To speed up AI adoption across industries, HPE and NVIDIA today launched new AI factory offerings at HPE Discover in Las Vegas. The new lineup includes everything from modular AI factory infrastructure and HPE’s AI-ready RTX PRO Servers (HPE ProLiant Compute DL380a Gen12), to the next generation of HPE’s turnkey AI platform, HPE Private Cloud AI. The goal: give enterprises a framework to build and scale generative, agentic and industrial AI. The NVIDIA AI Computing by HPE portfolio is now among the broadest in the market. The portfolio combines NVIDIA Blackwell accelerated computing, NVIDIA Spectrum-X Ethernet and NVIDIA BlueField-3 networking technologies, NVIDIA AI Enterprise software and HPE’s full portfolio of servers, storage, services and software. This now includes HPE OpsRamp Software, a validated observability solution for the NVIDIA Enterprise AI Factory, and HPE Morpheus Enterprise Software for orchestration. The result is a pre-integrated, modular infrastructure stack to help teams get AI into production faster. This includes the next-generation HPE Private Cloud AI, co-engineered with NVIDIA and validated as part of the NVIDIA Enterprise AI Factory framework. This full-stack, turnkey AI factory solution will offer HPE ProLiant Compute DL380a Gen12 servers with the new NVIDIA RTX PRO 6000 Blackwell Server Edition GPUs. These new NVIDIA RTX PRO Servers from HPE provide a universal data center platform for a wide range of enterprise AI and industrial AI use cases, and are now available to order from HPE. HPE Private Cloud AI includes the latest NVIDIA AI Blueprints, including the NVIDIA AI-Q Blueprint for AI agent creation and workflows. HPE also announced a new NVIDIA HGX B300 system, the HPE Compute XD690, built with NVIDIA Blackwell Ultra GPUs. It’s the latest entry in the NVIDIA AI Computing by HPE lineup and is expected to ship in October. In Japan, KDDI is working with HPE to build NVIDIA AI infrastructure to accelerate global adoption. The HPE-built KDDI system will be based on the NVIDIA GB200 NVL72 platform, built on the NVIDIA Grace Blackwell architecture, at the KDDI Osaka Sakai Data Center. To accelerate AI for financial services, HPE will co-test agentic AI workflows built on Accenture’s AI Refinery with NVIDIA, running on HPE Private Cloud AI. Initial use cases include sourcing, procurement and risk analysis. HPE said it’s adding 26 new partners to its “Unleash AI” ecosystem to support more NVIDIA AI use cases. The company now offers more than 70 packaged AI workloads, from fraud detection and video analytics to sovereign AI and cybersecurity. Security and governance were a focus, too. HPE Private Cloud AI supports air-gapped management, multi-tenancy and post-quantum cryptography. HPE’s try-before-you-buy program lets customers test the system in Equinix data centers before purchase. HPE also introduced new programs, including AI Acceleration Workshops with NVIDIA, to help scale AI deployments. Watch the keynote: HPE CEO Antonio Neri announced the news from the Las Vegas Sphere on Tuesday at 9 a.m. PT. Register for the livestream and watch the replay. Explore more: Learn how NVIDIA and HPE build AI factories for every industry. Visit the partner page.

