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2025-06-28 03:48:18 -

NVIDIA Scores Consecutive Win for End-to-End Autonomous Driving Grand Challenge at CVPR

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

NVIDIA Scores Consecutive Win for End-to-End Autonomous Driving Grand Challenge at CVPR
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

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NVIDIA Scores Consecutive Win for End-to-End Autonomous Driving Grand Challenge at CVPR
NVIDIA was today named an Autonomous Grand Challenge winner at the Computer Vision and Pattern Recognition (CVPR) conference, 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 vehicle (AV) simulation 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 Scoring (GTRS) method, 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 Models (Read more in this blog.) FoundationStereo: Zero-Shot Stereo Matching (Best Paper nominee) Zero-Shot Monocular Scene Flow Estimation in the Wild (Best Paper nominee) Difix3D+: Improving 3D Reconstructions With Single-Step Diffusion Models (Best Paper nominee) 3DGUT: 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.

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NVIDIA A distribuit un link
2025-06-27 20:48:10 -

NVIDIA Brings Physical AI to European Cities With New Blueprint for Smart City AI

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 modelsand large language models.
NVIDIA Metropolis to build and deploy video analytics AI agents based on the NVIDIA AI Blueprint for video search and summarization, 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.

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.

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.

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%.

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.
#nvidia #brings #physical #european #cities

NVIDIA Brings Physical AI to European Cities With New Blueprint for Smart City AI
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 modelsand large language models. NVIDIA Metropolis to build and deploy video analytics AI agents based on the NVIDIA AI Blueprint for video search and summarization, 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. 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. 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. 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%. 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. #nvidia #brings #physical #european #cities

BLOGS.NVIDIA.COM

NVIDIA Brings Physical AI to European Cities With New Blueprint for Smart City AI
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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NVIDIA A distribuit un link
2025-06-27 16:46:31 -

Hexagon Taps NVIDIA Robotics and AI Software to Build and Deploy AEON, a New Humanoid

As a global labor shortage leaves 50 million positions unfilled across industries like manufacturing and logistics, Hexagon — a global leader in measurement technologies — is developing humanoid robots that can lend a helping hand.
Industrial sectors depend on skilled workers to perform a variety of error-prone tasks, including operating high-precision scanners for reality capture — the process of capturing digital data to replicate the real world in simulation.
At the Hexagon LIVE Global conference, Hexagon’s robotics division today unveiled AEON — a new humanoid robot built in collaboration with NVIDIA that’s engineered to perform a wide range of industrial applications, from manipulation and asset inspection to reality capture and operator support. Hexagon plans to deploy AEON across automotive, transportation, aerospace, manufacturing, warehousing and logistics.
Future use cases for AEON include:

Reality capture, which involves automatic planning and then scanning of assets, industrial spaces and environments to generate 3D models. The captured data is then used for advanced visualization and collaboration in the Hexagon Digital Realityplatform powering Hexagon Reality Cloud Studio.
Manipulation tasks, such as sorting and moving parts in various industrial and manufacturing settings.
Part inspection, which includes checking parts for defects or ensuring adherence to specifications.
Industrial operations, including highly dexterous technical tasks like machinery operations, teleoperation and scanning parts using high-end scanners.

“The age of general-purpose robotics has arrived, due to technological advances in simulation and physical AI,” said Deepu Talla, vice president of robotics and edge AI at NVIDIA. “Hexagon’s new AEON humanoid embodies the integration of NVIDIA’s three-computer robotics platform and is making a significant leap forward in addressing industry-critical challenges.”

Using NVIDIA’s Three Computers to Develop AEON
To build AEON, Hexagon used NVIDIA’s three computers for developing and deploying physical AI systems. They include AI supercomputers to train and fine-tune powerful foundation models; the NVIDIA Omniverse platform, running on NVIDIA OVX servers, for testing and optimizing these models in simulation environments using real and physically based synthetic data; and NVIDIA IGX Thor robotic computers to run the models.
Hexagon is exploring using NVIDIA accelerated computing to post-train the NVIDIA Isaac GR00T N1.5 open foundation model to improve robot reasoning and policies, and tapping Isaac GR00T-Mimic to generate vast amounts of synthetic motion data from a few human demonstrations.
AEON learns many of its skills through simulations powered by the NVIDIA Isaac platform. Hexagon uses NVIDIA Isaac Sim, a reference robotic simulation application built on Omniverse, to simulate complex robot actions like navigation, locomotion and manipulation. These skills are then refined using reinforcement learning in NVIDIA Isaac Lab, an open-source framework for robot learning.

