Project G-Assist — available through the NVIDIA App — is an experimental AI assistant that helps tune, control and optimize NVIDIA GeForce RTX systems. NVIDIA’s Plug and Play: Project G-Assist Plug-In Hackathon — running virtually through Wednesday, July 16 — invites the community to explore AI and build custom G-Assist plug-ins for a chance to win prizes and be featured on NVIDIA social media channels. G-Assist allows users to control their RTX GPU and other system settings using natural language, thanks to a small language model that runs on device. It can be used from the NVIDIA Overlay in the NVIDIA App without needing to tab out or switch programs. Users can expand its capabilities via plug-ins and even connect it to agentic frameworks such as Langflow. Below, find popular G-Assist plug-ins, hackathon details and tips to get started. Plug-In and Win Join the hackathon by registering and checking out the curated technical resources. G-Assist plug-ins can be built in several ways, including with Python for rapid development, with C++ for performance-critical apps and with custom system interactions for hardware and operating system automation. For those that prefer vibe coding, the G-Assist Plug-In Builder — a ChatGPT-based app that allows no-code or low-code development with natural language commands — makes it easy for enthusiasts to start creating plug-ins. To submit an entry, participants must provide a GitHub repository, including source code file (plugin.py), requirements.txt, manifest.json, config.json (if applicable), a plug-in executable file and READme code. Then, submit a video — between 30 seconds and two minutes — showcasing the plug-in in action. Finally, hackathoners must promote their plug-in using #AIonRTXHackathon on a social media channel: Instagram, TikTok or X. Submit projects via this form by Wednesday, July 16. Judges will assess plug-ins based on three main criteria: 1) innovation and creativity, 2) technical execution and integration, reviewing technical depth, G-Assist integration and scalability, and 3) usability and community impact, aka how easy it is to use the plug-in. Winners will be selected on Wednesday, Aug. 20. First place will receive a GeForce RTX 5090 laptop, second place a GeForce RTX 5080 GPU and third a GeForce RTX 5070 GPU. These top three will also be featured on NVIDIA’s social media channels, get the opportunity to meet the NVIDIA G-Assist team and earn an NVIDIA Deep Learning Institute self-paced course credit. Project G-Assist requires a GeForce RTX 50, 40 or 30 Series Desktop GPU with at least 12GB of VRAM, Windows 11 or 10 operating system, a compatible CPU (Intel Pentium G Series, Core i3, i5, i7 or higher; AMD FX, Ryzen 3, 5, 7, 9, Threadripper or higher), specific disk space requirements and a recent GeForce Game Ready Driver or NVIDIA Studio Driver. Plug-In(spiration) Explore open-source plug-in samples available on GitHub, which showcase the diverse ways on-device AI can enhance PC and gaming workflows. Popular plug-ins include: Google Gemini: Enables search-based queries using Google Search integration and large language model-based queries using Gemini capabilities in real time without needing to switch programs from the convenience of the NVIDIA App Overlay. Discord: Enables users to easily share game highlights or messages directly to Discord servers without disrupting gameplay. IFTTT: Lets users create automations across hundreds of compatible endpoints to trigger IoT routines — such as adjusting room lights and smart shades, or pushing the latest gaming news to a mobile device. Spotify: Lets users control Spotify using simple voice commands or the G-Assist interface to play favorite tracks and manage playlists. Twitch: Checks if any Twitch streamer is currently live and can access detailed stream information such as titles, games, view counts and more. Get G-Assist(ance)  Join the NVIDIA Developer Discord channel to collaborate, share creations and gain support from fellow AI enthusiasts and NVIDIA staff. Save the date for NVIDIA’s How to Build a G-Assist Plug-In webinar on Wednesday, July 9, from 10-11 a.m. PT, to learn more about Project G-Assist capabilities, discover the fundamentals of building, testing and deploying Project G-Assist plug-ins, and participate in a live Q&A session. Explore NVIDIA’s GitHub repository, which provides everything needed to get started developing with G-Assist, including sample plug-ins, step-by-step instructions and documentation for building custom functionalities. Learn more about the ChatGPT Plug-In Builder to transform ideas into functional G-Assist plug-ins with minimal coding. The tool uses OpenAI’s custom GPT builder to generate plug-in code and streamline the development process. NVIDIA’s technical blog walks through the architecture of a G-Assist plug-in, using a Twitch integration as an example. Discover how plug-ins work, how they communicate with G-Assist and how to build them from scratch. Each week, the RTX AI Garage blog series features community-driven AI innovations and content for those looking to learn more about NVIDIA NIM microservices and AI Blueprints, as well as building AI agents, creative workflows, digital humans, productivity apps and more on AI PCs and workstations.  Plug in to NVIDIA AI PC on Facebook, Instagram, TikTok and X — and stay informed by subscribing to the RTX AI PC newsletter. Follow NVIDIA Workstation on LinkedIn and X.  See notice regarding software product information.

Navigating the dense urban canyons of cities like San Francisco or New York can be a nightmare for GPS systems. The towering skyscrapers block and reflect satellite signals, leading to location errors of tens of meters. For you and me, that might mean a missed turn. But for an autonomous vehicle or a delivery robot, that level of imprecision is the difference between a successful mission and a costly failure. These machines require pinpoint accuracy to operate safely and efficiently. Addressing this critical challenge, researchers from the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland have introduced a groundbreaking new method for visual localization during CVPR 2025 Their new paper, “FG2: Fine-Grained Cross-View Localization by Fine-Grained Feature Matching,” presents a novel AI model that significantly enhances the ability of a ground-level system, like an autonomous car, to determine its exact position and orientation using only a camera and a corresponding aerial (or satellite) image. The new approach has demonstrated a remarkable 28% reduction in mean localization error compared to the previous state-of-the-art on a challenging public dataset. Key Takeaways: Superior Accuracy: The FG2 model reduces the average localization error by a significant 28% on the VIGOR cross-area test set, a challenging benchmark for this task. Human-like Intuition: Instead of relying on abstract descriptors, the model mimics human reasoning by matching fine-grained, semantically consistent features—like curbs, crosswalks, and buildings—between a ground-level photo and an aerial map. Enhanced Interpretability: The method allows researchers to “see” what the AI is “thinking” by visualizing exactly which features in the ground and aerial images are being matched, a major step forward from previous “black box” models. Weakly Supervised Learning: Remarkably, the model learns these complex and consistent feature matches without any direct labels for correspondences. It achieves this using only the final camera pose as a supervisory signal. Challenge: Seeing the World from Two Different Angles The core problem of cross-view localization is the dramatic difference in perspective between a street-level camera and an overhead satellite view. A building facade seen from the ground looks completely different from its rooftop signature in an aerial image. Existing methods have struggled with this. Some create a general “descriptor” for the entire scene, but this is an abstract approach that doesn’t mirror how humans naturally localize themselves by spotting specific landmarks. Other methods transform the ground image into a Bird’s-Eye-View (BEV) but are often limited to the ground plane, ignoring crucial vertical structures like buildings. FG2: Matching Fine-Grained Features The EPFL team’s FG2 method introduces a more intuitive and effective process. It aligns two sets of points: one generated from the ground-level image and another sampled from the aerial map. Here’s a breakdown of their innovative pipeline: Mapping to 3D: The process begins by taking the features from the ground-level image and lifting them into a 3D point cloud centered around the camera. This creates a 3D representation of the immediate environment. Smart Pooling to BEV: This is where the magic happens. Instead of simply flattening the 3D data, the model learns to intelligently select the most important features along the vertical (height) dimension for each point. It essentially asks, “For this spot on the map, is the ground-level road marking more important, or is the edge of that building’s roof the better landmark?” This selection process is crucial, as it allows the model to correctly associate features like building facades with their corresponding rooftops in the aerial view. Feature Matching and Pose Estimation: Once both the ground and aerial views are represented as 2D point planes with rich feature descriptors, the model computes the similarity between them. It then samples a sparse set of the most confident matches and uses a classic geometric algorithm called Procrustes alignment to calculate the precise 3-DoF (x, y, and yaw) pose. Unprecedented Performance and Interpretability The results speak for themselves. On the challenging VIGOR dataset, which includes images from different cities in its cross-area test, FG2 reduced the mean localization error by 28% compared to the previous best method. It also demonstrated superior generalization capabilities on the KITTI dataset, a staple in autonomous driving research. Perhaps more importantly, the