ]

Nvidia's new RTX 4080 Super is technically faster than the regular 4080, but, by an order of magnitude, the most interesting thing about it is that, at its launch price of $999, it's $200 cheaper than the original 4080. I am going to write more after this sentence, but that's basically the review. You're welcome to keep reading, and I would appreciate it if you would, but truly there is only one number you need to know, and it is "$200."

All three of these Super cards—the 4070 Super, the 4070 Ti Super, and now the 4080 Super—are mild correctives for a GPU generation that has been more expensive than its predecessors and also, in relative terms, less of a performance boost. The difference is that where the 4070 Super and 4070 Ti Super try to earn their existing price tags by boosting performance, the 4080 Super focuses on lowering its price to be more in line with where its competition is.

Yes, it's marginally faster than the original 4080, but its best feature is a price drop from $1,199 to a still high, but more reasonable, $999. What it doesn't do is attempt to close the gap between the 4080 series and the 4090, a card that still significantly outruns any other consumer GPU that AMD or Nvidia offers. But if you have a big budget, want something that's still head-and-shoulders above the entire RTX 30-series, and don't want to deal with the 4090's currently inflated pricing, the 4080 Super is much more appealing than the regular 4080, even if it is basically the same GPU with a new name.

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Review: Nvidia’s RTX 4070 Ti Super is better, but I still don’t know who it’s for

  • Our specific RTX 4070 Ti Super is a PNY model, the RTX 4070 Ti Super 16GB Verto. [credit: Andrew Cunningham ]

Of all of Nvidia's current-generation GPU launches, there hasn't been one that's been quite as weird as the case of the "GeForce RTX 4080 12GB."

It was the third and slowest of the graphics cards Nvidia announced at the onset of the RTX 40-series, and at first blush it just sounded like a version of the second-fastest RTX 4080 but with less RAM. But spec sheets and Nvidia's own performance estimates showed that there was a deceptively huge performance gap between the two 4080 cards, enough that calling them both "4080" could have lead to confusion and upset among buyers.

Taking the hint, Nvidia reversed course, "unlaunching" the 4080 12GB because it was "not named right." This decision came late enough in the launch process that a whole bunch of existing packaging had to be trashed and that new BIOSes with new GPU named needed to be flashed to the cards before they could be sold.

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Secret military space programs can be a little less secret, Pentagon says

A delegation of French military officers visited the Combined Space Operations Center in 2022 at Vandenberg Space Force Base, California.

Enlarge / A delegation of French military officers visited the Combined Space Operations Center in 2022 at Vandenberg Space Force Base, California. (credit: US Space Force/Tech. Sgt. Luke Kitterman)

Late last year, Deputy Secretary of Defense Kathleen Hicks signed a memo to overhaul a decades-old policy on how the Pentagon keeps sensitive military space programs secret. However, don't expect defense officials to openly discuss everything they're doing to counter China and Russia in orbit.

John Plumb, assistant secretary of defense for space policy, revealed the policy change in a roundtable with reporters on January 17. For many years, across multiple administrations, Pentagon officials have lamented their inability to share information with other countries and commercial partners. Inherently, they argued, this stranglehold on information limits the military's capacity to connect with allies, deter adversaries, and respond to threats in space.

In his statement last week, Plumb said this new policy "removes legacy classification barriers that have inhibited our ability to collaborate across the US government and also with allies on issues related to space."

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Review: Nvidia’s $600 GeForce RTX 4070 Super is one of its best values

The GeForce RTX 4070 Super Founders Edition.

Enlarge / The GeForce RTX 4070 Super Founders Edition. (credit: Andrew Cunningham)

Judging by the comments on YouTube reviews, you'd think Nvidia's RTX 4070, launched in April 2023 for $599, was a terrible graphics card. The reaction wasn't as brutal as it was among commenters and reviewers for the 4060 Ti a month later (a "waste of sand," declared Gamers Nexus), but you'd usually find praise for its power efficiency but criticism of its price (high for a xx70 card) and its performance improvement relative to the previous generation (only about as fast as an RTX 3080, sometimes less).

Those are all largely valid criticisms. But the 4070 is Nvidia's most popular RTX 4000-series desktop GPU, at least according to the (admittedly flaky and opaque) Steam Hardware Survey data for December 2023. It's not in the top 10—this is dominated by older midrange GeForce cards that have been out a lot longer—but it's doing better than Nvidia's other 40-series desktop cards and better than every one of AMD's RX 7000-series cards put together.