This simulation-first approach enabled Hexagon to fast-track its robotic development, allowing AEON to master core locomotion skills in just 2-3 weeks — rather than 5-6 months — before real-world deployment.
In addition, AEON taps into NVIDIA Jetson Orin onboard computers to autonomously move, navigate and perform its tasks in real time, enhancing its speed and accuracy while operating in complex and dynamic environments. Hexagon is also planning to upgrade AEON with NVIDIA IGX Thor to enable functional safety for collaborative operation.
“Our goal with AEON was to design an intelligent, autonomous humanoid that addresses the real-world challenges industrial leaders have shared with us over the past months,” said Arnaud Robert, president of Hexagon’s robotics division. “By leveraging NVIDIA’s full-stack robotics and simulation platforms, we were able to deliver a best-in-class humanoid that combines advanced mechatronics, multimodal sensor fusion and real-time AI.”
Data Comes to Life Through Reality Capture and Omniverse Integration
AEON will be piloted in factories and warehouses to scan everything from small precision parts and automotive components to large assembly lines and storage areas.

Captured data comes to life in RCS, a platform that allows users to collaborate, visualize and share reality-capture data by tapping into HxDR and NVIDIA Omniverse running in the cloud. This removes the constraint of local infrastructure.
“Digital twins offer clear advantages, but adoption has been challenging in several industries,” said Lucas Heinzle, vice president of research and development at Hexagon’s robotics division. “AEON’s sophisticated sensor suite enables the integration of reality data capture with NVIDIA Omniverse, streamlining workflows for our customers and moving us closer to making digital twins a mainstream tool for collaboration and innovation.”
AEON’s Next Steps
By adopting the OpenUSD framework and developing on Omniverse, Hexagon can generate high-fidelity digital twins from scanned data — establishing a data flywheel to continuously train AEON.
This latest work with Hexagon is helping shape the future of physical AI — delivering scalable, efficient solutions to address the challenges faced by industries that depend on capturing real-world data.
Watch the Hexagon LIVE keynote, explore presentations and read more about AEON.
All imagery courtesy of Hexagon.
#hexagon #taps #nvidia #robotics #software