FG2 model offers a new level of transparency. By visualizing the matched points, the researchers showed that the model learns semantically consistent correspondences without being explicitly told to. For example, the system correctly matches zebra crossings, road markings, and even building facades in the ground view to their corresponding locations on the aerial map. This interpretability is extremenly valuable for building trust in safety-critical autonomous systems. “A Clearer Path” for Autonomous Navigation The FG2 method represents a significant leap forward in fine-grained visual localization. By developing a model that intelligently selects and matches features in a way that mirrors human intuition, the EPFL researchers have not only shattered previous accuracy records but also made the decision-making process of the AI more interpretable. This work paves the way for more robust and reliable navigation systems for autonomous vehicles, drones, and robots, bringing us one step closer to a future where machines can confidently navigate our world, even when GPS fails them. Check out the Paper. All credit for this research goes to the researchers of this project. Also, feel free to follow us on Twitter and don’t forget to join our 100k+ ML SubReddit and Subscribe to our Newsletter. Jean-marc MommessinJean-marc is a successful AI business executive .He leads and accelerates growth for AI powered solutions and started a computer vision company in 2006. He is a recognized speaker at AI conferences and has an MBA from Stanford.Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/AI-Generated Ad Created with Google’s Veo3 Airs During NBA Finals, Slashing Production Costs by 95%Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Highlighted at CVPR 2025: Google DeepMind’s ‘Motion Prompting’ Paper Unlocks Granular Video ControlJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Snowflake Charts New AI Territory: Cortex AISQL & Snowflake Intelligence Poised to Reshape Data AnalyticsJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Exclusive Talk: Joey Conway of NVIDIA on Llama Nemotron Ultra and Open Source Models

Who knows where branding will go in the future? However, for many of us working in the creative industries, it's our job to know. So it's something we need to start talking about, and Frontify Futures wants to be the platform where that conversation unfolds. This ambitious new thought leadership initiative from Frontify brings together an extraordinary coalition of voices—CMOs who've scaled global brands, creative leaders reimagining possibilities, strategy directors pioneering new approaches, and cultural forecasters mapping emerging opportunities—to explore how effectiveness, innovation, and scale will shape tomorrow's brand-building landscape. But Frontify Futures isn't just another content platform. Excitingly, from a design perspective, it's also a living experiment in what brand identity can become when technology meets craft, when systems embrace chaos, and when the future itself becomes a design material. Endless variation What makes Frontify Futures' typography unique isn't just its custom foundation: it's how that foundation enables endless variation and evolution. This was primarily achieved, reveals developer and digital art director Daniel Powell, by building bespoke tools for the project. "Rather than rely solely on streamlined tools built for speed and production, we started building our own," he explains. "The first was a node-based design tool that takes our custom Frame and Hairline fonts as a base and uses them as the foundations for our type generator. With it, we can generate unique type variations for each content strand—each article, even—and create both static and animated type, exportable as video or rendered live in the browser." Each of these tools included what Daniel calls a "chaos element: a small but intentional glitch in the system. A microstatement about the nature of the future: that it can be anticipated but never fully known. It's our way of keeping gesture alive inside the system." One of the clearest examples of this is the colour palette generator. "It samples from a dynamic photo grid tied to a rotating colour wheel that completes one full revolution per year," Daniel explains. "But here's the twist: wind speed and direction in St. Gallen, Switzerland—Frontify's HQ—nudges the wheel unpredictably off-centre. It's a subtle, living mechanic; each article contains a log of the wind data in its code as a kind of Easter Egg." Another favourite of Daniel's—yet to be released—is an expanded version of Conway's Game of Life. "It's been running continuously for over a month now, evolving patterns used in one of the content strand headers," he reveals. "The designer becomes a kind of photographer, capturing moments from a petri dish of generative motion." Core Philosophy In developing this unique identity, two phrases stood out to Daniel as guiding lights from the outset. The first was, 'We will show, not tell.' "This became the foundation for how we approached the identity," recalls Daniel. "It had to feel like a playground: open, experimental, and fluid. Not overly precious or prescriptive. A system the Frontify team could truly own, shape, and evolve. A platform, not a final product. A foundation, just as the future is always built on the past." The second guiding phrase, pulled directly from Frontify's rebrand materials, felt like "a call to action," says Daniel. "'Gestural and geometric. Human and machine. Art and science.' It's a tension that feels especially relevant in the creative industries today. As technology accelerates, we ask ourselves: how do we still hold onto our craft? What does it mean to be expressive in an increasingly systemised world?" Stripped back and skeletal typography The identity that Daniel and his team created reflects these themes through typography that literally embodies the platform's core philosophy. It really started from this idea of the past being built upon the 'foundations' of the past," he explains. "At the time Frontify Futures was being created, Frontify itself was going through a rebrand. With that, they'd started using a new variable typeface called Cranny, a custom cut of Azurio by Narrow Type." Daniel's team took Cranny and "pushed it into a stripped-back and almost skeletal take". The result was Crany-Frame and Crany-Hairline. "These fonts then served as our base scaffolding," he continues. "They were never seen in design, but instead, we applied decoration them to produce new typefaces for each content strand, giving the identity the space to grow and allow new ideas and shapes to form." As Daniel saw it, the demands on the typeface were pretty simple. "It needed to set an atmosphere. We needed it needed to feel alive. We wanted it to be something shifting and repositioning. And so, while we have a bunch of static cuts of each base style, we rarely use them; the typefaces you see on the website and social only exist at the moment as a string of parameters to create a general style that we use to create live animating versions of the font generated on the fly." In addition to setting the atmosphere, it needed to be extremely flexible and feature live inputs, as a significant part of the branding is about the unpredictability of the future. "So Daniel's team built in those aforementioned "chaos moments where everything from user interaction to live windspeeds can affect the font." Design Process The process of creating the typefaces is a fascinating one. "We started by working with the custom cut of Azurio (Cranny) from Narrow Type. We then redrew it to take inspiration from how a frame and a hairline could be produced from this original cut. From there, we built a type generation tool that uses them as a base. "It's a custom node-based system that lets us really get in there and play with the overlays for everything from grid-sizing, shapes and timing for the animation," he outlines. "We used this tool to design the variants for different content strands. We weren't just designing letterforms; we were designing a comprehensive toolset that could evolve in tandem with the content. "That became a big part of the process: designing systems that designers could actually use, not just look at; again, it was a wider conversation and concept around the future and how designers and machines can work together." In short, the evolution of the typeface system reflects the platform's broader commitment to continuous growth and adaptation." The whole idea was to make something open enough to keep building on," Daniel stresses. "We've already got tools in place to generate new weights, shapes and animated variants, and the tool itself still has a ton of unused functionality. "I can see that growing as new content strands emerge; we'll keep adapting the type with them," he adds. "It's less about version numbers and more about ongoing movement. The system's alive; that's the point. A provocation for the industry In this context, the Frontify Futures identity represents more than smart visual branding; it's also a manifesto for how creative systems might evolve in an age of increasing automation and systematisation. By building unpredictability into their tools, embracing the tension between human craft and machine precision, and creating systems that grow and adapt rather than merely scale, Daniel and the Frontify team have created something that feels genuinely forward-looking. For creatives grappling with similar questions about the future of their craft, Frontify Futures offers both inspiration and practical demonstration. It shows how brands can remain human while embracing technological capability, how systems can be both consistent and surprising, and how the future itself can become a creative medium. This clever approach suggests that the future of branding lies not in choosing between human creativity and systematic efficiency but in finding new ways to make them work together, creating something neither could achieve alone.