The release of the RTX 4070 Super should help bring the enthusiast commentariat version of reality and the Steam Hardware Survey's version of reality into closer sync with one another. At the same $599 price—still more than the $499 of the 2070 Super or 3070, but not higher than the 4070—you get performance that Nvidia says is more in line with the RTX 3090. And the power efficiency remains quite impressive, though power use overall is up just a bit from the regular 4070.

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They’re not cheap, but Nvidia’s new Super GPUs are a step in the right direction

Nvidia's latest GPUs, apparently dropping out of hyperspace.

Enlarge / Nvidia's latest GPUs, apparently dropping out of hyperspace. (credit: Nvidia)

  • Nvidia's latest GPUs, apparently dropping out of hyperspace. [credit: Nvidia ]

If there’s been one consistent criticism of Nvidia’s RTX 40-series graphics cards, it’s been pricing. All of Nvidia’s product tiers have seen their prices creep up over the last few years, but cards like the 4090 raised prices to new heights, while lower-end models like the 4060 and 4060 Ti kept pricing the same but didn’t improve performance much.

Today, Nvidia is sprucing up its 4070 and 4080 tiers with a mid-generation “Super” refresh that at least partially addresses some of these pricing problems. Like older Super GPUs, the 4070 Super, 4070 Ti Super, and 4080 Super use the same architecture and support all the same features as their non-Super versions, but with bumped specs and tweaked prices that might make them more appealing to people who skipped the originals.

The 4070 Super will launch first, on January 17, for $599. The $799 RTX 4070 Ti Super launches on January 24, and the $999 4080 Super follows on January 31.

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2023 was the year that GPUs stood still

2023 was the year that GPUs stood still

Enlarge (credit: Andrew Cunningham)

In many ways, 2023 was a long-awaited return to normalcy for people who build their own gaming and/or workstation PCs. For the entire year, most mainstream components have been available at or a little under their official retail prices, making it possible to build all kinds of PCs at relatively reasonable prices without worrying about restocks or waiting for discounts. It was a welcome continuation of some GPU trends that started in 2022. Nvidia, AMD, and Intel could release a new GPU, and you could consistently buy that GPU for roughly what it was supposed to cost.

That's where we get into how frustrating 2023 was for GPU buyers, though. Cards like the GeForce RTX 4090 and Radeon RX 7900 series launched in late 2022 and boosted performance beyond what any last-generation cards could achieve. But 2023's midrange GPU launches were less ambitious. Not only did they offer the performance of a last-generation GPU, but most of them did it for around the same price as the last-gen GPUs whose performance they matched.

The midrange runs in place

Not every midrange GPU launch will get us a GTX 1060—a card roughly 50 percent faster than its immediate predecessor and beat the previous-generation GTX 980 despite costing just a bit over half as much money. But even if your expectations were low, this year's midrange GPU launches have been underwhelming.

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A top-secret Chinese spy satellite just launched on a supersized rocket

A Long March 5 rocket, the largest launcher in China's inventory, deployed a classified Chinese military satellite into orbit Friday.

Enlarge / A Long March 5 rocket, the largest launcher in China's inventory, deployed a classified Chinese military satellite into orbit Friday. (credit: CASC)

China's largest rocket apparently wasn't big enough to launch the country's newest spy satellite, so engineers gave the rocket an upgrade.

The Long March 5 launcher flew with a payload fairing some 20 feet (6.2 meters) taller than its usual nose cone when it took off on Friday with a Chinese military spy satellite. This made the Long March 5, with a height of some 200 feet, the tallest rocket China has ever flown.

Adding to the intrigue, the Chinese government claimed the spacecraft aboard the Long March 5 rocket, named Yaogan-41, is a high-altitude optical remote-sensing satellite. These types of surveillance satellites usually fly much closer to Earth to obtain the sharpest images possible of an adversary's military forces and strategically important sites.

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Effects of Falcon Heavy launch delay could ripple to downstream missions

A SpaceX Falcon Heavy rocket is seen outside the company's hangar at Kennedy Space Center, Florida.

A SpaceX Falcon Heavy rocket is seen outside the company's hangar at Kennedy Space Center, Florida. (credit: SpaceX)

SpaceX and the US Space Force thought they were ready to launch the military's mysterious X-37B spaceplane this week, but ground teams in Florida need to roll the Falcon Heavy rocket back into its hangar for servicing.

