In the face of growing labor shortages and need for sustainability, European manufacturers are racing to reinvent their processes to become software-defined and AI-driven. To achieve this, robot developers and industrial digitalization solution providers are working with NVIDIA to build safe, AI-driven robots and industrial technologies to drive modern, sustainable manufacturing. At NVIDIA GTC Paris at VivaTech, Europe’s leading robotics companies including Agile Robots, Extend Robotics, Humanoid, idealworks, Neura Robotics, SICK, Universal Robots, Vorwerk and Wandelbots are showcasing their latest AI-driven robots and automation breakthroughs, all accelerated by NVIDIA technologies. In addition, NVIDIA is releasing new models and tools to support the entire robotics ecosystem. NVIDIA Releases Tools for Accelerating Robot Development and Safety NVIDIA Isaac GR00T N1.5, an open foundation model for humanoid robot reasoning and skills, is now available for download on Hugging Face. This update enhances the model’s adaptability and ability to follow instructions, significantly improving its performance in material handling and manufacturing tasks. The NVIDIA Isaac Sim 5.0 and Isaac Lab 2.2 open-source robotics simulation and learning frameworks, optimized for NVIDIA RTX PRO 6000 workstations, are available on GitHub for developer preview. In addition, NVIDIA announced that NVIDIA Halos — a full-stack, comprehensive safety system that unifies hardware architecture, AI models, software, tools and services — now expands to robotics, promoting safety across the entire development lifecycle of AI-driven robots. The NVIDIA Halos AI Systems Inspection Lab has earned accreditation from the ANSI National Accreditation Board (ANAB) to perform inspections across functional safety for robotics, in addition to automotive vehicles. “NVIDIA’s latest evaluation with ANAB verifies the demonstration of competence and compliance with internationally recognized standards, helping ensure that developers of autonomous machines — from automotive to robotics — can meet the highest benchmarks for functional safety,” said R. Douglas Leonard Jr., executive director of ANAB. Arcbest, Advantech, Bluewhite, Boston Dynamics, FORT, Inxpect, KION, NexCobot — a NEXCOM company, and Synapticon are among the first robotics companies to join the Halos Inspection Lab, ensuring their products meet NVIDIA safety and cybersecurity requirements. To support robotics leaders in strengthening safety across the entire development lifecycle of AI-driven robots, Halos will now provide: Safety extension packages for the NVIDIA IGX platform, enabling manufacturers to easily program safety functions into their robots, supported by TÜV Rheinland’s inspection of NVIDIA IGX. A robotic safety platform, which includes IGX and NVIDIA Holoscan Sensor Bridge for a unified approach to designing sensor-to-compute architecture with built-in AI safety. An outside-in safety AI inspector — an AI-powered agent for monitoring robot operations, helping improve worker safety. Europe’s Robotics Ecosystem Builds on NVIDIA’s Three Computers Europe’s leading robotics developers and solution providers are integrating the NVIDIA Isaac robotics platform to train, simulate and deploy robots across different embodiments. Agile Robots is post-training the GR00T N1 model in Isaac Lab to train its dual-arm manipulator robots, which run on NVIDIA Jetson hardware, to execute a variety of tasks in industrial environments. Meanwhile, idealworks has adopted the Mega NVIDIA Omniverse Blueprint for robotic fleet simulation to extend the blueprint’s capabilities to humanoids. Building on the VDA 5050 framework, idealworks contributes to the development of guidance that supports tasks uniquely enabled by humanoid robots, such as picking, moving and placing objects. Neura Robotics is integrating NVIDIA Isaac to further enhance its robot development workflows. The company is using GR00T-Mimic to post-train the Isaac GR00T N1 robot foundation model for its service robot MiPA. Neura is also collaborating with SAP and NVIDIA to integrate SAP’s Joule agents with its robots, using the Mega NVIDIA Omniverse Blueprint to simulate and refine robot behavior in complex, realistic operational scenarios before deployment. Vorwerk is using NVIDIA technologies to power its AI-driven collaborative robots. The company is post-training GR00T N1 models in Isaac Lab with its custom synthetic data pipeline, which is built on Isaac GR00T-Mimic and powered by the NVIDIA Omniverse platform. The enhanced models are then deployed on NVIDIA Jetson AGX, Jetson Orin or Jetson Thor modules for advanced, real-time home robotics. Humanoid is using NVIDIA’s full robotics stack, including Isaac Sim and Isaac Lab, to cut its prototyping time down by six weeks. The company is training its vision language action models on NVIDIA DGX B200 systems to boost the cognitive abilities of its robots, allowing them to operate autonomously in complex environments using Jetson Thor onboard computing. Universal