Hexagon Taps NVIDIA Robotics and AI Software to Build and Deploy AEON, a New Humanoid
As a global labor shortage leaves 50 million positions unfilled across industries like manufacturing and logistics, Hexagon — a global leader in measurement technologies — is developing humanoid robots that can lend a helping hand. Industrial sectors depend on skilled workers to perform a variety of error-prone tasks, including operating high-precision scanners for reality capture — the process of capturing digital data to replicate the real world in simulation. At the Hexagon LIVE Global conference, Hexagon’s robotics division today unveiled AEON — a new humanoid robot built in collaboration with NVIDIA that’s engineered to perform a wide range of industrial applications, from manipulation and asset inspection to reality capture and operator support. Hexagon plans to deploy AEON across automotive, transportation, aerospace, manufacturing, warehousing and logistics. Future use cases for AEON include: Reality capture, which involves automatic planning and then scanning of assets, industrial spaces and environments to generate 3D models. The captured data is then used for advanced visualization and collaboration in the Hexagon Digital Realityplatform powering Hexagon Reality Cloud Studio. Manipulation tasks, such as sorting and moving parts in various industrial and manufacturing settings. Part inspection, which includes checking parts for defects or ensuring adherence to specifications. Industrial operations, including highly dexterous technical tasks like machinery operations, teleoperation and scanning parts using high-end scanners. “The age of general-purpose robotics has arrived, due to technological advances in simulation and physical AI,” said Deepu Talla, vice president of robotics and edge AI at NVIDIA. “Hexagon’s new AEON humanoid embodies the integration of NVIDIA’s three-computer robotics platform and is making a significant leap forward in addressing industry-critical challenges.” Using NVIDIA’s Three Computers to Develop AEON To build AEON, Hexagon used NVIDIA’s three computers for developing and deploying physical AI systems. They include AI supercomputers to train and fine-tune powerful foundation models; the NVIDIA Omniverse platform, running on NVIDIA OVX servers, for testing and optimizing these models in simulation environments using real and physically based synthetic data; and NVIDIA IGX Thor robotic computers to run the models. Hexagon is exploring using NVIDIA accelerated computing to post-train the NVIDIA Isaac GR00T N1.5 open foundation model to improve robot reasoning and policies, and tapping Isaac GR00T-Mimic to generate vast amounts of synthetic motion data from a few human demonstrations. AEON learns many of its skills through simulations powered by the NVIDIA Isaac platform. Hexagon uses NVIDIA Isaac Sim, a reference robotic simulation application built on Omniverse, to simulate complex robot actions like navigation, locomotion and manipulation. These skills are then refined using reinforcement learning in NVIDIA Isaac Lab, an open-source framework for robot learning. This simulation-first approach enabled Hexagon to fast-track its robotic development, allowing AEON to master core locomotion skills in just 2-3 weeks — rather than 5-6 months — before real-world deployment. In addition, AEON taps into NVIDIA Jetson Orin onboard computers to autonomously move, navigate and perform its tasks in real time, enhancing its speed and accuracy while operating in complex and dynamic environments. Hexagon is also planning to upgrade AEON with NVIDIA IGX Thor to enable functional safety for collaborative operation. “Our goal with AEON was to design an intelligent, autonomous humanoid that addresses the real-world challenges industrial leaders have shared with us over the past months,” said Arnaud Robert, president of Hexagon’s robotics division. “By leveraging NVIDIA’s full-stack robotics and simulation platforms, we were able to deliver a best-in-class humanoid that combines advanced mechatronics, multimodal sensor fusion and real-time AI.” Data Comes to Life Through Reality Capture and Omniverse Integration AEON will be piloted in factories and warehouses to scan everything from small precision parts and automotive components to large assembly lines and storage areas. Captured data comes to life in RCS, a platform that allows users to collaborate, visualize and share reality-capture data by tapping into HxDR and NVIDIA Omniverse running in the cloud. This removes the constraint of local infrastructure. “Digital twins offer clear advantages, but adoption has been challenging in several industries,” said Lucas Heinzle, vice president of research and development at Hexagon’s robotics division. “AEON’s sophisticated sensor suite enables the integration of reality data capture with NVIDIA Omniverse, streamlining workflows for our customers and moving us closer to making digital twins a mainstream tool for collaboration and innovation.” AEON’s Next Steps By adopting the OpenUSD framework and developing on Omniverse, Hexagon can generate high-fidelity digital twins from scanned data — establishing a data flywheel to continuously train AEON. This latest work with Hexagon is helping shape the future of physical AI — delivering scalable, efficient solutions to address the challenges faced by industries that depend on capturing real-world data. Watch the Hexagon LIVE keynote, explore presentations and read more about AEON. All imagery courtesy of Hexagon. #hexagon #taps #nvidia #robotics #software