A dangerous strain of bird flu is spreading in US livestockMediaMedium/Alamy Since Donald Trump assumed office in January, the leading US public health agency has pulled back preparations for a potential bird flu pandemic. But as it steps back, another government agency is stepping up. While the US Department of Health and Human Services (HHS) previously held regular briefings on its efforts to prevent a wider outbreak of a deadly bird flu virus called H5N1 in people, it largely stopped once Trump took office. It has also cancelled funding for a vaccine that would have targeted the virus. In contrast, the US Department of Agriculture (USDA) has escalated its fight against H5N1’s spread in poultry flocks and dairy herds, including by funding the development of livestock vaccines. This particular virus – a strain of avian influenza called H5N1 – poses a significant threat to humans, having killed about half of the roughly 1000 people worldwide who tested positive for it since 2003. While the pathogen spreads rapidly in birds, it is poorly adapted to infecting humans and isn’t known to transmit between people. But that could change if it acquires mutations that allow it to spread more easily among mammals – a risk that increases with each mammalian infection. The possibility of H5N1 evolving to become more dangerous to people has grown significantly since March 2024, when the virus jumped from migratory birds to dairy cows in Texas. More than 1,070 herds across 17 states have been affected since then. H5N1 also infects poultry, placing the virus in closer proximity to people. Since 2022, nearly 175 million domestic birds have been culled in the US due to H5N1, and almost all of the 71 people who have tested positive for it had direct contact with livestock. Get the most essential health and fitness news in your inbox every Saturday. Sign up to newsletter “We need to take this seriously because when [H5N1] constantly is spreading, it’s constantly spilling over into humans,” says Seema Lakdawala at Emory University in Georgia. The virus has already killed a person in the US and a child in Mexico this year. Still, cases have declined under Trump. The last recorded human case was in February, and the number of affected poultry flocks fell 95 per cent between then and June. Outbreaks in dairy herds have also stabilised. It isn’t clear what is behind the decline. Lakdawala believes it is partly due to a lull in bird migration, which reduces opportunities for the virus to spread from wild birds to livestock. It may also reflect efforts by the USDA to contain outbreaks on farms. In February, the USDA unveiled a $1 billion plan for tackling H5N1, including strengthening farmers’ defences against the virus, such as through free biosecurity assessments. Of the 150 facilities that have undergone assessment, only one has experienced an H5N1 outbreak. Under Trump, the USDA also continued its National Milk Testing Strategy, which mandates farms provide raw milk samples for influenza testing. If a farm is positive for H5N1, it must allow the USDA to monitor livestock and implement measures to contain the virus. The USDA launched the programme in December and has since ramped up participation to 45 states. “The National Milk Testing Strategy is a fantastic system,” says Erin Sorrell at Johns Hopkins University in Maryland. Along with the USDA’s efforts to improve biosecurity measures on farms, milk testing is crucial for containing the outbreak, says Sorrell. But while the USDA has bolstered its efforts against H5N1, the HHS doesn’t appear to have followed suit. In fact, the recent drop in human cases may reflect decreased surveillance due to workforce cuts, says Sorrell. In April, the HHS laid off about 10,000 employees, including 90 per cent of staff at the National Institute for Occupational Safety and Health, an office that helps investigate H5N1 outbreaks in farm workers. “There is an old saying that if you don’t test for something, you can’t find it,” says Sorrell. Yet a spokesperson for the US Centers for Disease Control and Prevention (CDC) says its guidance and surveillance efforts have not changed. “State and local health departments continue to monitor for illness in persons exposed to sick animals,” they told New Scientist. “CDC remains committed to rapidly communicating information as needed about H5N1.” The USDA and HHS also diverge on vaccination. While the USDA has allocated $100 million toward developing vaccines and other solutions for preventing H5N1’s spread in livestock, the HHS cancelled $776 million in contracts for influenza vaccine development. The contracts – terminated on 28 May – were with the pharmaceutical company Moderna to develop vaccines targeting flu subtypes, including H5N1, that could cause future pandemics. The news came the same day Moderna reported nearly 98 per cent of the roughly 300 participants who received two doses of the H5 vaccine in a clinical trial had antibody levels believed to be protective against the virus. The US has about five million H5N1 vaccine doses stockpiled, but these are made using eggs and cultured cells, which take longer to produce than mRNA-based vaccines like Moderna’s. The Moderna vaccine would have modernised the stockpile and enabled the government to rapidly produce vaccines in the event of a pandemic, says Sorrell. “It seems like a very effective platform and would have positioned the US and others to be on good footing if and when we needed a vaccine for our general public,” she says. The HHS cancelled the contracts due to concerns about mRNA vaccines, which Robert F Kennedy Jr – the country’s highest-ranking public health official – has previously cast doubt on. “The reality is that mRNA technology remains under-tested, and we are not going to spend taxpayer dollars repeating the mistakes of the last administration,” said HHS communications director Andrew Nixon in a statement to New Scientist. However, mRNA technology isn’t new. It has been in development for more than half a century and numerous clinical trials have shown mRNA vaccines are safe. While they do carry the risk of side effects – the majority of which are mild – this is true of almost every medical treatment. In a press release, Moderna said it would explore alternative funding paths for the programme. “My stance is that we should not be looking to take anything off the table, and that includes any type of vaccine regimen,” says Lakdawala. “Vaccines are the most effective way to counter an infectious disease,” says Sorrell. “And so having that in your arsenal and ready to go just give you more options.” Topics:

Here at Country Living, we love to study trends, especially those with timeless appeal. As the Senior Homes and Style Editor, it's my job to track these trends and decide which ones are worth covering and which ones are not, which is exactly why I've been watching the rise of wood paneling the last few years. People are desperate to move away from cold, clinical minimalism and make their homes feel more welcoming and lived-in. I was surprised, though, when I started seeing more and more paneling in the kitchen—not just on the walls, but acting as a backsplash. Below, we're diving into everything you need to know about the material set to replace tile as the designer-preferred kitchen backsplash this year. Related Stories What Types of Wood Paneling Are Trending? Before we get too far, let's be clear: Tile backsplash isn't going anywhere any time soon, and I'm definitely not saying you should rip out all your tile and replace it with wood paneling just because it's popular. Wood paneling offers a fresh alternative to tile that adds a warm layer to a space that can otherwise feel sterile. It's been beloved as an easy way to add character to your walls for decades, and its foray into the kitchen shouldn't be a surprise as cottage kitchens become more and more popular both online and in real life. Before you toss out your tile samples, let's examine which types of paneling might be best for your kitchen. ShiplapLove it or hate it, shiplap is here to stay. This style, made popular by Chip and Joanna Gaines more than a decade ago, offers a classic look, making it perfect for homes regardless of their age or location. If you love this look but want something that feels less ubiquitous, avoid white shiplap and choose a warmer neutral, such as Interactive Cream by Sherwin-Williams or Rhine River by Benjamin Moore. Nickel Gap Paneling Think of nickel gap paneling, which gets its name from the consistent, nickel-width gap between each of the planks, as shiplap's older, more refined cousin. Unlike shiplap, which uses a type of connecting grove called a rabbet joint, nickel gap uses a classic tongue-and-groove joinery system. Once installed, the planks feel more elevated and purposeful than standard shiplap. While any type of wood can be used for nickel gap paneling, inexpensive woods, such as pine and poplar, or even MDF are popular options. BeadboardA longtime favorite in country kitchens, beadboard paneling is full of historic cottage charm. (My two cents: If a design element was good enough for the Victorians, it's good enough for me!) Because beadboard has a raised edge—the "bead" that gives it its name—it's a great way to add texture and a sense of history to a space, and might be the best option if you're trying to add age to a newly built kitchen. Related StoryIs a Wood Backsplash Safe?If you love the lived-in look, then wood backsplash is perfect for you, and when installed with care and paired with the right materials, wood is just as safe as tile. If you have a gas stove, always pair wood backsplash with a fire-safe material such as marble or quartz. This not only keeps your wood backsplash in pristine condition but also protects it from any open flame. If you're using an induction cooktop, feel free to leave your wood backsplash uncovered. Related StoryExamples of Wood BacksplashBecky Luigart-Stayner for Country LivingBeadboard backsplash adds a cozy twist to this gingham-filled kitchen’s stove cove from designer Trinity Holmes. Stacy Zarin GoldbergIn designer Molly Singer’s kitchen, simple wood paneling adds country charm. Ali Harper for Country LivingIn this Alabama river cottage, designed by Jensen Killen, wood-planked walls were painted a creamy white and run horizontally throughout the kitchen. Mike D'AvelloKnotty pine adds country charm to this kitchen designed by HGTV star Jenny Marrs.Becky Luigart-Stayner for Country LivingIn Maribeth Jones’ Alabama kitchen, yellow walls and paneling add cottage charm when paired with painted floors and a fruit-inspired wallpaper. Related StoriesAnna LoganSenior Homes & Style EditorAnna Logan is the Senior Homes & Style Editor at Country Living, where she has been covering all things home design, including sharing exclusive looks at beautifully designed country kitchens, producing home features, writing everything from timely trend reports on the latest viral aesthetic to expert-driven explainers on must-read topics, and rounding up pretty much everything you’ve ever wanted to know about paint, since 2021. Anna has spent the last seven years covering every aspect of the design industry, previously having written for Traditional Home, One Kings Lane, House Beautiful, and Frederic. She holds a degree in journalism from the University of Georgia. When she’s not working, Anna can either be found digging around her flower garden or through the dusty shelves of an antique shop. Follow her adventures, or, more importantly, those of her three-year-old Maltese and official Country Living Pet Lab tester, Teddy, on Instagram.  