Robots is introducing UR15, its fastest collaborative robot yet, to the European market. Using UR’s AI Accelerator — developed on NVIDIA Isaac’s CUDA-accelerated libraries and AI models, as well as NVIDIA Jetson AGX Orin — manufacturers can build AI applications to embed intelligence into the company’s new cobots. Wandelbots is showcasing its NOVA Operating System, now integrated with Omniverse, to simulate, validate and optimize robotic behaviors virtually before deploying them to physical robots. Wandelbots also announced a collaboration with EY and EDAG to offer manufacturers a scalable automation platform on Omniverse that speeds up the transition from proof of concept to full-scale deployment. Extend Robotics is using the Isaac GR00T platform to enable customers to control and train robots for industrial tasks like visual inspection and handling radioactive materials. The company’s Advanced Mechanics Assistance System lets users collect demonstration data and generate diverse synthetic datasets with NVIDIA GR00T-Mimic and GR00T-Gen to train the GR00T N1 foundation model. SICK is enhancing its autonomous perception solutions by integrating new certified sensor models — as well as 2D and 3D lidars, safety scanners and cameras — into NVIDIA Isaac Sim. This enables engineers to virtually design, test and validate machines using SICK’s sensing models within Omniverse, supporting processes spanning product development to large-scale robotic fleet management. Toyota Material Handling Europe is working with SoftServe to simulate its autonomous mobile robots working alongside human workers, using the Mega NVIDIA Omniverse Blueprint. Toyota Material Handling Europe is testing and simulating a multitude of traffic scenarios — allowing the company to refine its AI algorithms before real-world deployment. NVIDIA’s partner ecosystem is enabling European industries to tap into intelligent, AI-powered robotics. By harnessing advanced simulation, digital twins and generative AI, manufacturers are rapidly developing and deploying safe, adaptable robot fleets that address labor shortages, boost sustainability and drive operational efficiency. Watch the NVIDIA GTC Paris keynote from NVIDIA founder and CEO Jensen Huang at VivaTech, and explore GTC Paris sessions. See notice regarding software product information.

Urban populations are expected to double by 2050, which means around 2.5 billion people could be added to urban areas by the middle of the century, driving the need for more sustainable urban planning and public services. Cities across the globe are turning to digital twins and AI agents for urban planning scenario analysis and data-driven operational decisions. Building a digital twin of a city and testing smart city AI agents within it, however, is a complex and resource-intensive endeavor, fraught with technical and operational challenges. To address those challenges, NVIDIA today announced the NVIDIA Omniverse Blueprint for smart city AI, a reference framework that combines the NVIDIA Omniverse, Cosmos, NeMo and Metropolis platforms to bring the benefits of physical AI to entire cities and their critical infrastructure. Using the blueprint, developers can build simulation-ready, or SimReady, photorealistic digital twins of cities to build and test AI agents that can help monitor and optimize city operations. Leading companies including XXII, AVES Reality, Akila, Blyncsy, Bentley, Cesium, K2K, Linker Vision, Milestone Systems, Nebius, SNCF Gares&Connexions, Trimble and Younite AI are among the first to use the new blueprint. NVIDIA Omniverse Blueprint for Smart City AI  The NVIDIA Omniverse Blueprint for smart city AI provides the complete software stack needed to accelerate the development and testing of AI agents in physically accurate digital twins of cities. It includes: NVIDIA Omniverse to build physically accurate digital twins and run simulations at city scale. NVIDIA Cosmos to generate synthetic data at scale for post-training AI models. NVIDIA NeMo to curate high-quality data and use that data to train and fine-tune vision language models (VLMs) and large language models. NVIDIA Metropolis to build and deploy video analytics AI agents based on the NVIDIA AI Blueprint for video search and summarization (VSS), helping process vast amounts of video data and provide critical insights to optimize business processes. The blueprint workflow comprises three key steps. First, developers create a SimReady digital twin of locations and facilities using aerial, satellite or map data with Omniverse and Cosmos. Second, they can train and fine-tune AI models, like computer vision models and VLMs, using NVIDIA TAO and NeMo Curator to improve accuracy for vision AI use cases​. Finally, real-time AI agents powered by these customized models are deployed to alert, summarize and query camera and sensor data using the Metropolis VSS blueprint. NVIDIA Partner Ecosystem Powers Smart Cities Worldwide The blueprint for smart city AI enables a large ecosystem of partners to use a single workflow to build and activate digital twins for smart city use cases, tapping into a combination of NVIDIA’s technologies and their own. SNCF Gares&Connexions, which operates a network of 3,000 train stations across France and Monaco, has deployed a digital twin and AI agents to enable real-time operational monitoring, emergency response simulations and infrastructure upgrade planning. This helps each station analyze operational data such as energy and water use, and enables predictive maintenance capabilities, automated reporting and GDPR-compliant video analytics for incident detection and crowd management. Powered by Omniverse, Metropolis and solutions from ecosystem partners Akila and XXII, SNCF Gares&Connexions’ physical AI deployment at the Monaco-Monte-Carlo and Marseille stations has helped SNCF Gares&Connexions achieve a 100% on-time preventive maintenance completion rate, a 50% reduction in downtime and issue response time, and a 20% reduction in energy consumption. https://blogs.nvidia.com/wp-content/uploads/2025/06/01-Monaco-Akila.mp4 The city of Palermo in Sicily is using AI agents and digital twins from its partner K2K to improve public health and safety by helping city operators process and analyze footage from over 1,000 public video streams at a rate of nearly 50 billion pixels per second. Tapped by Sicily, K2K’s AI agents — built with the NVIDIA AI Blueprint for VSS and cloud solutions from Nebius — can interpret and act on video data to provide real-time alerts on public events. To accurately predict and resolve traffic incidents, K2K is generating synthetic data with Cosmos world foundation models to simulate different driving conditions. Then, K2K uses the data to fine-tune the VLMs powering the AI agents with NeMo Curator. These simulations enable K2K’s AI agents to create over 100,000 predictions per second. https://blogs.nvidia.com/wp-content/uploads/2025/06/02-K2K-Polermo-1600x900-1.mp4 Milestone Systems — in collaboration with NVIDIA and European cities — has launched Project Hafnia, an initiative to build an anonymized, ethically sourced video data platform for cities to develop and train AI models and applications while maintaining regulatory compliance. Using a combination of Cosmos and NeMo Curator on NVIDIA DGX Cloud and Nebius’ sovereign European cloud infrastructure, Project Hafnia scales up and enables European-compliant training and fine-tuning of video-centric AI models, including VLMs, for a variety of smart city use cases. The project’s initial rollout, taking place in Genoa, Italy, features one of the world’s first VLM models for intelligent transportation systems. https://blogs.nvidia.com/wp-content/uploads/2025/06/03-Milestone.mp4 Linker Vision was among the first to partner with NVIDIA to deploy smart city digital twins and AI agents for Kaohsiung City, Taiwan — powered by Omniverse, Cosmos and Metropolis. Linker Vision worked with AVES Reality, a digital twin company, to bring aerial imagery of cities and infrastructure into 3D geometry and ultimately into SimReady Omniverse digital twins. Linker Vision’s AI-powered application then built, trained and tested visual AI agents in a digital twin before deployment in the physical city. Now, it’s scaling to analyze 50,000 video streams in real time with generative AI to understand and narrate complex urban events like floods and traffic accidents. Linker Vision delivers timely insights to a dozen city departments through a single integrated AI-powered platform, breaking silos and reducing incident response times by up to 80%. https://blogs.nvidia.com/wp-content/uploads/2025/06/02-Linker-Vision-1280x680-1.mp4 Bentley Systems is joining the effort to bring physical AI to cities with the NVIDIA blueprint. Cesium, the open 3D geospatial platform, provides the foundation for visualizing, analyzing and managing infrastructure projects and ports digital twins to Omniverse. The company’s AI platform Blyncsy uses synthetic data generation and Metropolis to analyze road conditions and improve maintenance. Trimble, a global technology company that enables essential industries including construction, geospatial and transportation, is exploring ways to integrate components of the Omniverse blueprint into its reality capture workflows and Trimble Connect digital twin platform for surveying and mapping applications for smart cities. Younite AI, a developer of AI and 3D digital twin solutions, is adopting the blueprint to accelerate its development pipeline, enabling the company to quickly move from operational digital twins to large-scale urban simulations, improve synthetic data generation, integrate real-time IoT sensor data and deploy AI agents. Learn more about the NVIDIA Omniverse Blueprint for smart city AI by attending this GTC Paris session or watching the on-demand video after the event. Sign up to be notified when the blueprint is available. Watch the NVIDIA GTC Paris keynote from NVIDIA founder and CEO Jensen Huang at VivaTech, and explore GTC Paris sessions.

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For quite some time now, Marlin has been the firmware of choice for any kind of custom 3D printer, with only Klipper offering some serious competition in the open-source world. …read more

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

Requisition #: 16890 Our Mission: Powering Innovation That Drives Human Advancement When visionary companies need to know how their world-changing ideas will perform, they close the gap between design and reality with Ansys simulation. For more than 50 years, Ansys software has enabled innovators across industries to push boundaries by using the predictive power of simulation. From sustainable transportation to advanced semiconductors, from satellite systems to life-saving medical devices, the next great leaps in human advancement will be powered by Ansys. Innovate With Ansys, Power Your Career. Summary / Role Purpose The R&D Engineer II contributes to the development of software products and supporting systems. In this role, the R&D Engineer II will collaborate with a team of expert professionals to understand customer requirements and accomplish development objectives. Key Duties and Responsibilities Performs moderately complex development activities, including the design, implementation, maintenance, testing and documentation of software modules and sub-systems Understands and employs best practices Performs moderately complex bug verification, release testing and beta support for assigned products. Researches problems discovered by QA or product support and develops solutions Understands the marketing requirements for a product, including target environment, performance criteria and competitive issues Works under the general supervision of a development manager Minimum Education/Certification Requirements and Experience BS in Computer Science, Applied Mathematics, Engineering, or other natural science disciplines with 3-5 years' experience or MS with minimum 2 years experience Working experience within technical software development proven by academic, research, or industry projects. Good understanding and skills in object-oriented programming Experience with Java and C# / .NET Role can be remote, must be based on the East Coast due to timezone Preferred Qualifications and Skills Experience with C++, Python, in addition to Java and C# / .NET Knowledge of Task-Based Asynchronous design pattern (TAP) Exposure to model-based systems engineering concepts Working knowledge of SysML Know-how on cloud computing technologies like micro-service architectures, RPC frameworks (e.g., gRPC), REST APIs, etc. Knowledge of software security best practices Experience working on an Agile software development team Technical knowledge and experience with various engineering tools and methodologies, such as Finite Element simulation, CAD modeling, and Systems Architecture modelling is a plus Ability to assist more junior developers on an as-needed basis Ability to learn quickly and to collaborate with others in a geographically distributed team Excellent communication and interpersonal skills At Ansys, we know that changing the world takes vision, skill, and each other. We fuel new ideas, build relationships, and help each other realize our greatest potential. We are ONE Ansys. We operate on three key components: our commitments to stakeholders, our values that guide how we work together, and our actions to deliver results. As ONE Ansys, we are powering innovation that drives human advancement Our Commitments:Amaze with innovative products and solutionsMake our customers incredibly successfulAct with integrityEnsure employees thrive and shareholders prosper Our Values:Adaptability: Be open, welcome what's nextCourage: Be courageous, move forward passionatelyGenerosity: Be generous, share, listen, serveAuthenticity: Be you, make us stronger Our Actions:We commit to audacious goalsWe work seamlessly as a teamWe demonstrate masteryWe deliver outstanding resultsVALUES IN ACTION Ansys is committed to powering the people who power human advancement. We believe in creating and nurturing a workplace that supports and welcomes people of all backgrounds; encouraging them to bring their talents and experience to a workplace where they are valued and can thrive. Our culture is grounded in our four core values of adaptability, courage, generosity, and authenticity. Through our behaviors and actions, these values foster higher team performance and greater innovation for our customers. We're proud to offer programs, available to all employees, to further impact innovation and business outcomes, such as employee networks and learning communities that inform solutions for our globally minded customer base. WELCOME WHAT'S NEXT IN YOUR CAREER AT ANSYS At Ansys, you will find yourself among the sharpest minds and most visionary leaders across the globe. Collectively, we strive to change the world with innovative technology and transformational solutions. With a prestigious reputation in working with well-known, world-class companies, standards at Ansys are high - met by those willing to rise to the occasion and meet those challenges head on. Our team is passionate about pushing the limits of world-class simulation technology, empowering our customers to turn their design concepts into successful, innovative products faster and at a lower cost. Ready to feel inspired? Check out some of our recent customer stories, here and here . At Ansys, it's about the learning, the discovery, and the collaboration. It's about the "what's next" as much as the "mission accomplished." And it's about the melding of disciplined intellect with strategic direction and results that have, can, and do impact real people in real ways. All this is forged within a working environment built on respect, autonomy, and ethics.CREATING A PLACE WE'RE PROUD TO BEAnsys is an S&P 500 company and a member of the NASDAQ-100. We are proud to have been recognized for the following more recent awards, although our list goes on: Newsweek's Most Loved Workplace globally and in the U.S., Gold Stevie Award Winner, America's Most Responsible Companies, Fast Company World Changing Ideas, Great Place to Work Certified (China, Greece, France, India, Japan, Korea, Spain, Sweden, Taiwan, and U.K.).For more information, please visit us at Ansys is an Equal Opportunity Employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, veteran status, and other protected characteristics.Ansys does not accept unsolicited referrals for vacancies, and any unsolicited referral will become the property of Ansys. Upon hire, no fee will be owed to the agency, person, or entity.Apply NowLet's start your dream job Apply now Meet JobCopilot: Your Personal AI Job HunterAutomatically Apply to Remote Full-Stack Programming JobsJust set your preferences and Job Copilot will do the rest-finding, filtering, and applying while you focus on what matters. Activate JobCopilot

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

We did it gang. We completed another week in the impossible survival sim that is real life. Give yourself a appreciative pat on the back and gaze wistfully towards whatever adventures or blissful respite the weekend might bring.This week I've mostly been recovering from my birthday celebrations, which entailed a bountiful Korean Barbecue that left me with a rampant case of the meat sweats and a pub crawl around one of Manchester's finest suburbs. There was no time for video games, but that's not always a bad thing. Distance makes the heart grow fonder, after all.I was welcomed back to the imaginary office with a news bludgeon to the face. The headlines this week have come thick and fast, bringing hardware announcements, more layoffs, and some notable sales milestones. As always, there's a lot to digest, so let's venture once more into the fray. The first Xbox handhelds have finally arrivedvia Game Developer // Microsoft finally stopped flirting with the idea of launching a handheld this week and unveiled not one, but two devices called the ROG Xbox Ally and ROG Xbox Ally X. The former is pitched towards casual players, while the latter aims to entice hardcore video game aficionados. Both devices were designed in collaboration with Asus and will presumably retail at price points that reflect their respective innards. We don't actually know yet, mind, because Microsoft didn't actually state how much they'll cost. You have the feel that's where the company really needs to stick the landing here.Related:Switch 2 tops 3.5 million sales to deliver Nintendo's biggest console launchvia Game Developer // Four days. That's all it took for the Switch 2 to shift over 3.5 million units worldwide to deliver Nintendo's biggest console launch ever. The original Switch needed a month to reach 2.74 million sales by contrast, while the PS5 needed two months to sell 4.5 million units worldwide. Xbox sales remain a mystery because Microsoft just doesn't talk about that sort of thing anymore, which is decidedly frustrating for those oddballs (read: this writer) who actually enjoy sifting through financial documents in search of those juicy juicy numbers.Inside the ‘Dragon Age’ Debacle That Gutted EA’s BioWare Studiovia Bloomberg (paywalled) // How do you kill a franchise like Dragon Age and leave a studio with the pedigree of BioWare in turmoil? According to a new report from Bloomberg, the answer will likely resonate with developers across the industry: corporate meddling. Sources speaking to the publication explained how Dragon Age: The Veilguard, which failed to meet the expectations of parent company EA, was in constant disarray because the American publisher couldn't decide whether it should be a live-service or single player title. Indecision from leadership within EA and an eventual pivot away from the live-service model only caused more confusion, with BioWare being told to implement foundational changes within impossible timelines. It's a story that's all the more alarming because of how familiar it feels.Related:Sony is making layoffs at Days Gone developer Bend Studiovia Game Developer // Sony has continued its Tony Award-winning tun as the Grim Reaper by cutting even more jobs within PlayStation Studios. Days Gone developer Bend Studio was the latest casualty, with the first-party developer confirming a number of employees were laid off just months after the cancellation of a live-service project. Sony didn't confirm how many people lost their jobs, but Bloomberg reporter Jason Schreier heard that around 40 people (roughly 30 percent of the studio's headcount) were let go. Embracer CEO Lars Wingefors to become executive chair and focus on M&Avia Game Developer // Somewhere, in a deep dark corner of the world, the monkey's paw has curled. Embracer CEO Lars Wingefors, who demonstrated his leadership nous by spending years embarking on a colossal merger and acquisition spree only to immediately start downsizing, has announced he'll be stepping down as CEO. The catch? Wingefors is currently proposed to be appointed executive chair of the board of Embracer. In his new role, he'll apparently focus on strategic initiatives, capital allocation, and mergers and acquisitions. And people wonder why satire is dead. Related:Hong Kong Outlaws a Video Game, Saying It Promotes 'Armed Revolution'via The New York Times (paywalled) // National security police in Hong Kong have banned a Taiwanese video game called Reversed Front: Bonfire for supposedly "advocating armed revolution." Authorities in the region warned that anybody who downloads or recommends the online strategy title will face serious legal charges. The game has been pulled from Apple's marketplace in Hong Kong but is still available for download elsewhere. It was never available in mainland China. Developer ESC Taiwan, part of an group of volunteers who are vocal detractors of China's Communist Party, thanked Hong Kong authorities for the free publicity in a social media post and said the ban shows how political censorship remains prominent in the territory. RuneScape developer accused of ‘catering to American conservatism’ by rolling back Pride Month eventsvia PinkNews // Runescape developers inside Jagex have reportedly been left reeling after the studio decided to pivot away from Pride Month content to focus more on "what players wanted." Jagex CEO broke the news to staff with a post on an internal message board, prompting a rush of complaints—with many workers explaining the content was either already complete or easy to implement. Though Jagex is based in the UK, it's parent company CVC Capital Partners operates multiple companies in the United States. It's a situation that left one employee who spoke to PinkNews questioning whether the studio has caved to "American conservatism." SAG-AFTRA suspends strike and instructs union members to return to workvia Game Developer // It has taken almost a year, but performer union SAG-AFTRA has finally suspended strike action and instructed members to return to work. The decision comes after protracted negotiations with major studios who employ performers under the Interactive Media Agreement. SAG-AFTRA had been striking to secure better working conditions and AI protections for its members, and feels it has now secured a deal that will install vital "AI guardrails."A Switch 2 exclusive Splatoon spinoff was just shadow-announced on Nintendo Todayvia Game Developer // Nintendo did something peculiar this week when it unveiled a Splatoon spinoff out of the blue. That in itself might not sound too strange, but for a short window the announcement was only accessible via the company's new Nintendo Today mobile app. It's a situation that left people without access to the app questioning whether the news was even real. Nintendo Today prevented users from capturing screenshots or footage, only adding to the sense of confusion. It led to this reporter branding the move a "shadow announcement," which in turn left some of our readers perplexed. Can you ever announce and announcement? What does that term even mean? Food for thought. A wonderful new Big Walk trailer melted this reporter's heartvia House House (YouTube) //  The mad lads behind Untitled Goose Game are back with a new jaunt called Big Walk. This one has been on my radar for a while, but the studio finally debuted a gameplay overview during Summer Game Fest and it looks extraordinary in its purity. It's about walking and talking—and therein lies the charm. Players are forced to cooperate to navigate a lush open world, solve puzzles, and embark upon hijinks. Proximity-based communication is the core mechanic in Big Walk—whether that takes the form of voice chat, written text, hand signals, blazing flares, or pictograms—and it looks like it'll lead to all sorts of weird and wonderful antics. It's a pitch that cuts through because it's so unashamedly different, and there's a lot to love about that. I'm looking forward to this one.

This month, join forces to tackle the paranormal crises of a mysterious federal agency under siege in the cooperative first-person shooter FBC: Firebreak, lead your team to victory in the iconic all-out warfare of Battlefield 2042, test your skills as a new Fazbear employee managing and maintaining the eerie pizzeria of Five Nights at Freddy’s: Help Wanted 2 or live for the thrill of the hunt in the realistic hunting open world theHunter: Call of the Wild. All of these titles and more are available in June’s PlayStation Plus Game Catalog lineup*.    Meanwhile, PS2’s Deus Ex: The Conspiracy merges action-RPG, stealth and FPS gameplay in PlayStation Plus Premium.    All titles will be available to play on June 17.   PlayStation Plus Extra and Premium | Game Catalog  View and download image Download the image close Close Download this image FBC: Firebreak | PS5 Launching on the PlayStation Plus Game Catalog this month is FBC: Firebreak, a cooperative first-person shooter set within a mysterious federal agency under assault by otherworldly forces. Return to the strange and unexpected world of Control or venture in for the first time in this standalone, multiplayer experience. As a years-long siege on the agency’s headquarters reaches its boiling point, only Firebreak—the Bureau’s most versatile unit—has the gear and the guts to plunge into the building’s strangest crises, restore order, contain the chaos, and fight to reclaim control. Join forces with friends or strangers to tackle each job as a well-oiled crew. Survival in this three-player cooperative FPS hinges on quick thinking and seamless teamwork as you scramble to tame raging paranatural crises across a variety of unexpected locations.    View and download image Download the image close Close Download this image Battlefield 2042 | PS4, PS5 Battlefield 2042 is a first-person shooter that marks the return to the iconic all-out warfare of the franchise. With the help of a cutting-edge arsenal, engage in intense, immersive multiplayer battles. Lead your team to victory in both large all-out warfare and close quarters combat on maps from the world of 2042 and classic Battlefield titles. Find your playstyle in class-based gameplay and take on several experiences comprising elevated versions of Conquest and Breakthrough. Explore Battlefield Portal, a platform where players can discover, create, and share unexpected battles from Battlefield’s past and present. View and download image Download the image close Close Download this image Five Nights at Freddy’s: Help Wanted 2 | PS5 Five Nights at Freddy’s: Help Wanted 2 is the sequel to the terrifying VR experience that brought new life to the iconic horror franchise. As a brand new Fazbear employee you’ll have to prove you have what it takes to excel in all aspects of Pizzeria management and maintenance. Find out if you have what it takes to be a Fazbear Entertainment Superstar! View and download image Download the image close Close Download this image theHunter: Call of the Wild | PS4 Discover an atmospheric hunting game like no other in this realistic, stunning open world – regularly updated in collaboration with its community. Immerse yourself in the single player campaign, or share the ultimate hunting experience with friends. Roam freely across meticulously crafted environments and explore a diverse range of regions and biomes, each with its own unique flora and fauna. Experience the intricacies of complex animal behavior, dynamic weather events, full day and night cycles, simulated ballistics, highly realistic acoustics, and scents carried by the wind. Select from a variety of weapons, ammunition, and equipment to create the ultimate hunting experience. With a diverse range of wildlife, including Jackrabbits, Mallard Ducks, Black Bears, Elk, and Moose, you will need to strategically match prey to weaponry to successfully track, lure, and ambush animals based on their unique behavior and environment. View and download image Download the image close Close Download this image We Love Katamari Reroll + Royal Reverie | PS4, PS5 We Love Katamari Damacy, the second title in the Katamari series released in 2005, has been remastered with redesigned graphics and a revamped in-game UI. The King of the Cosmos accidentally destroyed all the stars in the universe. He sent his son, the Prince, to Earth and ordered him to create a large katamari. Roll the katamari to make it bigger and bigger, rolling up all the things on the earth. You can roll up anything from paper clips and snacks in the house, to telephone poles and buildings in the town, to even living creatures such as people and animals. Once the katamari is complete, it will turn into a star that colors the night sky. You cannot roll up anything larger than the current size of your katamari, so the key is to think in advance about the order in which you roll things up around the stage. In Royal Reverie, roll up katamari as the King of All Cosmos in his boyhood! View and download image Download the image close Close Download this image Eiyuden Chronicles: Hundred Heroes | PS4, PS5 Directed and produced by the creator of treasured JRPG series Suikoden, Eiyuden Chronicle: Hundred Heroes provides a contemporary take on the classic JRPG experience. In the land of Allraan, two friends from different backgrounds are united by a war waged by the power-hungry Galdean Empire. Explore a diverse, magical world populated by humans, beastmen, elves and desert people. Meet and recruit over 100 unique characters, each with their own vivid voice acting and intricate backstories. Over four years in the making, and funded by the most successful Kickstarter videogame campaign of 2020, Eiyuden Chronicle: Hundred Heroes features turn-based battles, a staggering selection of heroes and a thrilling story to discover. View and download image Download the image close Close Download this image Train Sim World 5 | PS4, PS5 The rails are yours in Train Sim World 5! Take on new challenges and new roles as you master the tracks and trains of iconic cities across 3 new routes. Immerse yourself in the ultimate rail hobby and embark on your next journey. Be swept off your feet with the commuter mayhem of the West Coast main line with the Northwestern Class 350, the twisting Kinzigtalbahn with the tilting DB BR 411 ICE-T, or the sun-soaked tracks of the San Bernardino line and its Metrolink movements, powered by the MP36 & F125.  View and download image Download the image close Close Download this image Endless Dungeon | PS4, PS5 Endless Dungeon is a unique blend of roguelite, tactical action, and tower defense set in the award-winning Endless Universe. Plunge into an abandoned space station alone or with friends in co-op, recruit a team of shipwrecked heroes, and protect your crystal against never-ending waves of monsters… or die trying, get reloaded, and try again. You’re stranded on an abandoned space station chock-full of monsters and mysteries. To get out you’ll have to reach The Core, but you can’t do that without your crystal bot. That scuttling critter is your key to surviving the procedurally generated rooms of this space ruin. Sadly, it’s also a fragile soul, and every monster in the place wants a piece of it. You’re going to have to think quick, plan well, place your turrets, and then… fireworks! Bugs, bots and blobs will stop at nothing to turn you and that crystal into dust and debris. With a large choice of weapons and turrets, the right gear will be the difference between life and death. PlayStation Plus Premium  View and download image Download the image close Close Download this image Deus Ex: The Conspiracy | PS4, PS5This is an emulation of the classic PS2 title, Deus Ex: The Conspiracy, playable on PS4 and PS5 for the first time. The year is 2052 and the world is a dangerous and chaotic place. Terrorists operate openly – killing thousands; drugs, disease and pollution kill even more. The world’s economies are close to collapse and the gap between the insanely wealthy and the desperately poor grows ever wider. Worst of all, an age- old conspiracy bent on world domination has decided that the time is right to emerge from the shadows and take control.  *PlayStation Plus Game Catalog and PlayStation Plus Premium/Deluxe lineups may differ by region. Please check PlayStation Store on release day. 

12 June, 2025 In our turning points series, design studios share some of the key moments that shaped their business. This week, we meet Accept & Proceed. Accept & Proceed is a London based brand and design studio that works with clients like NASA, Nike and LEGO. Founder David Johnston talks us through some of the decisions that defined his business. In 2006, Johnston took the leap to start his own business, armed with a good name and a willingness to bend the truth about his team… I’d gone through my career learning from big organisations, and one small organisation, and I felt like I wasn’t happy where I was. It was my dad who encouraged me to take a leap of faith and try and go it alone. With nothing more than a month’s wages in the bank and a lot of energy, I decided to go and set up an agency. That really just means giving yourself a name and starting to promote yourself in the world. Accept & Proceed founder David Johnston I think the name itself is a very important thing. I wanted something that was memorable but also layered in meaning. A name that starts with an “a” is very beneficial when you’re being listed in the index of books and things like that. But it became a bit of a compass for the way that we wanted to create work, around accepting the status quo for what it is, but with a continual commitment to proceed nonetheless. Because I didn’t have anyone to work with, in those early months I just made up email addresses of people that didn’t exist. That allowed me to cost projects up for multiple people. That’s obviously a degree of hustle I wouldn’t encourage in everyone, but it meant I was able to charge multiple day rates for projects where I was playing the role of four or five people. Self-initiated projects have long been part of the studio’s DNA and played a key role in building key client relationships. A&P by… was a brief to explore these letterforms without any commercial intent apart from the joy of creative expression. I started reaching out to illustrators and artists and photographers and designers that I really rated, and the things that started coming back were incredible. I was overwhelmed by the amount of energy and passion that people like Mr Bingo and Jason Evans were bringing to this. I think in so many ways, the answer to everything is community. I’ve gone on to work with a lot of the people that created these, and they also became friends. It was an early example of dissolving these illusionary boundaries around what an agency might be, but also expanding and amplifying your potential. The first of Accept & Proceed’s Light Calendars Then in 2006, I was trying to establish our portfolio and I wanted something to send out into the world that would also be an example of how Accept & Proceed thinks about design. I landed on these data visualisations that show the amount of light and darkness that would happen in London in the year ahead. I worked with a freelance designer called Stephen Heath on the first one – he is now our creative director. This kickstarted a 10-year exploration, and they became a rite of passage for new designers that came into the studio, to take that very similar data and express it in completely new ways. It culminated in an exhibition in London in 2016, showing ten years’ of prints. They were a labour of love, but they also meant that every single year we had a number of prints that we could send out to new potential contacts. Still when I go to the global headquarters of Nike in Beaverton in Portland, I’m amazed at how many of these sit in leaders’ offices there. When we first got a finance director, they couldn’t believe how much we’d invested as a business in things like this – we even had our own gallery for a while. It doesn’t make sense from a purely numbers mindset, but if you put things out there for authentic reasons, there are ripple effects over time. In 2017, the studio became a B-corp, the fourth creative agency in the UK to get this accreditation. Around 2016, I couldn’t help but look around – as we probably all have at varying points over the last 10 years – and wondered, what the fuck is going on? All these systems are not fit for purpose for the future – financial systems, food systems, relationship systems, energy systems. They’re not working. And I was like shit, are we part of the problem? Accept & Proceed’s work for the NASA Jet Propulsion Laboratory I’ve always thought of brand as a piece of technology that can fundamentally change our actions and the world around us. That comes with a huge responsibility. We probably paid four months’ wages of two people full-time just to get accredited, so it’s quite a high bar. But I like that the programme shackles you to this idea of improvement. You can’t rest on your laurels if you want to be re-accredited. It’s like the way design works as an iterative process – you have to keep getting better. In 2019, Johnston and his team started thinking seriously about the studio’s own brand, and created a punchy, nuanced new positioning. We got to a point where we’d proven we could help brands achieve their commercial aims. But we wanted to hold a position ourselves, not just be a conduit between a brand and its audience. It still amazes me that so few agencies actually stand for anything. We realised that all the things – vision, mission, principles – that we’ve been creating for brands for years, we hadn’t done for ourselves. It’s a bit like when you see a hairdresser with a really dodgy haircut. But it’s hard to cut your own hair. So we went through that process, which was really difficult, and we landed on “Design for the future” as our promise to the world. And if you’re going to have that as a promise, you better be able to describe the world you’re creating through your work, which we call “the together world.” Accept & Proceed’s work for Second Sea We stand at this most incredible moment in history where the latest technology and science is catching up with ancient wisdom, to know that we must become more entangled, more together, more whole. And we’ve assessed five global shifts that are happening in order to be able to take us towards a more together world through our work – interbeing, reciprocity, healing, resilience and liberation. The year before last, we lost three global rebrand projects based on our positioning. Every one of them said to me, “You’re right but we’re not ready.” But this year, I think the product market fit of what we’ve been saying for the last five years is really starting to mesh. We’re working with Arc’teryx on their 2030 landscape, evolving Nike’s move to zero, and working with LEGO on what their next 100 years might look like, which is mind-boggling work. I don’t think we could have won any of those opportunities had we not been talking for quite a long time about design for the future. In 2023, Johnston started a sunrise gathering on Hackney Marshes, which became a very significant part of his life. I had the flu and I had a vision in my dreamy fluey state of a particular spot on Hackney Marshes where people were gathering and watching the sunrise. I happened to tell my friend, the poet Thomas Sharp this, and he said, “That’s a premonition. You have to make it happen.” The first year there were five of us – this year there were 300 people for the spring equinox in March. I don’t fully know what these gatherings will lead to. Will Accept & Proceed start to introduce the seasons to the way we operate as a business? It’s a thought I’ve had percolating, but I don’t know. Will it be something else? One of the 2024 sunrise gatherings organised by Accept & Proceed founder David Johnston I do know that there’s major learnings around authentic community building for brands. We should do away with these buckets we put people into, of age group and location. They aren’t very true. It’s fascinating to see the breadth of people who come to these gatherings. Me and Laura were thinking at some point of moving out of London, but I think these sunrise gatherings are now my reason to stay. It’s the thing I didn’t know I needed until I had it. They have made London complete for me. There’s something so ancient about watching our star rise, and the reminder that we are actually just animals crawling upon the surface of a planet of mud. That’s what’s real. But it can be hard to remember that when you’re sitting at your computer in the studio. These gatherings help me better understand creativity’s true potential, for brands, for the world, and for us. Design disciplines in this article Brands in this article What to read next Features Turning Points: Cultural branding agency EDIT Brand Identity 20 Nov, 2024