This is expected to push back the launch until at least late December, perhaps longer. SpaceX and Space Force officials have not divulged details about the problems causing the delay.

SpaceX called off a launch attempt Monday night at NASA's Kennedy Space Center in Florida to resolve a problem with a ground system. A senior Space Force official told Ars on Wednesday that additional issues will cause an additional delay in the launch.

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CVS, Rite Aid, Walgreens hand out medical records to cops without warrants

Par : Beth Mole
CVS, Rite Aid, Walgreens hand out medical records to cops without warrants

Enlarge (credit: Getty | Jeffrey Greenberg)

All of the big pharmacy chains in the US hand over sensitive medical records to law enforcement without a warrant—and some will do so without even running the requests by a legal professional, according to a congressional investigation.

The revelation raises grave medical privacy concerns, particularly in a post-Dobbs era in which many states are working to criminalize reproductive health care. Even if people in states with restrictive laws cross state lines for care, pharmacists in massive chains, such as CVS, can access records across borders.

Lawmakers noted the pharmacies' policies for releasing medical records in a letter dated Tuesday to the Department of Health and Human Services (HHS) Secretary Xavier Becerra. The letter—signed by Sen. Ron Wyden (D-Ore.), Rep. Pramila Jayapal (D-Wash.), and Rep. Sara Jacobs (D-Calif.)—said their investigation pulled information from briefings with eight big prescription drug suppliers.

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After a chaotic three years, GPU sales are starting to look normal-ish again

AMD's Radeon RX 7600.

Enlarge / AMD's Radeon RX 7600. (credit: Andrew Cunningham)

It has been an up-and-down decade for most consumer technology, with a pandemic-fueled boom in PC sales giving way to a sales crater that the market is still gradually recovering from. But few components have had as hard a time as gaming graphics cards, which were near-impossible to buy at reasonable prices for about two years and then crashed hard as GPU companies responded with unattainable new high-end products.

According to the GPU sales analysts at Jon Peddie Research, things may finally be evening out. Its data shows that GPU shipments have returned to quarter-over-quarter and year-over-year growth after two years of shrinking sales. This is the second consecutive quarter this has happened, which "strongly indicates that things are finally on the upswing for the graphics industry."

JPR reports that overall GPU unit shipments (which include integrated and dedicated GPUs) are up 16.8 percent from Q2 and 36.6 percent from a year ago. Dedicated GPU sales increased 37.4 percent from Q2. When comparing year-over-year numbers, the biggest difference is that Nvidia, AMD, and Intel all have current-generation GPUs available in the $200–$300 range, including the GeForce RTX 4060, the Radeon RX 7600, and the Arc A770 and A750, all of which were either unavailable or newly launched in Q3 of 2022.

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In a surprise move, the military’s spaceplane will launch on Falcon Heavy

The military's X-37B spaceplane landed last November to end the program's sixth mission.

Enlarge / The military's X-37B spaceplane landed last November to end the program's sixth mission. (credit: US Space Force/Staff Sgt. Adam Shanks)

The US military's reusable X-37B spaceplane will launch on the next flight of SpaceX's Falcon Heavy rocket, scheduled for December 7, officials announced on Wednesday.

This was unexpected because the spaceplane's six previous missions launched on medium-lift Atlas V or Falcon 9 rockets. This next mission, the seventh by an X-37B spaceplane, will fly on a heavy-lift launcher for the first time.

The payload for the next Falcon Heavy rocket was a secret before the military's announcement on Wednesday. The mission was known simply by the designation USSF-52, and it will take off from NASA's Kennedy Space Center in Florida.

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AI helps 3D printers “write” with coiling fluid ropes like Jackson Pollock

Jackson Pollock working in his Long Island studio adjacent to his home in 1949.

Enlarge / Jackson Pollock working in his Long Island studio adjacent to his home in 1949. (credit: Martha Holmes/The LIFE Picture Collection via Getty Image)

If you've ever drizzled honey on a piece of toast, you've noticed how the amber liquid folds and coils in on itself as it hits the toast. The same thing can happen with 3D and 4D printing if the print nozzle is too far from the printing substrate. Harvard scientists have taken a page from the innovative methods of abstract expressionist artist Jackson Pollock—aka the "splatter master"—to exploit the underlying physics rather than try to control it to significantly speed up the process, according to a new paper published in the journal Soft Matter. With the help of machine learning, the authors were able to decorate a cookie with chocolate syrup to demonstrate the viability of their new approach.