Casa Sofia | © Fernando Guerra / FG+SG Located in the historic heart of Lagos, Portugal, Casa Sofia by Mário Martins Atelier is a thoughtful exercise in urban integration and contemporary reinterpretation. Occupying a site once held by a modest two-story house, the project is situated on the corner of a block facing the Church of St Sebastião. With its commanding presence, this national monument set a formidable challenge for the architects: introducing a new residence that respects the weight of history while offering a clear, contemporary expression. Casa Sofia Technical Information Architects1-4: Mário Martins Atelier Location: Lagos, Portugal Project Completion Years: 2023 Photographs: © Fernando Guerra / FG+SG It is therefore important to design a building to fit into and complete the block. A house that is quiet and solid, with rhythmic metrics, whose new design brings an identity, with the weight and scent of the times, to a city that has existed for many centuries. – Mário Martins Atelier Casa Sofia Photographs © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG © Fernando Guerra / FG+SG Spatial Organization and Circulation The design’s ambition is anchored in reconciling modern residential needs with the dense urban fabric that defines the walled city. Rather than imposing a bold or disruptive form, the project embraces the existing rhythms and textures of the surrounding architecture. The result is a building that both defers to and elevates the neighborhood’s character. Its restrained profile and carefully modulated facade echo the massing and articulation of the original house while introducing an identity that is clearly of its time. At the core of Casa Sofia’s spatial organization is a deliberate hierarchy of spaces that transitions seamlessly between public, semi-public, and private domains. Entry from the street occurs through a modest set of steps leading to an exterior atrium. This threshold mediates the relationship between the public realm and the interior, grounding the house in its urban context. Once inside, an open hall reveals the vertical flow of the building, dominated by a staircase that appears to float, linking the house’s various levels while maintaining visual continuity throughout. The ground floor houses three bedrooms, each with an ensuite bathroom, radiating from the central hall. This level also contains a small basement for technical support, reinforcing the discreet layering of functional and domestic spaces. Midway up the staircase, the house opens onto a garage, a laundry room, and an intimate courtyard. These areas, essential for daily life, are seamlessly integrated into the overall composition, contributing to a spatial richness that is both pragmatic and sensorial. On the first floor, an open-plan arrangement accommodates the main living spaces. Around a central void, the living and dining areas, kitchen, and master suite are arranged to encourage visual interplay and shared light. This configuration enhances the spatial porosity, ensuring that despite the density of the historic center, the house retains a sense of openness and fluidity. Above, a recessed roof level recedes from the street, culminating in a panoramic terrace with a swimming pool. Here, the building dissolves into the sky, offering expansive views and light-filled leisure spaces that contrast with the more enclosed lower floors. Materiality and Craftsmanship Materiality plays a decisive role in mediating the building’s relationship with its context. White-painted plaster, a familiar element in the region, is punctuated by deep limestone moldings. These details create a play of light and shadow that emphasizes the facade’s verticality and rhythm. The generous thickness of the walls, carried over from the site’s earlier construction, lends a sense of solidity and permanence to the house, recalling the tactile traditions of the Algarve’s architecture. The interior and exterior detailing is characterized by an economy of means, where each material is selected for its ability to reinforce the house’s quiet presence. Local materials and craftsmanship ground the project in its immediate context while responding to environmental imperatives. High thermal comfort is achieved through careful orientation and passive design strategies, complemented by the integration of solar control and water conservation measures. These considerations underscore the project’s commitment to sustainability without resorting to superficial gestures. Broader Urban and Cultural Implications Beyond its immediate function as a family home, Casa Sofia engages in a broader dialogue with its urban and cultural surroundings. The project exemplifies a measured response to the question of how to build within a historical setting without resorting to nostalgia or pastiche. It demonstrates that contemporary architecture can find resonance within heritage contexts by prioritizing the values of continuity, scale, and material authenticity. In its measured dialogue with the Church of St Sebastião and the centuries-old urban landscape of Lagos, Casa Sofia illustrates the potential for architecture to enrich the experience of place through quiet, rigorous interventions. It is a project that reaffirms architecture’s capacity to negotiate between past and present, crafting spaces that are at once deeply contextual and unambiguously of their moment. Casa Sofia Plans Sketch | © Mário Martins Atelier Ground Level | © Mário Martins Atelier Level 1 | © Mário Martins Atelier Level 2 | © Mário Martins Atelier Roof Plan | © Mário Martins