Jun 06, 2025The Hacker NewsMalware / Endpoint Security Cybersecurity researchers are alerting to a new malware campaign that employs the ClickFix social engineering tactic to trick users into downloading an information stealer malware known as Atomic macOS Stealer (AMOS) on Apple macOS systems. The campaign, according to CloudSEK, has been found to leverage typosquat domains mimicking U.S.-based telecom provider Spectrum. "macOS users are served a malicious shell script designed to steal system passwords and download an AMOS variant for further exploitation," security researcher Koushik Pal said in a report published this week. "The script uses native macOS commands to harvest credentials, bypass security mechanisms, and execute malicious binaries." It's believed that the activity is the work of Russian-speaking cybercriminals owing to the presence of Russian language comments in the malware's source code. The starting point of the attack is a web page that impersonates Spectrum ("panel-spectrum[.]net" or "spectrum-ticket[.]net"). Visitors to the sites in question are served a message that instructs them to complete a hCaptcha verification check to in order to "review the security" of their connection before proceeding further. However, when the user clicks the "I am human" checkbox for evaluation, they are displayed an error message stating "CAPTCHA verification failed," urging them to click a button to go ahead with an "Alternative Verification." Doing so causes a command to be copied to the users' clipboard and the victim is shown a set of instructions depending on their operating system. While they are guided to run a PowerShell command on Windows by opening the Windows Run dialog, it's substituted by a shell script that's executed by launching the Terminal app on macOS. The shell script, for its part, prompts users to enter their system password and downloads a next-stage payload, in this case, a known stealer called Atomic Stealer. "Poorly implemented logic in the delivery sites, such as mismatched instructions across platforms, points to hastily assembled infrastructure," Pal said. "The delivery pages in question for this AMOS variant campaign contained inaccuracies in both its programming and front-end logic. For Linux user agents, a PowerShell command was copied. Furthermore, the instruction 'Press & hold the Windows Key + R' was displayed to both Windows and Mac users." The disclosure comes amid a surge in campaigns using the ClickFix tactic to deliver a wide range of malware families over the past year. "Actors carrying out these targeted attacks typically utilize similar techniques, tools, and procedures (TTPs) to gain initial access," Darktrace said. "These include spear phishing attacks, drive-by compromises, or exploiting trust in familiar online platforms, such as GitHub, to deliver malicious payloads." The links distributed using these vectors typically redirect the end user to a malicious URL that displays a fake CAPTCHA verification check in an attempt to deceive users into thinking that they are carrying out something innocuous, when, in reality, they are guided to execute malicious commands to fix a non-existent issue. The end result of this effective social engineering method is that users end up compromising their own systems, enabling threat actors to bypass security controls. The cybersecurity company said it identified multiple ClickFix attacks across customer environments in Europe, the Middle East, and Africa (EMEA), and in the United States. And these campaigns are gaining steam, adopting several variations but operating with the same end goal of delivering malicious payloads, ranging from trojans to stealers to ransomware. Earlier this week, Cofense outlined an email phishing campaign that spoofs Booking.com, targeting hotel chains and the food services sector with fake CAPTCHAs that lead to XWorm RAT, PureLogs Stealer, and DanaBot. The fact that ClickFix is flexible and easy to adapt makes it an attractive malware distribution mechanism. "While the exact email structure varies from sample to sample, these campaigns generally provide Booking[.]com-spoofing emails with embedded links to a ClickFix fake CAPTCHA site which is used to deliver a malicious script that runs RATs and/or information stealers," Cofense said. The email security firm said it has also observed ClickFix samples mimicking cookie consent banners, wherein clicking on the "Accept" button causes a malicious script file to be downloaded. The user is subsequently prompted to run the script to accept cookies. In one April 2025 incident analyzed by Darktrace, unknown threat actors were found to utilize ClickFix as an attack vector to download nondescript payloads to burrow deeper into the target environment, conduct lateral movement, send system-related information to an external server via an HTTP POST request, and ultimately exfiltrate data. "ClickFix baiting is a widely used tactic in which threat actors exploit human error to bypass security defenses," Darktrace said. "By tricking endpoint users into performing seemingly harmless, everyday actions, attackers gain initial access to systems where they can access and exfiltrate sensitive data." Other ClickFix attacks have employed phony versions of other popular CAPTCHA services like Google reCAPTCHA and Cloudflare Turnstile for malware delivery under the guise of routine security checks. These fake pages are "pixel-perfect copies" of their legitimate counterparts, sometimes even injected into real-but-hacked websites to trick unsuspecting users. Stealers such as Lumma and StealC, as well as full-fledged remote access trojans (RATs) like NetSupport RAT are some of the payloads distributed via bogus Turnstile pages. "Modern internet users are inundated with spam checks, CAPTCHAs, and security prompts on websites, and they've been conditioned to click through these as quickly as possible," SlashNext's Daniel Kelley said. "Attackers exploit this 'verification fatigue,' knowing that many users will comply with whatever steps are presented if it looks routine." Found this article interesting? This article is a contributed piece from one of our valued partners. Follow us on Twitter  and LinkedIn to read more exclusive content we post. SHARE    

These annual rankings were last updated on June 6, 2025. Want to see your firm on next year’s list? Continue reading for more on how you can improve your studio’s ranking. Traversing the German nation, one will encounter a similar historic program to other European capitals — Romanesque churches, Renaissance monuments and more — blended with functionalist and modernist structures. Early twenty-first-century Germany gave rise to the thriving Bauhaus. Founded by Walter Gropius, this school introduced brand-new architectural thinking, an ideology rooted in function, clarity and mass production. Materials like concrete and glass were favored, socially progressive housing blocks were constructed, and a newfound appreciation for modernism emerged. The spirit of the great Bauhaus teachers — Mies van der Rohe, for example — vigorously lives on and inspires contemporary designers today. Additionally, modern industrial architecture took off post-war and has played a prominent role in the nation’s economic growth, continuing to do so today. The architectural devastation from WWII resulted in mass reconstruction efforts. The post-war restoration and rebuilding embraced a functional attitude, which continued the legacy of the Bauhaus movement despite its closing over a decade prior. Today, German architecture continues to champion the nation’s modernist brilliance through innovative designs that push technological boundaries and celebrate culture. With so many architecture firms to choose from, it’s challenging for clients to identify the industry leaders that will be an ideal fit for their project needs. Fortunately, Architizer is able to provide guidance on the top design firms in Germany based on more than a decade of data and industry knowledge. How are these architecture firms ranked? The following ranking has been created according to key statistics that demonstrate each firm’s level of architectural excellence. The following metrics have been accumulated to establish each architecture firm’s ranking, in order of priority: The number of A+Awards won (2013 to 2025) The number of A+Awards finalists (2013 to 2025) The number of projects selected as “Project of the Day” (2009 to 2025) The number of projects selected as “Featured Project” (2009 to 2025) The number of projects uploaded to Architizer (2009 to 2025) Each of these metrics is explained in more detail at the foot of this article. This ranking list will be updated annually, taking into account new achievements of Germany architecture firms throughout the year. Without further ado, here are the 30 best architecture firms in Germany: 30. Format Elf Architekten © Format Elf Architekten Simple and touching. Format Elf Architekten is an architecture firm that focuses on residential architecture. Some of Format Elf Architekten’s most prominent projects include: Longhouses, Bad Birnbach, Germany FORMSTELLE, Töging am Inn, Germany House B, Munich, Germany Die Basis, Munich, Germany The following statistics helped Format Elf Architekten achieve 30th place in the 30 Best Architecture Firms in Germany: Featured Projects 1 Total Projects 4 29. Bruzkus Batek Architects © Jens Bösenberg | Whitelight Studio GmbH BRUZKUS BATEK Since 2007, this internationally active office specialised in designing hotels, offices, shops, restaurants and private housing – and particularly in the detailing of high-quality interiors. After 10 successful years, it is time for a change. As of 2018, Bruzkus Batek is splitting into BATEK ARCHITECTS and ESTER BRUZKUS ARCHITECTS. Some of Bruzkus Batek Architects’ most prominent projects include: Razorfish, Berlin, Germany Office Ester Bruzkus Architekten, Berlin, Germany Colette Tim Raue Munich, Munich, Germany Apartment PP, Berlin, Germany Dean, Berlin, Germany The following statistics helped Bruzkus Batek Architects achieve 29th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 3 Total Projects 28 28. Ester Bruzkus Architekten © Ester Bruzkus Architekten Founded in 2002 in Berlin, Ester Bruzkus Architekten is an architecture and interior design practice with global ties: Berlin, New York, Paris, Tel Aviv, Boston, Dubai, Moscow, Vladivostok, Tenerife. We have extensive experience with design at many scales: from the design of tables and furniture to exquisite residences and workspaces to international theaters, restaurants and hotels. Straight lines, precise planning, material contrasts – and