As reported previously, Pollock early on employed a "flying filament" or "flying catenary" technique before he perfected his dripping methods. The paint forms various viscous filaments that are thrown against a vertical canvas. The dripping technique involved laying a canvas flat on the floor and then pouring paint on top of it. Sometimes, he poured it directly from a can; sometimes he used a stick, knife, or brush; and sometimes he used a syringe. The artist usually "rhythmically" moved around the canvas as he worked. His style has long fascinated physicists, as evidenced by the controversy surrounding the question of whether or not Pollock's paintings show evidence of fractal patterns.

Back in 2011, Harvard mathematician Lakshminarayanan Mahadevan collaborated with art historian Claude Cernuschi on an article for Physics Today examining Pollock's use of a "coiling instability" in his paintings. The study mathematically describes how a viscous fluid folds onto itself like a coiling rope—just like pouring cold maple syrup on pancakes.

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Eureka: With GPT-4 overseeing training, robots can learn much faster

In this still captured from a video provided by Nvidia, a simulated robot hand learns pen tricks, trained by Eureka, using simultaneous trials.

Enlarge / In this still captured from a video provided by Nvidia, a simulated robot hand learns pen tricks, trained by Eureka, using simultaneous trials. (credit: Nvidia)

On Friday, researchers from Nvidia, UPenn, Caltech, and the University of Texas at Austin announced Eureka, an algorithm that uses OpenAI's GPT-4 language model for designing training goals (called "reward functions") to enhance robot dexterity. The work aims to bridge the gap between high-level reasoning and low-level motor control, allowing robots to learn complex tasks rapidly using massively parallel simulations that run through trials simultaneously. According to the team, Eureka outperforms human-written reward functions by a substantial margin.

Before robots can interact with the real world successfully, they need to learn how to move their robot bodies to achieve goals—like picking up objects or moving. Instead of making a physical robot try and fail one task at a time to learn in a lab, researchers at Nvidia have been experimenting with using video game-like computer worlds (thanks to platforms called Isaac Sim and Isaac Gym) that simulate three-dimensional physics. These allow for massively parallel training sessions to take place in many virtual worlds at once, dramatically speeding up training time.

"Leveraging state-of-the-art GPU-accelerated simulation in Nvidia Isaac Gym," writes Nvidia on its demonstration page, "Eureka is able to quickly evaluate the quality of a large batch of reward candidates, enabling scalable search in the reward function space." They call it "rapid reward evaluation via massively parallel reinforcement learning."

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Intel’s $180 Arc A580 aims for budget gaming builds, but it’s a hard sell

Intel's Alchemist GPU silicon, the heart of the Arc A750, A770, and now, the A580.

Enlarge / Intel's Alchemist GPU silicon, the heart of the Arc A750, A770, and now, the A580. (credit: Intel)

Intel's Arc GPUs aren't bad for what they are, but a relatively late launch and driver problems meant that the company had to curtail its ambitions quite a bit. Early leaks and rumors that suggested a GeForce RTX 3080 Ti or RTX 3070 level of performance for the top-end Arc card never panned out, and the best Arc cards can usually only compete with $300-and-under midrange GPUs from AMD and Nvidia.

Today Intel is quietly releasing another GPU into that same midrange milieu, the Arc A580. Priced starting at $179, the card aims to compete with lower-end last-gen GPUs like the Nvidia GeForce RTX 3050 or AMD Radeon RX 6600, cards currently available for around $200 that aim to provide a solid 1080p gaming experience (though sometimes with a setting or two turned down for newer and more demanding games).

The A580 is based on the exact same Alchemist silicon as the Arc A750 and A770, but with just 24 of the Xe graphics cores enabled, instead of 28 for the A750 and 32 for the A770. That does mean it has the exact same 256-bit memory bus as those higher-end cards, attached to a serviceable-for-the-price 8GB pool of GDDR6 RAM. Reviews from outlets like Tom's Hardware generally show the A580 beating the RTX 3050 and RX 6600 in most games, but falling a little short of the RTX 3060 and RX 7600 (to say nothing of the RTX 4060, which beats the Arc A750 and A770 in most games).

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