Atelier Section | © Mário Martins Atelier Casa Sofia Image Gallery About Mário Martins Atelier Mário Martins Atelier is a Portuguese architecture and urbanism practice founded in 2000 by architect Mário Martins, who holds a degree from the Faculty of Architecture at the Technical University of Lisbon (1988). Headquartered in Lagos with a secondary office in Lisbon, the firm operates with a dedicated multidisciplinary team. The office has developed a broad spectrum of work, from single-family homes and collective housing to public buildings and urban regeneration, distinguished by technical precision, contextual sensitivity, and sustainable strategies. Credits and Additional Notes Lead Architect: Mário Martins, arq. Project Team: Rita Rocha, Sónia Fialho, Susana Caetano, Susana Jóia, Ana Graça Engineering: Nuno Grave Engenharia Building: Marques Antunes Engenharia Lda

Pictured above: A dining room in Dallas, Texas, designed by Studio Thomas James.As you design (or redesign) a room at home, you may have specific ideas about the paint color, furniture placement, and even the lighting scheme your space requires to truly sing. But, if you're not also considering what type of rug will ground the entire look, this essential room-finishing touch may end up feeling like an afterthought. After all, one of the best ways to ensure your space looks expertly planned from top to bottom is to opt for a rug that can anchor the whole space—and, in many cases, that means a maximalist rug.A maximalist-style rug, or one that has a bold color, an abstract or asymmetrical pattern, an organic shape, distinctive pile texture, or unconventional application (such as functioning as a wall mural), offers a fresh answer to the perpetual design question, "What is this room missing?" Instead of defaulting to a neutral-colored, low-pile rug that goes largely unnoticed, a compelling case can be made for choosing a design that functions more as a tactile piece of art. Asha Chaudhary, the CEO of Jaipur, India-based rug brand Jaipur Living, has noticed many consumers moving away from "safe" interiors and embracing designs that pop with personality. "There’s a growing desire to design with individuality and soul. A vibrant or highly detailed rug can instantly transform a space by adding movement, contrast, and character, all in one single piece," she says.Ahead, we spoke to Chaudhary to get her essential tips for choosing the right maximalist rug for your design style, how to evaluate the construction of a piece, and even why you should think outside the box when it comes to the standard area rug shape. Turns out, this foundational mainstay can be a deeply personal expression of identity.Related StoriesWhen a Maximalist Rug Makes SenseJohn MerklAn outdoor lounge in Healdsburg, California, designed by Sheldon Harte.As you might imagine, integrating a maximalist rug into an existing aesthetic isn't about making a one-to-one swap. You'll want to refine your overall approach and potentially tweak elements of the room already in place, too."I like to think about rugs this way: Sometimes they play a supporting role, and other times, they’re the hero of the room," Chaudhary says. "Statement rugs are designed to stand out. They tell stories, stir emotion, and ground a space the way a bold piece of art would."In Chaudhary's work with interior designers who are selecting rugs for clients' high-end homes, she's noticed that tastes have recently swung toward a more maximalist ethos."Designers are leaning into expression and individuality," she says. "There’s growing interest in bold patterns, asymmetry, and designs that reflect the hand of the maker. Color-wise, we’re seeing more adventurous palettes: think jades, bordeauxes, and terracottas. And there’s a strong desire for rugs that feel personal, like they carry a story or a memory." Jaipur LivingJaipur Living’s Manchaha rugs are one-of-a-kind, hand-knotted pieces woven from upcycled hand-spun yarn that follow a freeform design of the artisan’s choosing.Jaipur LivingJaipur Living is uniquely positioned to fulfill the need for one-of-a-kind rugs that are not just visually striking within a space, but deeply meaningful as well. The brand's Manchaha collection (meaning “expression of my heart” in Hindi) comprises rugs made of upcycled yarn, each hand-knotted by rural Indian artisans in freeform shapes that capture the imagination."Each piece is designed from the heart of the artisan, with no predetermined pattern, just emotion, inspiration, and memory woven together by hand. What excites me most is this shift away from perfection and toward beauty that feels lived-in, layered, and real," she adds.There’s a strong desire for rugs that feel personal, like they carry a story or a memory.Related StoryHow to Choose the Right Maximalist RugBrittany AmbridgeDesign firm Drake/Anderson reimagined this Greenwich, Connecticut, living room. Good news for those who are taking a slow-decorating approach with their home: Finding the right maximalist rug for your space means looking at the big picture first."Most shoppers start with size and color, but the first question should really be, 'How will this space be used?' That answer guides everything—material, construction, and investment," says Chaudhary.Are you styling an off-limits living room or a lively family den where guests may occasionally wander in with shoes on? In considering your materials, you may want to opt for a performance-fabric rug for areas subject to frequent wear and tear, but Chaudhary has a clear favorite for nearly all other spaces. "Wool is