plenty of surprises. The architecture of Ester Bruzkus and her team makes use of contrasts of thick and thin, sharp and soft, curved and straight, rough and smooth, common and opulent, colorful and restrained, playful and well-resolved. Special projects result from a dialogue of space and light, materiality and color, existing constraints and new opportunities – and especially a synergy between the needs of the client, the space and the aspirations of great design. Some of Ester Bruzkus Architekten’s most prominent projects include: Razorfish, Berlin, Germany Office Ester Bruzkus Architekten, Berlin, Germany Colette Tim Raue Munich, Munich, Germany Apartment PP, Berlin, Germany Dean, Berlin, Germany The following statistics helped Ester Bruzkus Architekten achieve 28th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 3 Total Projects 34 27. Architekten Wannenmacher + Möller © Architekten Wannenmacher + Möller GmbH Architects Wannenmacher + Möller, based in Bielefeld Germany, has been in practice for almost 60 years. Today the office is run by second generation Andreas Wannenmacher and Hans-Heinrich Möller. It was founded by Gregor Wannenmacher in Düsseldorf, Germany in 1955. Over the years the office grew continuously and became one of the largest architectural firms in the German region Eastern Westfalia. Most of the activities were focused in this region. During the last years, however, the office had the opportunity to design buildings and control their realization outside this region, some of them in foreign countries throughout Europe, Asia, and the USA. Some of Architekten Wannenmacher + Möller’s most prominent projects include: Ford Hagemeier Halle , Germany Wohnhaus Möllmann, Bielefeld, Germany House P+G, Weinheim, Germany House in Paderborn, Paderborn, Germany Borchen Sports Hall, Borchen, Germany The following statistics helped Architekten Wannenmacher + Möller achieve 27th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 4 Total Projects 14 26. Design.Develop.Build – GA Tech | PBSA | RWTH © Design.Develop.Build - GA Tech | PBSA | RWTH Students from the Georgia Institute of Technology, RWTH Aachen University and PBSA Düsseldorf design, develop and build civic architecture. Some of Design.Develop.Build’s most prominent projects include: Guga S’Thebe Children’s Theatre, Cape Town, South Africa The following statistics helped Design.Develop.Build achieve 26th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 A+Awards Finalist 1 Featured Projects 1 Total Projects 1 25. Ecker Architekten © Ecker Architekten Ecker Architekten is an architecture and design firm based in Germany. Ecker Architekten’s design portfolio includes a variety of architectural projects, such as cultural, commercial, government and health, educational, and more. Some of Ecker Architekten’s most prominent projects include: The Forum at Eckenberg Gymnasium, Adelsheim, Germany Field Chapel, Buchen (Odenwald), Germany Kindergarten Dandelion Clock, Germany Kanzlei Balkenhol, BW, Germany Branch Bank in Hettingen, Hettingen, Germany The following statistics helped Ecker Architekten achieve 25th place in the 30 Best Architecture Firms in Germany: Featured Projects 4 Total Projects 8 24. Sehw Architektur © Helin Bereket “Sehw stands for meaningfulness, emotion, attitude and change.” Our mission: building architecture sustainably, thinking innovatively and creating social added value. “Sehw stands for an aesthetic of sustainability in architecture.” // Sustainability // Acting sustainably We are not just planning for today but for the generation of tomorrow and beyond. For us, sustainable architecture means forward-looking planning and the development of future-proof utilization concepts. In times of rapid climate change, we are committed to resource-conserving construction methods and the use of renewable energies. Recyclable building materials and circular economy are the basis for a long life cycle and corresponding sustainability certifications of our buildings. We value and protect existing structures and materials. Some of Sehw Architektur’s most prominent projects include: KIT, Karlsruhe, Germany Weitblick Innovation Campus, Augsburg, Germany Inclusive School Centre Döbern, Döbern, Germany The Copper Coil, Rostock, Germany Around the Corner – Student Apartment Building, Berlin, Germany The following statistics helped Sehw Architektur achieve 24th place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 18 23. PHILIPPARCHITEKTEN Anna Philipp © PHILIPPARCHITEKTEN Anna Philipp A passion for houses. There’s nothing more significant to describe what our architecture office is about: houses — simple, yet complex. The archetype of all construction is our passion. That’s what we stand for. On this we work holistically with a team of architects and engineers. Center of our designing is the human being. We understand architecture as a second skin, which must be tailored. At the same time it’s essential to reflect the unique character of the location. The goal is a harmonious triad of mankind, nature and architecture. The focus and specialization on houses and villas is faced by a wide diversification in the range of services offered. Some of PHILIPPARCHITEKTEN Anna Philipp’s most prominent projects include: Villa Philipp, Waldenburg, Germany Villa Lombardo, Lugano, Switzerland A monastery of modernity, Augsburg, Germany Villa Schatzlmayr, Passau, Germany Villa Mauthe, Bahlingen, Germany The following statistics helped PHILIPPARCHITEKTEN Anna Philipp achieve 23rd place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 22 22. KRESINGS © Roman Mensing KRESINGS is a studio for architecture, interior design, urban planning and product design with offices in Munster and Dusseldorf. Since its founding by Rainer Maria Kresing in 1985 four further partners joined the management: Kilian Kresing, Christian Kawe, Matthias Povel and André Perret. More than 60 employees — architects, designers, planners and engineers — guarantee a broad range of creative and qualified services. Experience meets creative ease. The studio has been awarded with national awards like those of the BDA (Bund Deutscher Architekten) and the DAM (Deutsches Architektur Museum). KRESINGS: Experts and team players in areas of office and industrial buildings, facilities for research, education and culture as well as individual designs for residential buildings. Some of KRESINGS’ most prominent projects include: Student Residence Boeselagerstraße, Münster, Germany Headquarters Mitsubishi Electric Europe, Ratingen, Germany Petting Zoo, Öhringen, Germany Freiherr-vom-Stein-High-School, Münster, Germany Residential Building Hoher Heckenweg, Münster, Germany The following statistics helped KRESINGS achieve 22nd place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 33 21. 3deluxe © 3deluxe The interdisciplinary design collective 3deluxe, consisting of about 30 individuals centered around Dieter Brell, Peter Seipp and Andreas and Stephan Lauhoff, has been creating groundbreaking impulses in the fields of architecture and interior design, graphic and media design. In creative synergy hybrid forms of two and three dimensional design are created: graphic works develop a spatial impact, while architectural drafts are based on communication principles. In this way, complex collages are contrived, so called ‚multilayered atmospheres‘, that foster multiple sensory experiences and allow for a multitude of potential interpretations. Paramount is the broadening of an absolute understanding of space and image towards a dynamic, processual approach. Some of 3deluxe’s most prominent projects include: V- Plaza Urban Development, Kaunas, Lithuania Kaffee Partner Headquarters, Osnabrück, Germany Butterfly Pavilion, Sharjah, United Arab Emirates Leonardo Glass Cube, Bad Driburg, Germany Cyberhelvetia The following statistics helped 3deluxe achieve 21st place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 2 Featured Projects 3 Total Projects 20 20. Christoph Hesse Architects © Deimel und Wittmar Christoph Hesse Architects was founded in 2010 by Christoph Hesse, has offices in Korbach and, since 2018, in Berlin. The architectural practice currently employs an international team of 15 people and has won numerous awards. Some of Christoph Hesse Architects’ most prominent projects include: VITOS Outpatient psychiatric clinic for traumatized refugees, Korbach, Germany Villa F / the off-the-grid house in the central highlands of Germany, Medebach, Germany StrohTherme, Medebach, Germany Room of Silence, Korbach, Germany The following statistics helped Christoph Hesse Architects achieve 20th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 Featured Projects 2 Total Projects 4 19. Zeller & Moye © Zeller & Moye Zeller & Moye is a design studio based in Mexico City and Berlin that works at the intersection of architecture, arts, design and latest technology through an experimental, multidisciplinary and collaborative working culture. Some of Zeller & Moye’s most prominent projects include: HAUS KÖRIS, Brandenburg, Germany SANDRA WEIL Store, Mexico City, Mexico TROQUER FASHION HOUSE, Mexico City, Mexico CASA VERNE, Mexico City, Mexico CASA HILO, Mexico The following statistics helped Zeller & Moye achieve 19th place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 12 18. Ippolito Fleitz Group – Identity Architects © Ippolito Fleitz Group - Identity Architects Ippolito fleitz group is a multidisciplinary, internationally operating design studio based in Stuttgart.We are identity architects. We work in unison with our clients to develop architecture, products and communication that are part of a whole and yet distinctive in their own right. This is how we define identity.With meticulous analysis before we begin.With animated examination in the conceptional phase. With a clarity of argument in the act of persuasion.With a love of accuracy in the realisation.With a serious goal and a lot of fun along the way. Working together with our clients.As architects of identity, we conceive and construct buildings, interiors and landscapes; we develop products and communication measures. Some of Ippolito Fleitz Group – Identity Architects’ most prominent projects include: Das GERBER, Stuttgart, Germany Hunke – Jewellers and Opticians, Ludwigsburg, Germany Bella Italia Weine, Stuttgart, Germany ippolito fleitz group | Residential Building, Denkendorf, Germany WakuWaku Dammtor, Hamburg, Germany The following statistics helped Ippolito Fleitz Group - Identity Architects achieve 18th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 1 Featured Projects 4 Total Projects 26 17. VON M © Zooey Braun VON M is an architecture and design