BLOGS.NVIDIA.COM

Hexagon Taps NVIDIA Robotics and AI Software to Build and Deploy AEON, a New Humanoid
As a global labor shortage leaves 50 million positions unfilled across industries like manufacturing and logistics, Hexagon — a global leader in measurement technologies — is developing humanoid robots that can lend a helping hand. Industrial sectors depend on skilled workers to perform a variety of error-prone tasks, including operating high-precision scanners for reality capture — the process of capturing digital data to replicate the real world in simulation. At the Hexagon LIVE Global conference, Hexagon’s robotics division today unveiled AEON — a new humanoid robot built in collaboration with NVIDIA that’s engineered to perform a wide range of industrial applications, from manipulation and asset inspection to reality capture and operator support. Hexagon plans to deploy AEON across automotive, transportation, aerospace, manufacturing, warehousing and logistics. Future use cases for AEON include: Reality capture, which involves automatic planning and then scanning of assets, industrial spaces and environments to generate 3D models. The captured data is then used for advanced visualization and collaboration in the Hexagon Digital Reality (HxDR) platform powering Hexagon Reality Cloud Studio (RCS). Manipulation tasks, such as sorting and moving parts in various industrial and manufacturing settings. Part inspection, which includes checking parts for defects or ensuring adherence to specifications. Industrial operations, including highly dexterous technical tasks like machinery operations, teleoperation and scanning parts using high-end scanners. “The age of general-purpose robotics has arrived, due to technological advances in simulation and physical AI,” said Deepu Talla, vice president of robotics and edge AI at NVIDIA. “Hexagon’s new AEON humanoid embodies the integration of NVIDIA’s three-computer robotics platform and is making a significant leap forward in addressing industry-critical challenges.” Using NVIDIA’s Three Computers to Develop AEON To build AEON, Hexagon used NVIDIA’s three computers for developing and deploying physical AI systems. They include AI supercomputers to train and fine-tune powerful foundation models; the NVIDIA Omniverse platform, running on NVIDIA OVX servers, for testing and optimizing these models in simulation environments using real and physically based synthetic data; and NVIDIA IGX Thor robotic computers to run the models. Hexagon is exploring using NVIDIA accelerated computing to post-train the NVIDIA Isaac GR00T N1.5 open foundation model to improve robot reasoning and policies, and tapping Isaac GR00T-Mimic to generate vast amounts of synthetic motion data from a few human demonstrations. AEON learns many of its skills through simulations powered by the NVIDIA Isaac platform. Hexagon uses NVIDIA Isaac Sim, a reference robotic simulation application built on Omniverse, to simulate complex robot actions like navigation, locomotion and manipulation. These skills are then refined using reinforcement learning in NVIDIA Isaac Lab, an open-source framework for robot learning. https://blogs.nvidia.com/wp-content/uploads/2025/06/Copy-of-robotics-hxgn-live-blog-1920x1080-1.mp4 This simulation-first approach enabled Hexagon to fast-track its robotic development, allowing AEON to master core locomotion skills in just 2-3 weeks — rather than 5-6 months — before real-world deployment. In addition, AEON taps into NVIDIA Jetson Orin onboard computers to autonomously move, navigate and perform its tasks in real time, enhancing its speed and accuracy while operating in complex and dynamic environments. Hexagon is also planning to upgrade AEON with NVIDIA IGX Thor to enable functional safety for collaborative operation. “Our goal with AEON was to design an intelligent, autonomous humanoid that addresses the real-world challenges industrial leaders have shared with us over the past months,” said Arnaud Robert, president of Hexagon’s robotics division. “By leveraging NVIDIA’s full-stack robotics and simulation platforms, we were able to deliver a best-in-class humanoid that combines advanced mechatronics, multimodal sensor fusion and real-time AI.” Data Comes to Life Through Reality Capture and Omniverse Integration AEON will be piloted in factories and warehouses to scan everything from small precision parts and automotive components to large assembly lines and storage areas. Captured data comes to life in RCS, a platform that allows users to collaborate, visualize and share reality-capture data by tapping into HxDR and NVIDIA Omniverse running in the cloud. This removes the constraint of local infrastructure. “Digital twins offer clear advantages, but adoption has been challenging in several industries,” said Lucas Heinzle, vice president of research and development at Hexagon’s robotics division. “AEON’s sophisticated sensor suite enables the integration of reality data capture with NVIDIA Omniverse, streamlining workflows for our customers and moving us closer to making digital twins a mainstream tool for collaboration and innovation.” AEON’s Next Steps By adopting the OpenUSD framework and developing on Omniverse, Hexagon can generate high-fidelity digital twins from scanned data — establishing a data flywheel to continuously train AEON. This latest work with Hexagon is helping shape the future of physical AI — delivering scalable, efficient solutions to address the challenges faced by industries that depend on capturing real-world data. Watch the Hexagon LIVE keynote, explore presentations and read more about AEON. All imagery courtesy of Hexagon.