the gold standard. It’s naturally resilient, stain-resistant, and has excellent bounce-back, meaning it recovers well from foot traffic and furniture impressions," she says. "It’s also moisture-wicking and insulating, making it an ideal choice for both comfort and durability."As far as construction goes, Chaudhary breaks down the most widely available options on the market: A hand-knotted rug, crafted by tying individual knots, is the most durable construction and can last decades, even with daily use.Hand-tufted rugs offer a beautiful look at a more accessible price point, but typically won’t have the same lifespan. Power-loomed rugs can be a great solution for high-traffic areas when made with quality materials. Though they fall at the higher end of the price spectrum, hand-knotted rugs aren't meant to be untouchable—after all, their quality construction helps ensure that they can stand up to minor mishaps in day-to-day living. This can shift your appreciation of a rug from a humble underfoot accent to a long-lasting art piece worthy of care and intentional restoration when the time comes. "Understanding these distinctions helps consumers make smarter, more lasting investments for their homes," Chaudhary says. Related StoryOpting for Unconventional Applications Lesley UnruhSarah Vaile designed this vibrant vestibule in Chicago, Illinois.Maximalist rugs encompass an impressively broad category, and even if you already have an area rug rolled out that you're happy with, there are alternative shapes you can choose, or ways in which they can imbue creative expression far beyond the floor."I’ve seen some incredibly beautiful applications of rugs as wall art. Especially when it comes to smaller or one-of-a-kind pieces, hanging them allows people to appreciate the detail, texture, and artistry at eye level," says Chaudhary. "Some designers have also used narrow runners as table coverings or layered over larger textiles for added dimension."Another interesting facet of maximalist rugs is that you can think outside the rectangle in terms of silhouette."We’re seeing more interest in irregular rug shapes, think soft ovals, curves, even asymmetrical outlines," says Chaudhary. "Clients are designing with more fluidity and movement in mind, especially in open-plan spaces. Extra-long runners, oversized circles, and multi-shape layouts are also trending."Ultimately, the best maximalist rug for you is one that meets your home's needs while highlighting your personal style. In spaces where dramatic light fixtures or punchy paint colors aren't practical or allowed (in the case of renters), a statement-making rug is the ideal solution. While trends will continue to evolve, honing in on a unique—even tailor-made—design will help ensure aesthetic longevity. Follow House Beautiful on Instagram and TikTok.

The Dygma Raise 2 is a wireless split mechanical keyboard that offers a lot, but the price of admittance is just too high for most users.Dygma Raise 2In 2025, the keyboard market is pretty saturated. There are manufacturers offering keyboards tailored to meet practically every budget and aesthetic need.The market ranges from simple wireless keyboards for less than $50 at the value end of the spectrum. At the other, there are high-end models that tout quality engineering, customization, accessories, and all the bells and whistles a $ 300-plus price tag demands. Continue Reading on AppleInsider | Discuss on our Forums

Home Is the Newly Revealed Xbox Handheld a Switch 2 Killer? News Is the Newly Revealed Xbox Handheld a Switch 2 Killer? 6 min read Published: June 14, 2025 Key Takeaways Xbox has announced two new handheld gaming devices in partnership with Asus: the ROG Xbox Ally and ROG Xbox Ally X. They’re expected to compete with Nintendo’s Switch 2, which has sold 3.5M units in just 4 days of its launch. Xbox aims to bring a wide range of game titles to portable handheld devices in order to cater to the gaming PC market. Xbox has entered the handheld gaming market with two new launches: the ROG Xbox Ally and ROG Xbox Ally X in partnership with ASUS. Interestingly, Nintendo released its Switch 2 just last week. The public has received it with much enthusiasm, seeing as it’s already sold around 3.5M units in the first four days of its release. Needless to say, Xbox and Nintendo will be direct competitors in the handheld segment now. We looked at the spec sheets and customer reviews, and both handheld gaming devices seem to have different target audiences. Let’s unpack them in detail. Memory and Storage The ROG Xbox Ally comes in standard white color and features the AMD Ryzen Z2 A Processor with 16GB of memory and 512GB of storage, with a 60Wh battery. The Ally X, on the other hand, comes in striking black with the AMD Ryzen AI Z2 Extreme Processor, 24 GB of memory, and 1 TB of storage, and a 80Wh battery. Source: Rog Ally Life Right off the bat, we believe that Microsoft has done a good job with the storage and processors. In comparison, the Nintendo Switch 2 has 12GB of memory with just 256GB of internal storage. On paper, the Xbox series looks to have an advantage over the Switch 2, which uses a custom NVIDIA T239 chipset for raw power. Nvidia’s DLSS (Deep Learning Super-Sampling), however, gives Switch 2 an advantage over Xbox’s AMD Ryzen processors. DLSS can render games at lower resolutions and, therefore, achieve higher in-use frame rates, which boosts its overall performance. Simply put, despite the gap in on-paper specifications, the Switch 2 may render comparable performance to the Xbox Ally. Take this with a