firm based in Germany. VON M’s design portfolio includes a variety of architectural projects, such as cultural, residential, educational, commercial, hospitality and sport, and more. Some of VON M’s most prominent projects include: Museum Luthers Sterbehaus, Eisleben, Germany BHM Pavillon, Wolfegg, Germany Kinder- und Familienzentrum, Ludwigsburg, Germany Hotel Bauhofstrasse, Ludwigsburg, Germany HS77, Stuttgart, Germany The following statistics helped VON M achieve 17th place in the 30 Best Architecture Firms in Germany: Featured Projects 6 Total Projects 11 16. Plastique Fantastique © Plastique Fantastique Plastique Fantastique is a collective for temporary architecture that samples the performative possibilities of urban environments. Established in Berlin in 1999, Plastique Fantastique has been influenced by the unique circumstances that made the city a laboratory for temporary spaces. Plastique Fantastique’s synthetic structures affect surrounding spaces like a soap bubble does: Similar to a foreign body, it occupies and mutates urban space. Their interventions change the way we perceive and interact in urban environments. By mixing different landscape types, an osmotic passage between private and public space is generating new hybrid environments.Regardless the way people view a bubble, walk around its exterior or move inside it, the pneumatic structure is a medium to experience the same physical setting in a temporary extraordinary situation. Some of Plastique Fantastique’s most prominent projects include: LOUD SHADOWS, Terschelling, Netherlands Blurry Venice, Venice, Italy Aeropolis, Copenhagen, Denmark superKOLMEMEN, Helsinki, Finland MOBILE PPS (Personal Protective Space) for Doctors The following statistics helped Plastique Fantastique achieve 16th place in the 30 Best Architecture Firms in Germany: Featured Projects 5 Total Projects 5 15. 4a Architekten © 4a Architekten GmbH Shaping atmosphere, lending identity, creating quality of space — these are the values that characterize the buildings of 4a Architekten. The starting point and guiding principle of our work is the concept of architecture as living space. Our buildings come into being through intensive team work shaped by interdisciplinary thinking and action. What characterizes a location in terms of its culture and history? What are the client’s expectations and objectives? What is viable within the budget and what are the benefits for users? These questions and this approach bring us to solutions with an individual character — and they apply just as much to the planning of buildings as to the design of interior spaces. Some of 4a Architekten’s most prominent projects include: Therme Lindau on Lake Constance, Lindau, Germany Balingen Civic Hall, Balingen, Germany Emser Thermal Baths, Bad Ems, Germany Spreewald Spa Hotel, Burg, Germany Stegermatt Aquatic Centre, Offenburg, Germany The following statistics helped 4a Architekten achieve 15th place in the 30 Best Architecture Firms in Germany: Featured Projects 7 Total Projects 15 14. schneider+schumacher © schneider+schumacher / Frankfurt - Vienna - Tianjin Our architectural approach is characterized by the enjoyment we have in finding solutions to the complex demands of today’s buildings. We adapt our buildings to fit into their surroundings, yet we also create landmarks. Pragmatic poetry, nurtured not only by design clarity and a conscientious attitude towards the task in hand, but also by a delight in fine details. This design process is constantly informed by the dialogue that takes place on a daily basis between the various professional disciplines in all our specialized divisions – architecture, construction and project management, design, a.o. — and international offices. schneider+schumacher is headquartered in Frankfurt (GE), and has two branches in Vienna (AU) and Tianjin (CN). Some of schneider+schumacher’s most prominent projects include: Autobahn Church, Wilnsdorf, Germany Oil Harbour Bridge, Raunheim, Germany DOXX – Quayside Development at Mainz Customs Port, Mainz, Germany Städel Museum Extension, Frankfurt, Germany Siegerland Motorway Church, Wilnsdorf, Wilnsdorf, Germany The following statistics helped schneider+schumacher achieve 14th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 1 A+Awards Finalist 2 Featured Projects 5 Total Projects 12 13. ingenhoven associates © ingenhoven associates Celebrating 40 years of excellence since 1985, the studio is pioneer in sustainable architecture, designing and delivering projects of all sizes and typologies across nearly every region of the world, adhering to the highest green building standards, including LEED, Green Star, Minergie, BREEAM, DGNB and CASBEE. With a tailored approach to each location, the multinational, interdisciplinary team creates nuanced architectural solutions with added value and positive social impact. Some of ingenhoven associates’ most prominent projects include: Düsseldorfer Schauspielhaus, Düsseldorf, Germany Freiburg Town Hall, Freiburg, Germany Kö-Bogen 2, Düsseldorf, Germany Marina One, Singapore, Singapore Daniel Swarovski Corporation, Männedorf, Switzerland The following statistics helped ingenhoven associates achieve 13th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 2 Featured Projects 5 Total Projects 28 12. gmp · Architects von Gerkan, Marg und Partner © HG Esch Photography The architects von Gerkan, Marg and Partners (gmp) are an architectural practice that was founded in Hamburg and has branches worldwide. With our generalist approach and more than 50 years of experience, we complete projects in dialogue with our clients and the participating planning disciplines, at all scales and cultural contexts, covering all design phases and working on all continents. The range of our projects extends from family residences to high-rise buildings, from stadiums to concert halls, from office buildings to bridges, and from door hardware to urban planning. With holistic sustainability in mind, we aim to create new and refurbished architecture that is long-lasting and goes beyond temporary fashions, taking into account the global challenges and issues of urbanization, digitalization, and mobility. Some of gmp · Architects von Gerkan, Marg und Partner’s most prominent projects include: Guna Villa, Jūrmala, Latvia Universiade 2011 Sports Center, Shenzhen, China Olympic Stadium, Kiev, Ukraine, Kyiv, Ukraine Olympic Stadium, Berlin, Germany Twin Towers, Commodity Exchange Plaza, Dalian, China The following statistics helped gmp · Architects von Gerkan, Marg und Partner achieve 12th place in the 30 Best Architecture Firms in Germany: Featured Projects 8 Total Projects 36 11. kadawittfeldarchitektur © kadawittfeldarchitektur We are kadawittfeldarchitektur. Originally founded in Aachen in 1999, we today stand for more than just architectural design. The interdisciplinary approach of our work, linking architecture, interior and product design on the one hand and at the interface of town planning and urban projects on the other hand, reflects the full range of our creative output. kadawittfeldarchitektur develops added value space. In a team of more than 170 persons, we create architecture with added value space for living, communication and work environments. In the way we deal with volumes, materials, structures and functions, we strive to integrate our schemes into their surroundings with the objective of creating contemporary and sustainable architecture and meeting the needs of both the users and the general public. Some of kadawittfeldarchitektur’s most prominent projects include: CELTIC MUSEUM, Glauburg, Germany ADIDAS LACES, Herzogenaurach, Germany SPZ, HALLEIN, Hallein, Austria SENIOR CITIZENS RESIDENCE ALTENMARKT, Altenmarkt im Pongau, Austria SALZBURG CENTRAL STATION, Salzburg, Austria The following statistics helped kadawittfeldarchitektur achieve 11th place in the 30 Best Architecture Firms in Germany: Featured Projects 8 Total Projects 32 10. GRAFT © GRAFT What is graft? The English word ‘graft’ provokes a variety of meanings and multiple readings. It stands for transplants in the field of medicine, for cheating, but also for hard work.  In the terminology of botany, grafting is described as the addition of one shoot onto a genetically different host. Some of GRAFT’s most prominent projects include: Ice Stadion “Arena Schierke”, Wernigerode, Germany Show Palace Munich, Munich, Germany Autostadt Roof and Service Pavilion, Wolfsburg, Germany Eiswerk, Berlin, Germany Villa M , Berlin, Germany The following statistics helped GRAFT achieve 10th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 2 Featured Projects 7 Total Projects 17 9. HENN © HENN HENN is an international architecture studio with over 75 years of experience in designing innovative work environments across office, science, healthcare, industry, education, and culture. An interdisciplinary team of 400 professionals works from offices in Munich, Berlin, Frankfurt am Main, and Shanghai. The design process is collaborative and driven by curiosity. HENN draws from the rich expertise of three generations and a global network of partners. All three generations share a common mindset: openness and curiosity. This spirit drives the studio to continuously question and redefine architectural typologies. HENN was founded in 1947 by Walter Henn in Dresden. Early on, he specialized in industrial buildings and played a key role in establishing the Braunschweig School through his academic work. Some of HENN’s most prominent projects include: Porsche Pavilion, Wolfsburg, Germany Zalando Headquarters Berlin, Berlin, Germany Bugatti Atelier, Molsheim, France MobileLife Campus, Wolfsburg, Germany The CUBE, Dresden, Germany The following statistics helped HENN achieve 9th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 A+Awards Finalist 2 Featured Projects 6 Total Projects 30 8. Auer Weber © Aldo Amoretti Photography Founded in 1980, we are an internationally active architectural firm with offices in Stuttgart and Munich. We employ around 150 people from 20 countries and work on projects of various sizes and tasks from initial design through to completion. Each year, we create entries for between 30 and 40 competitions in our two offices, from which we generate a large proportion of our orders. These range from buildings for the community to educational and administrative buildings, sports and leisure facilities and large infrastructure projects. The diversity of our architecture is the result of in-depth study of the building tasks and where these tasks originate. Some of Auer Weber’s most prominent projects include: Aquatic Centre “Aquamotion” Courchevel , Saint-Bon-Tarentaise, France Arena du Pays d’Aix, Aix-en-Provence, France Extension of the District Office in Starnberg, Starnberg, Germany ESO Headquarters Extension, Garching, Germany Olympic Aquatics Stadium, Route de Torcy, France The following statistics helped Auer Weber achieve 8th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 2 A+Awards Finalist 1 Featured Projects 9 Total Projects 24 7. Peter Ruge Architekten © Peter Ruge Architekten GmbH Identity+Sustainability=Architecture Peter Ruge Architekten is a locally and internationally active planning office based in Berlin. Our mission is simple: to develop and build sustainable architecture of the future. The agenda of the team along with three partners Peter Ruge, Kayoko Uchiyama and Matthias Matschewski includes new buildings, optimization of existing properties and urban planning designs. The projects are holistic, i.e. adapted to the climate, culture and needs of the users, and have received numerous awards and certifications. Our detailed understanding of sustainable design processes supports the decisions of our clients. In education field, Prof. Ruge shares our knowledge with a global design community at DIA, Anhalt University of Applied Sciences in Dessau, Shenyang Jianzhu University in China and Kyoto Seika University in Japan. Some of Peter Ruge Architekten’s most prominent projects include: Busan Opera House, South Korea, Busan, South Korea Congress Center Hangzhou, Hangzhou, China House O, Germany, Potsdam-Mittelmark, Germany LTD_1 Hamburg, Germany, Hamburg, Germany Muzeum Lotnictwa Krakow, Poland The following statistics helped Peter Ruge Architekten achieve 7th place in the 30 Best Architecture Firms in Germany: Featured Projects 12 Total Projects 18 6. HPP Architects © Christa Lachenmaier Photography HPP Architects is one of Europe’s leading architectural partnerships with a full range of architectural and master planning services. Since its foundation by Professor Hentrich, the 4th generation of HPP partnership today includes a global team of more than 25 nationalities and 480 architects, engineers, urban designers and specialists. Today it comprises 13 offices including 8 regional offices in Germany and 5 international branches in Turkey, China and Netherlands. HPP Architects’ headquarter is located in the Düsseldorf Media Harbor, further offices are located in Amsterdam, Beijing, Berlin, Cologne, Frankfurt, Hamburg, Istanbul, Leipzig, Munich, Shanghai, Shenzhen and Stuttgart. HPP completed more than 1200 buildings worldwide and aspires to create architectural quality of lasting value beyond the here and now: timeless and yet clearly part of their time, innovative and equally grounded in history. Some of HPP Architects’s most prominent projects include: LVM 5 , Münster, Germany Medical Library Oasis (O.A.S.E.), Düsseldorf, Germany Hochschule Ruhr West, Mülheim, Germany Henkel Asia-Pacific and China Headquarters, Shanghai, China Dreischeibenhaus, Düsseldorf, Germany The following statistics helped HPP Architects achieve 6th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 3 Featured Projects 12 Total Projects 25 5. Behnisch Architekten © David Matthiessen The Stuttgart-based practice known today as Behnisch Architekten was founded in 1989 under the leadership of Stefan Behnisch. Originally established as a branch office of Günter Behnisch’s practice Behnisch & Partner, it became independent in 1991 and has subsequently developed into an international practice with offices in Stuttgart, Munich, Los Angeles/California (1999 – 2011), and Boston. These offices are directed by Stefan Behnisch and his partners in varying combinations. The Partners are Robert Hösle, Robert Matthew Noblett and Stefan Rappold. Stefan Behnisch is involved in all three offices. From the outset, the social dimension of architecture has been a fundamental aspect of the firm’s design philosophy. Some of Behnisch Architekten’s most prominent projects include: SC Workplaces, California City of Santa Monica Public Parking Structure #6, Santa Monica, California Primary School Infanteriestrasse, München, Germany Harvard University Science and Engineering Complex, Boston, Massachusetts John and Frances Angelos Law Center, University of Baltimore, Baltimore, Maryland The following statistics helped Behnisch Architekten achieve 5th place in the 30 Best Architecture Firms in Germany: A+Awards Finalist 9 Featured Projects 8 Total Projects 24 4. wulf architekten © Tobias Vollmer wulf architekten emerged from the architecture practice established 1987 in Stuttgart by Tobias Wulf. Currently the office is managed by Tobias Wulf, Jan-Michael Kallfaß, Ingmar Menzer and Steffen Vogt. From 1996 to 2018, Kai Bierich and Alexander Vohl were partners of Tobias Wulf at wulf architekten. Currently, the company has about 140 employees, nine of them being senior architects. With three office locations – Stuttgart, Berlin and Basel (CH) – wulf architekten is also working on projects abroad. Some of wulf architekten’s most prominent projects include: Parking Garage Facade P22a at the Cologne Exhibition Centre, Cologne, Germany Four primary schools in modular design, Munich, Germany School Center North, Stuttgart, Germany Canteen and Media Center for North vocational school center, Darmstadt, Germany Chamber of Industry and Commerce, headquarters, Stuttgart, Germany The following statistics helped wulf architekten achieve 4th place in the 30 Best Architecture Firms in Germany: A+Awards Winner 1 A+Awards Finalist 1 Featured Projects 11 Total Projects 18 3. TCHOBAN VOSS Architekten © TCHOBAN VOSS Architekten GmbH TCHOBAN VOSS Architekten design, plan and build for national and international clients in the public and private sectors. The company, with offices in Hamburg, Berlin and Dresden, is named after Sergei Tchoban, architect BDA, and his partner Ekkehard Voss, architect BDA (1963-2024). With over 150 highly qualified, interdisciplinary employees and many years of experience, it offers architecturally and functionally sustainable solutions for a wide range of building projects in Germany and abroad. TCHOBAN VOSS Architekten is member of the Association of German Architects (BDA), the Chambers of Architects in Hamburg, Berlin and Saxony, the Förderverein Bundesstiftung Baukultur e.V. as well as of the European Architects Network (EAN). Some of TCHOBAN VOSS Architekten’s most prominent projects include: EDGE Suedkreuz Berlin, Berlin, Germany SKF Test Centre for large-scale bearings, Schweinfurt, Germany Seestraße, Berlin, Berlin, Germany Koenigstadt-Quartier, Berlin, Germany EMBASSY – Living alongside Koellnischer Park, Berlin, Berlin, Germany The following statistics helped TCHOBAN VOSS Architekten achieve 3rd place in the 30 Best Architecture Firms in Germany: A+Awards Winner 1 A+Awards Finalist 6 Featured Projects 12 Total Projects 29 2. Barkow Leibinger © Barkow Leibinger The scope of Barkow Leibinger’s work spans from cultural projects to industrial ones. Their focus on industrial architecture includes master planning and building representational and functional buildings for production, logistical and office spaces. Some of Barkow Leibinger’s most prominent projects include: Production Hall Trumpf, Hettingen, Germany Stadthaus M1 – Green City Hotel, Freiburg, Germany Harvard ArtLab, Boston, Massachusetts Production Hall, Grüsch, Switzerland Fraunhofer Research Campus, Waischenfeld, Germany The following statistics helped Barkow Leibinger achieve 2nd place in the 30 Best Architecture Firms in Germany: Featured Projects 12 Total Projects 17 1. J.MAYER.H © J.MAYER.H J. MAYER H’s studio, focuses on works at the intersection of architecture, communication and new technology. From urban planning schemes and buildings to installation work and objects with new materials, the relationship between the human body, technology and nature form the background for a new production of space. Some of J.MAYER.H’s most prominent projects include: MIAMI MUSEUM GARAGE, Miami, Florida n.n. Residence, Moscow, Russia Hasselt Court House , Hasselt, Belgium Highway Rest Stops, Tbilisi, Georgia Rest Stops, Gori, Georgia Featured image: Tram Stops, Kehl, Germany The following statistics helped J.MAYER.H achieve 1st place in the 30 Best Architecture Firms in Germany: A+Awards Winner 5 A+Awards Finalist 3 Featured Projects 19 Total Projects 30 Why Should I Trust Architizer’s Ranking? With more than 30,000 architecture firms and over 130,000 projects within its database, Architizer is proud to host the world’s largest online community of architects and building product manufacturers. Its celebrated A+Awards program is also the largest celebration of architecture and building products, with more than 400 jurors and hundreds of thousands of public votes helping to recognize the world’s best architecture each year. Architizer also powers firm directories for a number of AIA (American Institute of Architects) Chapters nationwide, including the official directory of architecture firms for AIA New York. An example of a project page on Architizer with Project Award Badges highlighted A Guide to Project Awards The blue “+” badge denotes that a project has won a prestigious A+Award as described above. Hovering over the badge reveals details of the award, including award category, year, and whether the project won the jury or popular choice award. The orange Project of the Day and yellow Featured Project badges are awarded by Architizer’s Editorial team, and are selected based on a number of factors. The following factors increase a project’s likelihood of being featured or awarded Project of the Day status: Project completed within the last 3 years A well written, concise project description of at least 3 paragraphs Architectural design with a high level of both functional and aesthetic value High quality, in focus photographs At least 8 photographs of both the interior and exterior of the building Inclusion of architectural drawings and renderings Inclusion of construction photographs There are 7 Projects of the Day each week and a further 31 Featured Projects. Each Project of the Day is published on Facebook, Twitter and Instagram Stories, while each Featured Project is published on Facebook. Each Project of the Day also features in Architizer’s Weekly Projects Newsletter and shared with 170,000 subscribers.     We’re constantly look for the world’s best architects to join our community. If you would like to understand more about this ranking list and learn how your firm can achieve a presence on it, please don’t hesitate to reach out to us at editorial@architizer.com. The post 30 Best Architecture and Design Firms in Germany appeared first on Journal.