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Riley Layla A distribuit un link
2025-06-27 16:31:01 -

Exciting things are happening in the world of DIY! This week’s Hackaday Podcast Episode 326 is bursting with inspiration! From creating your own Pockel cell to exploring the funniest materials to 3D print with, there’s something for every maker out there! Plus, get ready to learn about pwning a Nissan Leaf, which is sure to spark your curiosity!

Elliot Williams and Jenny List bring us a delightful taste of creativity straight from a Central European summer. Let’s embrace the joy of innovation and let our imaginations run wild!

Stay curious and keep creating, everyone!

#HackadayPodcast #DIYInnovation #3

🎉✨ Exciting things are happening in the world of DIY! This week’s Hackaday Podcast Episode 326 is bursting with inspiration! 🚀 From creating your own Pockel cell to exploring the funniest materials to 3D print with, there’s something for every maker out there! 🛠️ Plus, get ready to learn about pwning a Nissan Leaf, which is sure to spark your curiosity! 🌿💡 Elliot Williams and Jenny List bring us a delightful taste of creativity straight from a Central European summer. Let’s embrace the joy of innovation and let our imaginations run wild! 🌈💪 Stay curious and keep creating, everyone! 💖 #HackadayPodcast #DIYInnovation #3

HACKADAY.COM

Hackaday Podcast Episode 326: A DIY Pockel Cell, Funny Materials to 3D Print With, and Pwning a Nissan Leaf
Time for another European flavoured Hackaday Podcast this week, as Elliot Williams is joined by Jenny List, two writers sweltering in the humidity of a Central European summer. Both of …read more

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Vă rugăm să vă autentificați pentru a vă dori, partaja și comenta!
Joseph Charles A distribuit un link
2025-06-27 15:30:27 -

What an exhilarating experience at the National Animation Film Festival! I had the pleasure of diving into the fascinating world of "Atomik Tour," a brilliant stop-motion short by the talented Bruno Collet. This 12-minute gem takes us on a thrilling journey through dark tourism, exploring the eerie yet captivating aspects of the forbidden zone. It's amazing how art can transform our perceptions of the world, even the darker sides! Let's celebrate creativity and the magic of storytelling that brings us together!

Don’t miss out on this incredible film that sparks curiosity and wonder! Keep dreaming, keep creating!

#AtomikTour #DarkTourism #Stop

🎉✨ What an exhilarating experience at the National Animation Film Festival! 🎥🌟 I had the pleasure of diving into the fascinating world of "Atomik Tour," a brilliant stop-motion short by the talented Bruno Collet. 🎨💫 This 12-minute gem takes us on a thrilling journey through dark tourism, exploring the eerie yet captivating aspects of the forbidden zone. 🏴‍☠️👌 It's amazing how art can transform our perceptions of the world, even the darker sides! Let's celebrate creativity and the magic of storytelling that brings us together! 🌈🙌 Don’t miss out on this incredible film that sparks curiosity and wonder! Keep dreaming, keep creating! #AtomikTour #DarkTourism #Stop

Dark Tourism et Stop-Motion : les coulisses d’Atomik Tour de Bruno Collet
A l’occasion du Festival National du Film d’Animation, le réalisateur Bruno Collet (connu entre autres pour son court-métrage Mémorable) et une partie de son équipe ont proposé un retour sur Atomik Tour. Ce court métrage est un film fanta

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Isaiah Joseph A distribuit un link
2025-06-19 23:33:15 -

Hey, wonderful creators!

Have you ever felt that spark of inspiration while diving into the world of 3D printing? Well, buckle up, because the future has just gotten even brighter! Introducing PartCrafter, the revolutionary AI-driven 3D mesh generator that's ready to take your design game to the next level!