pinch of salt, though, because we’ll only be able to confirm this once we get our hands on the new Xbox handhelds. Display Both the Xbox handhelds feature a 7-inch Full HD (FHD) screen with a 120 Hz refresh rate. In comparison, the Switch 2 screen is bigger, with a 7.9-inch display, also rendering at 120 Hz. However, Switch 2 also features HDR10, giving it a significant edge over Xbox Ally. HDR10 ensures a much wider range of brightness levels and a broader spectrum of colors, so the display looks more vibrant and lifelike. Plus, you’ll see more detailed blacks and whites on the screen with better realism and depth, enhancing your overall gaming experience. The Switch 2 also features VRR technology, which prevents screen tearing and reduces stutter. Notably, the Xbox Ally range has its own version of the VRR, FreeSync Premium. So, truth be told, you might not experience much of a difference in that area. However, HDR10 can definitely prove to be a winner for Switch 2. Product Market Fit While both the Switch 2 and new Xbox handhelds are apparently the same genre of products, Microsoft and Nintendo seem to have different target markets in their minds. Microsoft is focusing more on the Windows handheld market, targeting players who want an on-the-go PC gaming experience. With access to Game Pass and titles from Steam and Epic Games, the Xbox Ally offers a more comprehensive library of games. Nintendo, on the other hand, looks to build on the legacy of the OG Nintendo Switch, which has sold 152M units since its launch in 2017. It aims to tap in on the Nintendo fan base with original titles such as Mario and an improved gaming experience. Also, Xbox is in direct competition with Valve’s Steam Deck. Both are essentially handheld PCs with wide access to PC-compatible aggregated game libraries on the go. Xbox is also introducing the ‘Xbox Experience for Handheld’ feature for its new Ally range, which will make Windows 11 more compatible and optimized for its handheld device – something similar to Valve’s SteamOS on the Steam Deck. Xbox Exploring a New Market Segment The global mobile and handheld gaming market is expected to expand at a rate of 13.8% CAGR till 2034. It may reach a market value of $35.189B.  Valve’s Steam Deck managed to sell around 3.7M units by the end of 2024. On the other hand, Windows-based devices like the ASUS ROG Ally, Lenovo Legion Go, and MSI Claw have sold ~5.9M units so far as per early 2025 reports. This shows there’s certainly demand for Windows-based handheld gaming devices.  Plus, Xbox’s partnership with ASUS could bring along a brand-value advantage for the product. With a seamless Windows 11 experience on an on-the-go device, these sales figures are expected to swell once the Xbox Ally hits the shelves. However, pricing will be a key determinant. The Switch 2 currently sells at $449.99 – or $499.99 with the Mario Kart bundle. The Steam Deck starts at $399.00 and goes up to $649. This means that the price range according to the current market demand is around $400-$600. Anything more than that may result in market adoption issues. The original ASUS ROG Ally is currently priced at $499. There’s little doubt, however, that Xbox would add a premium to this price. So, we’re expecting the price of the ROG Xbox Ally to be around $600, while the ROG Xbox Ally X may cost more than $700. This means that Xbox will be participating in the premium handheld gaming sector, which is something Nintendo and Steam do not cater to. Let’s wait for confirmation regarding the pricing and the launch date. Remember, this was only a feature comparison of the two products, and we’re yet to test them out for a detailed hands-on gaming experience comparison. Stick around for that. Krishi is a seasoned tech journalist with over four years of experience writing about PC hardware, consumer technology, and artificial intelligence.  Clarity and accessibility are at the core of Krishi’s writing style. He believes technology writing should empower readers—not confuse them—and he’s committed to ensuring his content is always easy to understand without sacrificing accuracy or depth. Over the years, Krishi has contributed to some of the most reputable names in the industry, including Techopedia, TechRadar, and Tom’s Guide. A man of many talents, Krishi has also proven his mettle as a crypto writer, tackling complex topics with both ease and zeal. His work spans various formats—from in-depth explainers and news coverage to feature pieces and buying guides.  Behind the scenes, Krishi operates from a dual-monitor setup (including a 29-inch LG UltraWide) that’s always buzzing with news feeds, technical documentation, and research notes, as well as the occasional gaming sessions that keep him fresh.  Krishi thrives on staying current, always ready to dive into the latest announcements, industry shifts, and their far-reaching impacts.  When he's not deep into research on the latest PC hardware news, Krishi would love to chat with you about day trading and the financial markets—oh! And cricket, as well. View all articles by Krishi Chowdhary Our editorial process The Tech Report editorial policy is centered on providing helpful, accurate content that offers real value to our readers. We only work with experienced writers who have specific knowledge in the topics they cover, including latest developments in technology, online privacy, cryptocurrencies, software, and more. Our editorial policy ensures that each topic is researched and curated by our in-house editors. We maintain rigorous journalistic standards, and every article is 100% written by real authors. More from News View all View all

Graduate Student Develops an A.I.-Based Approach to Restore Time-Damaged Artwork to Its Former Glory The method could help bring countless old paintings, currently stored in the back rooms of galleries with limited conservation budgets, to light Scans of the painting retouched with a new technique during various stages in the process. On the right is the restored painting with the applied laminate mask. Courtesy of the researchers via MIT In a contest for jobs requiring the most patience, art restoration might take first place. Traditionally, conservators restore paintings by recreating the artwork’s exact colors to fill in the damage, one spot at a time. Even with the help of X-ray imaging and pigment analyses, several parts of the expensive process, such as the cleaning and retouching, are done by hand, as noted by Artnet’s Jo Lawson-Tancred. Now, a mechanical engineering graduate student at MIT has developed an artificial intelligence-based approach that can achieve a faithful restoration in just hours—instead of months of work. In a paper published Wednesday in the journal Nature, Alex Kachkine describes a new method that applies digital restorations to paintings by placing a thin film on top. If the approach becomes widespread, it could make art restoration more accessible and help bring countless damaged paintings, currently stored in the back rooms of galleries with limited conservation budgets, back to light. The new technique “is a restoration process that saves a lot of time and money, while also being reversible, which some people feel is really important to preserving the underlying character of a piece,” Kachkine tells Nature’s Amanda Heidt. Meet the engineer who invented an AI-powered way to restore art Watch on While filling in damaged areas of a painting would seem like a logical solution to many people, direct retouching raises ethical concerns for modern conservators. That’s because an artwork’s damage is part of its history, and retouching might detract from the painter’s original vision. “For example, instead of removing flaking paint and retouching the painting, a conservator might try to fix the loose paint particles to their original places,” writes Hartmut Kutzke, a chemist at the University of Oslo’s Museum of Cultural History, for Nature News and Views. If retouching is absolutely necessary, he adds, it should be reversible. As such, some institutions have started restoring artwork virtually and presenting the restoration next to the untouched, physical version. Many art lovers might argue, however, that a digital restoration printed out or displayed on a screen doesn’t quite compare to seeing the original painting in its full glory. That’s where Kachkine, who is also an art collector and amateur conservator, comes in. The MIT student has developed a way to apply digital restorations onto a damaged painting. In short, the approach involves using pre-existing A.I. tools to create a digital version of what the freshly painted artwork would have looked like. Based on this reconstruction, Kachkine’s new software assembles a map of the retouches, and their exact colors, necessary to fill the gaps present in the painting today. The map is then printed onto two layers of thin, transparent polymer film—one with colored retouches and one with the same pattern in white—that attach to the painting with conventional varnish. This “mask” aligns the retouches with the gaps while leaving the rest of the artwork visible. “In order to fully reproduce color, you need both white and color ink to get the full spectrum,” Kachkine explains in an MIT statement. “If those two layers are misaligned, that’s very easy to see. So, I also developed a few computational tools, based on what we know of human color perception, to determine how small of a region we can practically align and restore.” The method’s magic lies in the fact that the mask is removable, and the digital file provides a record of the modifications for future conservators to study. Kachkine demonstrated the approach on a 15th-century oil painting in dire need of restoration, by a Dutch artist whose name is now unknown. The retouches were generated by matching the surrounding color, replicating similar patterns visible elsewhere in the painting or copying the artist’s style in other paintings, per Nature News and Views. Overall, the painting’s 5,612 damaged regions were filled with 57,314 different colors in 3.5 hours—66 hours faster than traditional methods would have likely taken. Overview of Physically-Applied Digital Restoration Watch on “It followed years of effort to try to get the method working,” Kachkine tells the Guardian’s Ian Sample. “There was a fair bit of relief that finally this method was able to reconstruct and stitch together the surviving parts of the painting.” The new process still poses ethical considerations, such as whether the applied film disrupts the viewing experience or whether A.I.-generated corrections to the painting are accurate. Additionally, Kutzke writes for Nature News and Views that the effect of the varnish on the painting should be studied more deeply. Still, Kachkine says this technique could help address the large number of damaged artworks that live in storage rooms. “This approach grants greatly increased foresight and flexibility to conservators,” per the study, “enabling the restoration of countless damaged paintings deemed unworthy of high conservation budgets.” Get the latest stories in your inbox every weekday.