One of the key use cases for generative AI involves answering questions over private datasets, with retrieval-augmented generation (RAG) as the go-to framework. As new RAG techniques emerge, there’s a growing need to benchmark their performance across diverse datasets and metrics.  To meet this need, we’re introducing BenchmarkQED, a new suite of tools that automates RAG benchmarking at scale, available on GitHub (opens in new tab). It includes components for query generation, evaluation, and dataset preparation, each designed to support rigorous, reproducible testing.   BenchmarkQED complements the RAG methods in our open-source GraphRAG library, enabling users to run a GraphRAG-style evaluation across models, metrics, and datasets. GraphRAG uses a large language model (LLM) to generate and summarize entity-based knowledge graphs, producing more comprehensive and diverse answers than standard RAG for large-scale tasks.  In this post, we walk through the core components of BenchmarkQED that contribute to the overall benchmarking process. We also share some of the latest benchmark results comparing our LazyGraphRAG system to competing methods, including a vector-based RAG with a 1M-token context window, where the leading LazyGraphRAG configuration showed significant win rates across all combinations of quality metrics and query classes. In the paper, we distinguish between local queries, where answers are found in a small number of text regions, and sometimes even a single region, and global queries, which require reasoning over large portions of or even the entire dataset.  Conventional vector-based RAG excels at local queries because the regions containing the answer to the query resemble the query itself and can be retrieved as the nearest neighbor in the vector space of text embeddings. However, it struggles with global questions, such as, “What are the main themes of the dataset?” which require understanding dataset qualities not explicitly stated in the text.   AutoQ: Automated query synthesis This limitation motivated the development of GraphRAG a system designed to answer global queries. GraphRAG’s evaluation requirements subsequently led to the creation of AutoQ, a method for synthesizing these global queries for any dataset. AutoQ extends this approach by generating synthetic queries across the spectrum of queries, from local to global. It defines four distinct classes based on the source and scope of the query (Figure 1, top) forming a logical progression along the spectrum (Figure 1, bottom). Figure 1. Construction of a 2×2 design space for synthetic query generation with AutoQ, showing how the four resulting query classes map onto the local-global query spectrum.  AutoQ can be configured to generate any number and distribution of synthetic queries along these classes, enabling consistent benchmarking across datasets without requiring user customization. Figure 2 shows the synthesis process and sample queries from each class, using an AP News dataset. Figure 2. Synthesis process and example query for each of the four AutoQ query classes.  About Microsoft Research Advancing science and technology to benefit humanity View our story Opens in a new tab AutoE: Automated evaluation framework  Our evaluation of GraphRAG focused on analyzing key qualities of answers to global questions. The following qualities were used for the current evaluation: Comprehensiveness: Does the answer address all relevant aspects of the question?  Diversity: Does it present varied perspectives or insights?  Empowerment: Does it help the reader understand and make informed judgments?  Relevance: Does it address what the question is specifically asking?   The AutoE component scales evaluation of these qualities using the LLM-as-a-Judge method. It presents pairs of answers to an LLM, along with the query and target metric, in counterbalanced order. The model determines whether the first answer wins, loses, or ties with the second. Over a set of queries, whether from AutoQ or elsewhere, this produces win rates between competing methods. When ground truth is available, AutoE can also score answers on correctness, completeness, and related metrics. An illustrative evaluation is shown in Figure 3. Using a dataset of 1,397 AP News articles on health and healthcare, AutoQ generated 50 queries per class (200 total). AutoE then compared LazyGraphRAG to a competing RAG method, running six trials per query across four metrics, using GPT-4.1 as a judge. These trial-level results were aggregated using metric-based win rates, where each trial is scored 1 for a win, 0.5 for a tie, and 0 for a loss, and then averaged to calculate the overall win rate for each RAG method. Figure 3. Win rates of four LazyGraphRAG (LGR) configurations across methods, broken down by the AutoQ query class and averaged across AutoE’s four metrics: comprehensiveness, diversity, empowerment, and relevance. LazyGraphRAG outperforms comparison conditions where the bar is above 50%. The four LazyGraphRAG conditions (LGR_b200_c200, LGR_b50_c200, LGR_b50_c600, LGR_b200_c200_mini) differ by query budget (b50, b200) and chunk size (c200, c600). All used GPT-4o mini for relevance tests and GPT-4o for query expansion (to five subqueries) and answer generation, except for LGR_b200_c200_mini, which used GPT-4o mini throughout. Comparison systems were GraphRAG (Local, Global, and Drift Search), Vector RAG with 8k- and 120k-token windows, and three published methods: LightRAG (opens in new tab), RAPTOR (opens in new tab), and TREX (opens in new tab). All methods were limited to the same 8k tokens for answer generation. GraphRAG Global Search used level 2 of the community hierarchy. LazyGraphRAG outperformed every comparison condition using the same generative model (GPT-4o), winning all 96 comparisons, with all but one reaching statistical significance. The best overall performance came from the larger budget, smaller chunk size configuration (LGR_b200_c200). For DataLocal queries, the smaller budget (LGR_b50_c200) performed slightly better, likely because fewer chunks were relevant. For ActivityLocal queries, the larger chunk size (LGR_b50_c600) had a slight edge, likely because longer chunks provide a more coherent context. Competing methods performed relatively better on the query classes for which they were designed: GraphRAG Global for global queries, Vector RAG for local queries, and GraphRAG Drift Search, which combines both strategies, posed the strongest challenge overall. Increasing Vector RAG’s context window from 8k to 120k tokens did not improve its performance compared to LazyGraphRAG. This raised the question of how LazyGraphRAG would perform against Vector RAG with 1-million token context window containing most of the dataset. Figure 4 shows the follow-up experiment comparing LazyGraphRAG to Vector RAG using GPT-4.1 that enabled this comparison. Even against the 1M-token window, LazyGraphRAG achieved higher win rates across all comparisons, failing to reach significance only for the relevance of answers to DataLocal queries. These queries tend to benefit most from Vector RAG’s ranking of directly relevant chunks, making it hard for LazyGraphRAG to generate answers that have greater relevance to the query, even though these answers may be dramatically more comprehensive, diverse, and empowering overall. Figure 4. Win rates of LazyGraphRAG (LGR) over Vector RAG across different context window sizes, broken down by the four AutoQ query classes and four AutoE metrics: comprehensiveness, diversity, empowerment, and relevance. Bars above 50% indicate that LazyGraphRAG outperformed the comparison condition.  AutoD: Automated data sampling and summarization Text datasets have an underlying topical structure, but the depth, breadth, and connectivity of that structure can vary widely. This variability makes it difficult to evaluate RAG systems consistently, as results may reflect the idiosyncrasies of the dataset rather than the system’s general capabilities. The AutoD component addresses this by sampling datasets to meet a target specification, defined by the number of topic clusters (breadth) and the number of samples per cluster (depth). This creates consistency across datasets, enabling more meaningful comparisons, as structurally aligned datasets lead to comparable AutoQ queries, which in turn support consistent AutoE evaluations. AutoD also includes tools for summarizing input or output datasets in a way that reflects their topical coverage. These summaries play an important role in the AutoQ query synthesis process, but they can also be used more broadly, such as in prompts where context space is limited. Since the release of the GraphRAG paper, we’ve received many requests to share the dataset of the Behind the Tech (opens in new tab) podcast transcripts we used in our evaluation. An updated version of this dataset is now available in the BenchmarkQED repository (opens in new tab), alongside the AP News dataset containing 1,397 health-related articles, licensed for open release.   We hope these datasets, together with the BenchmarkQED tools (opens in new tab), help accelerate benchmark-driven development of RAG systems and AI question-answering. We invite the community to try them on GitHub (opens in new tab).  Opens in a new tab

Taurine supplements have been considered promising for delaying ageing, but that may not be the caseShutterstock / Eugeniusz Dudzinski The amino acid taurine was once thought to decline with age, and animal research suggested that taurine supplements could delay ageing. But a new study shows that the decline doesn’t happen consistently. In fact, taurine levels tend to increase in people over time, suggesting that low levels of the nutrient aren’t a driver of ageing. Previous research has shown that taurine concentrations decline in men as they age and that people with higher taurine levels at 60 years old tend to have better health outcomes. This, along with evidence that taurine supplements extend lifespan in mice and monkeys, suggested that low taurine contributes to ageing.Advertisement The trouble is that taurine fluctuates in response to other factors too, such as illness, stress and diet – therefore, declines in this key amino acid may not be due to ageing. Maria Emilia Fernandez at the National Institute on Aging in Maryland and her colleagues analysed taurine levels in 742 people between 26 and 100 years old. The participants, about half of whom were women, didn’t have underlying health conditions and provided three to five blood samples between January 2006 and October 2018. On average, taurine levels were almost 27 per cent higher in women at 100 years old than at 26 years old and rose about 6 per cent in men between the ages of 30 and 97. Similar results were seen in 32 monkeys that underwent three to seven blood draws between 3 and 32 years of age. Between 5 and 30 years of age, taurine levels rose 72 per cent in female monkeys and 27 per cent in male monkeys, on average. Together, these findings indicate that taurine levels are not a reliable indication of ageing. What’s more, taurine levels also varied widely between people and even within individuals over time, suggesting that other environmental factors influence them, says Fernandez. Get the most essential health and fitness news in your inbox every Saturday. Sign up to newsletter However, some people may still benefit from taurine supplementation, says Fernandez, pointing to studies that show it helps regulate blood sugar in people with type 2 diabetes or obesity. But whether it can delay ageing in otherwise healthy people is an open question. Vijay Yadav at Rutgers University in New Jersey says he and his colleagues are currently conducting a clinical trial of taurine supplementation in middle-aged adults. “We hope to finish the trial by the end of 2025,” he says. “Hopefully it will generate sufficiently rigorous data to show whether or not taurine supplementation delays the pace of ageing in humans or increases health and fitness.” Journal reference:Science DOI: 10.1126/science.adl2116 Article amended on 5 June 2025We corrected Vijay Yadav's affiliationTopics: