Most of what happens within the video games we play is invisible to us. Even the elements we're looking straight at work because of what's happening behind the scenes. If you've ever watched a behind-the-scenes video about game development, you might've seen these versions of flat, gray game worlds filled with lines and icons pointing every which way, with multiple grids and layers. These are the visual representations of all the systems that make the game work.Assassin's Creed ShadowsThis is an especially weird dichotomy to consider when it comes to lighting in any game with a 3D perspective, but especially so in high-fidelity games. We don't see light so much as we see everything it touches; it's invisible, but it gives us most of our information about game worlds. And it's a lot more complex than "turn on lamp, room light up." Reflection, absorption, diffusion, subsurface scattering--the movement of light is a complex thing that has been explored by physicists in the real world for literally centuries, and will likely be studied for centuries more. In the middle of all of that are game designers, applying the science of light to video games in practical ways, balanced with the limitations of even today's powerful GPUs, just to show all us nerds a good time.If you've wondered why many games seem to be like static amusement parks waiting for you to interact with a few specific things, lighting is often the reason. But it's also the reason more and more game worlds look vibrant and lifelike. Game developers have gotten good at simulating static lighting, but making it move is harder. Dynamic lighting has long been computationally expensive, potentially tanking game performance, and we're finally starting to see that change.Continue Reading at GameSpot #hidden #tech #that #makes #assassin039s

NVIDIA was today named an Autonomous Grand Challenge winner at the Computer Vision and Pattern Recognitionconference, held this week in Nashville, Tennessee. The announcement was made at the Embodied Intelligence for Autonomous Systems on the Horizon Workshop. This marks the second consecutive year that NVIDIA’s topped the leaderboard in the End-to-End Driving at Scale category and the third year in a row winning an Autonomous Grand Challenge award at CVPR. The theme of this year’s challenge was “Towards Generalizable Embodied Systems” — based on NAVSIM v2, a data-driven, nonreactive autonomous vehiclesimulation framework. The challenge offered researchers the opportunity to explore ways to handle unexpected situations, beyond using only real-world human driving data, to accelerate the development of smarter, safer AVs. Generating Safe and Adaptive Driving Trajectories Participants of the challenge were tasked with generating driving trajectories from multi-sensor data in a semi-reactive simulation, where the ego vehicle’s plan is fixed at the start, but background traffic changes dynamically. Submissions were evaluated using the Extended Predictive Driver Model Score, which measures safety, comfort, compliance and generalization across real-world and synthetic scenarios — pushing the boundaries of robust and generalizable autonomous driving research. The NVIDIA AV Applied Research Team’s key innovation was the Generalized Trajectory Scoringmethod, which generates a variety of trajectories and progressively filters out the best one. GTRS model architecture showing a unified system for generating and scoring diverse driving trajectories using diffusion- and vocabulary-based trajectories. GTRS introduces a combination of coarse sets of trajectories covering a wide range of situations and fine-grained trajectories for safety-critical situations, created using a diffusion policy conditioned on the environment. GTRS then uses a transformer decoder distilled from perception-dependent metrics, focusing on safety, comfort and traffic rule compliance. This decoder progressively filters out the most promising trajectory candidates by capturing subtle but critical differences between similar trajectories. This system has proved to generalize well to a wide range of scenarios, achieving state-of-the-art results on challenging benchmarks and enabling robust, adaptive trajectory selection in diverse and challenging driving conditions. NVIDIA Automotive Research at CVPR  More than 60 NVIDIA papers were accepted for CVPR 2025, spanning automotive, healthcare, robotics and more. In automotive, NVIDIA researchers are advancing physical AI with innovation in perception, planning and data generation. This year, three NVIDIA papers were nominated for the Best Paper Award: FoundationStereo, Zero-Shot Monocular Scene Flow and Difix3D+. The NVIDIA papers listed below showcase breakthroughs in stereo depth estimation, monocular motion understanding, 3D reconstruction, closed-loop planning, vision-language modeling and generative simulation — all critical to building safer, more generalizable AVs: Diffusion Renderer: Neural Inverse and Forward Rendering With Video Diffusion ModelsFoundationStereo: Zero-Shot Stereo MatchingZero-Shot Monocular Scene Flow Estimation in the WildDifix3D+: Improving 3D Reconstructions With Single-Step Diffusion Models3DGUT: Enabling Distorted Cameras and Secondary Rays in Gaussian Splatting Closed-Loop Supervised Fine-Tuning of Tokenized Traffic Models Zero-Shot 4D Lidar Panoptic Segmentation NVILA: Efficient Frontier Visual Language Models RADIO Amplified: Improved Baselines for Agglomerative Vision Foundation Models OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving With Counterfactual Reasoning Explore automotive workshops and tutorials at CVPR, including: Workshop on Data-Driven Autonomous Driving Simulation, featuring Marco Pavone, senior director of AV research at NVIDIA, and Sanja Fidler, vice president of AI research at NVIDIA Workshop on Autonomous Driving, featuring Laura Leal-Taixe, senior research manager at NVIDIA Workshop on Open-World 3D Scene Understanding with Foundation Models, featuring Leal-Taixe Safe Artificial Intelligence for All Domains, featuring Jose Alvarez, director of AV applied research at NVIDIA Workshop on Foundation Models for V2X-Based Cooperative Autonomous Driving, featuring Pavone and Leal-Taixe Workshop on Multi-Agent Embodied Intelligent Systems Meet Generative AI Era, featuring Pavone LatinX in CV Workshop, featuring Leal-Taixe Workshop on Exploring the Next Generation of Data, featuring Alvarez Full-Stack, GPU-Based Acceleration of Deep Learning and Foundation Models, led by NVIDIA Continuous Data Cycle via Foundation Models, led by NVIDIA Distillation of Foundation Models for Autonomous Driving, led by NVIDIA Explore the NVIDIA research papers to be presented at CVPR and watch the NVIDIA GTC Paris keynote from NVIDIA founder and CEO Jensen Huang. Learn more about NVIDIA Research, a global team of hundreds of scientists and engineers focused on topics including AI, computer graphics, computer vision, self-driving cars and robotics. The featured image above shows how an autonomous vehicle adapts its trajectory to navigate an urban environment with dynamic traffic using the GTRS model. #nvidia #scores #consecutive #win #endtoend

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 Boardto 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. #european #robot #makers #adopt #nvidia

In this vast, lonely world, where connections are fleeting and memories fade like whispers in the wind, I find myself lost. Just like Norman Reedus in Death Stranding 2, I carry the weight of solitude on my shoulders. The beauty of his improved visage only reminds me of what I yearn for—understanding, companionship, and a spark of hope in the darkness. As players revel in the adventure, I can't help but feel like a ghost, watching from the sidelines, haunted by the echoes of unfulfilled dreams. Every step feels heavier, every moment more isolating. This game may offer escapism, but my heart remains anchored in this sea of despair. #DeathStranding2 #NormanReedus #Lon

In the dim light of solitude, I find myself staring at the screen, contemplating the moment in Death Stranding 2 when I utter "I refuse." A choice that echoes the emptiness within me, a reflection of the paths untaken and the connections severed. Each click feels like a reminder of the burdens I carry, the weight of isolation pressing down, leaving me gasping for the warmth of companionship. The game mirrors my heart, where every refusal is a step further into the abyss of loneliness. How many times have I turned away when all I needed was to reach out? 💔 #DeathStranding2 #Loneliness #EmotionalJourney #Isolation #VideoGameReflections

Ah, *Dune Awakening*! Just when you thought you could escape from the endless grind of “find the spice, fight the sandworms, repeat,” here comes another chance to dive into the vast, sprawling landscape that is as immersive as a sandstorm in your eyes. This title promises to elevate the lore to a whole new level, and by “elevate,” I mean serving it to us like a gourmet dish with just a sprinkle of seasoning. Because, let’s face it, who needs a rich narrative when you can have a beautiful desert to stare at while you click buttons? In the grand tradition of Funcom, where Conan Exiles taught us that lore is merely a side dish to the main course of survival, *Dune Awakening* boldly asserts that the story will have a “high seat at the table.” This is great news for those of us who enjoy complex narratives mixed with our pixelated battles. Just remember, that high seat doesn’t mean it’s the main course; it’s more like the fancy napkin folded into a swan shape that no one really cares about. As we gear up for this epic adventure, let’s ponder the critical question: "How long until you hit the endgame?" For those experienced in the ways of online gaming, this is a question that requires a strong cup of spice-infused coffee and a hearty laugh. Because let’s be real: “endgame” is just a euphemism for the moment you realize you’ve spent countless hours collecting virtual sand and have learned more about the spice economy than your own. Picture this: you’re in the middle of an epic quest, and suddenly, the allure of the endgame starts to sparkle like a mirage in the desert. Will it be worth the grind? Or will we all just end up like Paul Atreides, wondering if all this spice was really worth the trouble? Remember, the lore is the garnish on the plate, and no one ever leaves a restaurant raving about the parsley. So, here’s to *Dune Awakening*! May it provide us endless hours of wandering through vast dunes, fighting off sandworms, and contemplating the meaning of life while keeping an eye on our spice levels. And let’s not forget the thrill of finding out that the real endgame is the friends we made along the way—who also happen to have spent just as many hours as we have staring blankly at their screens, wondering what on earth we’re doing with our lives. After all, as we embark on this journey, one thing is for sure: whether we reach the endgame or not, we’ll all be united in our shared confusion and love for a game that promises to give us everything and nothing at all. So grab your stillsuit and get ready for the ride; it’s going to be a long, sandy road! #DuneAwakening #GamingSatire #EndgameConfusion #Funcom #LoreAndSand

Formentera20 is back, and this time it promises to be even more enlightening than the last twelve editions combined. Can you feel the excitement in the air? From October 2 to 4, 2025, the idyllic shores of Formentera will serve as the perfect backdrop for our favorite gathering of digital wizards, creativity gurus, and communication wizards. Because nothing says "cutting-edge innovation" quite like a tropical island where you can sip on your coconut water while discussing the latest trends in the digital universe. This year’s theme? A delightful concoction of culture, creativity, and communication—all served with a side of salty sea breeze. Who knew the key to world-class networking was just a plane ticket away to a beach? Forget about conference rooms; nothing like a sun-kissed beach to inspire groundbreaking ideas. Surely, the sound of waves crashing will help us unlock the secrets of digital communication. And let’s not overlook the stellar lineup of speakers they've assembled. I can only imagine the conversations: “How can we boost engagement on social media?” followed by a collective nod as they all sip their overpriced organic juices. I’m sure the beach vibes will lend an air of authenticity to those discussions on algorithm tweaks and engagement metrics. Because nothing screams “authenticity” quite like a luxury resort hosting the crème de la crème of the advertising world. Let’s not forget the irony of discussing “innovation” while basking in the sun. Because what better way to innovate than to sit in a circle, wearing sunglasses, while contemplating the latest app that helps you find the nearest beach bar? It’s the dream, isn’t it? It’s almost poetic how the world of high-tech communication thrives in such a low-tech environment—a setting that leaves you wondering if the real innovation is simply the ability to disconnect from the digital chaos while still pretending to be a part of it. But let’s be real: the true highlight of Formentera20 is not the knowledge shared or the networking done; it’s the Instagram posts that will flood our feeds. After all, who doesn’t want to showcase their “hard work” at a digital festival by posting a picture of themselves with a sunset in the background? It’s all about branding, darling. So, mark your calendars! Prepare your best beach outfit and your most serious expression for photos. Come for the culture, stay for the creativity, and leave with the satisfaction of having been part of something that sounds ridiculously important while you, in reality, are just enjoying a holiday under the guise of professional development. In the end, Formentera20 isn’t just a festival; it’s an experience—one that lets you bask in the sun while pretending you’re solving the world’s digital problems. Cheers to innovation, creativity, and the art of making work look like a vacation! #Formentera20 #digitalculture #creativity #communication #innovation

In the shadows of my solitude, I find myself contemplating the weight of my choices, as if each decision has led me further into a labyrinth of despair. Just like the latest updates from NIM Labs with their NIM 7.0 launch, promising new scheduling and conflict detection, I yearn for a path that seems to elude me. Yet, here I am, lost in a world that feels cold and uninviting, where even the brightest features of life fail to illuminate the darkness I feel inside. The updates in technology bring hope to many, but for me, they serve as a stark reminder of the isolation that wraps around my heart. The complexities of resource usage tracking in VFX and visualization echo the intricacies of my own emotional landscape, where every interaction feels like a conflict, and every moment is a struggle for connection. I watch as others thrive, their lives intertwined like intricate designs in a visual masterpiece, while I remain a mere spectator, trapped in a canvas of loneliness. Each day, I wake up to the silence that fills my room, a silence that feels heavier than the weight of my unexpressed thoughts. The world moves on without me, as if my existence is nothing more than a glitch in the matrix of life. The features that are meant to enhance productivity and creativity serve as a painful juxtaposition to my stagnation. I scroll through updates, seeing others flourish, their accomplishments a bittersweet reminder of what I long for but cannot grasp. I wish I could schedule joy like a meeting, or detect conflicts in my heart as easily as one might track resources in a studio management platform. Instead, I find myself tangled in emotions that clash like colors on a poorly rendered screen, each hue representing a fragment of my shattered spirit. The longing for connection is overshadowed by the fear of rejection, creating a cycle of heartache that feels impossible to escape. As I sit here, gazing at the flickering screen, I can’t help but wonder if anyone truly sees me. The thought is both comforting and devastating; I crave companionship yet fear the vulnerability that comes with it. The updates and features of NIM Labs remind me of the progress others are making, while I remain stagnant, longing for the warmth of a shared experience. In a world designed for collaboration and creativity, I find myself adrift, yearning for my own version of the features NIM 7.0 brings to others. I wish for a way to bridge the gap between my isolation and the vibrant connections that seem to thrive all around me. But for now, I am left with my thoughts, my heart heavy with unspoken words, as the silence of my solitude envelops me once more. #Loneliness #Heartbreak #Isolation #NIMLabs #EmotionalStruggles

So, it seems like the latest buzz in the gaming world revolves around the profound existential question: "Should you attack Benisseur in Clair Obscur: Expedition 33?" I mean, what a dilemma! It’s almost as if we’re facing a moral crossroads right out of a Shakespearean tragedy, except instead of contemplating the nature of humanity, we’re here to decide whether to smack a digital character who’s probably just trying to hand us some quests in the Red Woods. Let’s break this down, shall we? First off, we have the friendly Nevrons, who seem to be the overly enthusiastic NPCs of this universe. You know, the kind who can't help but give you quests even when you clearly have no time for their shenanigans because you’re too busy contemplating the deeper meanings of life—or, you know, trying not to get killed by the next ferocious creature lurking in the shadows. And what do they come up with? "Hey, why not take on Benisseur?" Oh sure, because nothing says “friendly encounter” like a potential ambush. Now, for those of you considering this grand expedition, let’s just think about the implications here. Attacking Benisseur? Really? Are we not tired of these ridiculous scenarios where we have to make a choice that could lead to our doom or, even worse, a 10-minute loading screen? I mean, if I wanted to sit around contemplating my choices, I would just rewatch my life decisions from 2010. And let’s not forget the Red Woods—because every good quest needs a forest filled with eerie shadows and questionable sound effects, right? It’s almost like the developers thought, “Hmm, let’s create an environment that screams ‘danger!’ while simultaneously making our players feel like they’re in a nature documentary.” Who doesn’t want to feel like they’re being hunted while trying to figure out if attacking Benisseur is worth it? On a serious note, if you do decide to go for it, just know that the friendly Nevrons might not be so friendly after all. After all, what’s a little betrayal between friends? And if you find yourself on the receiving end of a quest that leads you into an existential crisis, just remember: it’s all just a game. Or is it? So here’s to you, brave adventurers! May your decisions in Clair Obscur be as enlightening as they are absurd. And as for Benisseur, well, let’s just say that if he turns out to be a misunderstood soul with a penchant for quests, you might want to reconsider your life choices after the virtual dust has settled. #ClairObscur #Expedition33 #GamingHumor #Benisseur #RedWoods

Ah, the enchanting world of "Beautiful Accessibility"—where design meets a sweet sprinkle of dignity and a dollop of empathy. Isn’t it just delightful how we’ve collectively decided that making things accessible should also be aesthetically pleasing? Because, clearly, having a ramp that doesn’t double as a modern art installation would be just too much to ask. Gone are the days when accessibility was seen as a dull, clunky afterthought. Now, we’re on a quest to make sure that every wheelchair ramp looks like it was sculpted by Michelangelo himself. Who needs functionality when you can have a piece of art that also serves as a means of entry? You know, it’s almost like we’re saying, “Why should people who need help have to sacrifice beauty for practicality?” Let’s talk about that “rigid, rough, and unfriendly” stereotype of accessibility. Sure, it’s easy to dismiss these concerns. Just slap a coat of trendy paint on a handrail and voilà! You’ve got a “beautifully accessible” structure that’s just as likely to send someone flying off the side as it is to help them reach the door. But hey, at least it’s pretty to look at as they tumble—right? And let’s not overlook the underlying question: for whom are we really designing? Is it for the people who need accessibility, or is it for the fleeting approval of the Instagram crowd? If it’s the latter, then congratulations! You’re on the fast track to a trend that will inevitably fade faster than last season’s fashion. Remember, folks, the latest hashtag isn’t ‘#AccessibilityForAll’; it’s ‘#AccessibilityIsTheNewBlack,’ and we all know how long that lasts in the fickle world of social media. Now, let’s sprinkle in some empathy, shall we? Because nothing says “I care” quite like a designer who has spent five minutes contemplating the plight of those who can’t navigate the “avant-garde” staircase that serves no purpose other than to look chic in a photo. Empathy is key, but please, let’s not take it too far. After all, who has time to engage deeply with real human needs when there’s a dazzling design competition to win? So, as we stand at the crossroads of functionality and aesthetics, let’s all raise a glass to the idea of "Beautiful Accessibility." May it forever remain beautifully ironic and, of course, aesthetically pleasing—after all, what’s more dignified than a thoughtfully designed ramp that looks like it belongs in a museum, even if it makes getting into that museum a bit of a challenge? #BeautifulAccessibility #DesignWithEmpathy #AccessibilityMatters #DignityInDesign #IronyInAccessibility