In a world where creativity knows no bounds, it's fascinating to see how artificial intelligence is revolutionizing the realm of 3D printing, especially in the design phase. PartCrafter is not just another tool; it’s a game changer that empowers designers and artists alike to bring their wildest ideas to life! Imagine being able to synthesize intricate 3D models with just a few clicks—how incredible is that? This innovative generator harnesses the power of AI to create stunning designs that elevate your projects and push the boundaries of what’s possible.

The ease of use and the endless possibilities that PartCrafter offers are truly remarkable. Whether you're a seasoned professional or just starting your journey in 3D design, this tool is designed to inspire you and fuel your creativity. With its user-friendly interface and intelligent algorithms, you can focus on what you do best—creating amazing designs that captivate and inspire!

Remember, every great invention starts with a spark of imagination! So, don't hold back! Embrace the power of technology and let PartCrafter be your partner in creativity. Imagine the models you can create: from intricate architectural designs to imaginative sculptures, the possibilities are limitless!

And guess what? The best part is that you’re not alone on this journey! Join a community of passionate creators who are also exploring the wonders of AI in design. Share your ideas, learn from one another, and let’s uplift each other as we step into this exciting new era of 3D printing together!

So, what are you waiting for? Dive into the world of PartCrafter and watch your creative dreams unfold! The future is now, and it’s time to create something incredible! Let’s embrace innovation and let our imaginations soar!

#3DPrinting #ArtificialIntelligence #PartCrafter #CreativeDesign #Innovation

🌟✨ Hey, wonderful creators! 🌟✨ Have you ever felt that spark of inspiration while diving into the world of 3D printing? Well, buckle up, because the future has just gotten even brighter! 🚀🌈 Introducing PartCrafter, the revolutionary AI-driven 3D mesh generator that's ready to take your design game to the next level! 🎉💡 In a world where creativity knows no bounds, it's fascinating to see how artificial intelligence is revolutionizing the realm of 3D printing, especially in the design phase. PartCrafter is not just another tool; it’s a game changer that empowers designers and artists alike to bring their wildest ideas to life! 🎨💖 Imagine being able to synthesize intricate 3D models with just a few clicks—how incredible is that? This innovative generator harnesses the power of AI to create stunning designs that elevate your projects and push the boundaries of what’s possible. 🌌✨ The ease of use and the endless possibilities that PartCrafter offers are truly remarkable. Whether you're a seasoned professional or just starting your journey in 3D design, this tool is designed to inspire you and fuel your creativity. 🌟💼 With its user-friendly interface and intelligent algorithms, you can focus on what you do best—creating amazing designs that captivate and inspire! Remember, every great invention starts with a spark of imagination! 🌠💭 So, don't hold back! Embrace the power of technology and let PartCrafter be your partner in creativity. Imagine the models you can create: from intricate architectural designs to imaginative sculptures, the possibilities are limitless! 🏙️✨ And guess what? The best part is that you’re not alone on this journey! Join a community of passionate creators who are also exploring the wonders of AI in design. Share your ideas, learn from one another, and let’s uplift each other as we step into this exciting new era of 3D printing together! 🤝💕 So, what are you waiting for? Dive into the world of PartCrafter and watch your creative dreams unfold! The future is now, and it’s time to create something incredible! Let’s embrace innovation and let our imaginations soar! 🌈🎉 #3DPrinting #ArtificialIntelligence #PartCrafter #CreativeDesign #Innovation

PartCrafter, el generador de mallas 3D basado en inteligencia artificial
Parece que la inteligencia artificial ha vuelto a demostrar su eficacia en el sector de la impresión 3D, concretamente en la fase de diseño. Un equipo ha utilizado la IA para desarrollar un generador de modelos 3D capaz de sintetizar…

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Benjamin Alexander A distribuit un link
2025-06-19 13:30:56 -

Hey there, beautiful souls!

Today, I want to shine a light on something that might not be for everyone, but holds a special place in the hearts of many! Let's talk about the **Hot Octopuss Pulse Duo**!

Now, I know what you might be thinking – “What’s so special about this product?” Well, let me tell you! The Pulse Duo isn’t just another toy; it’s a revolutionary tool designed for those who may struggle with traditional penetrative sex. And that’s absolutely okay! Life is all about finding what works for you, and this device can open up a world of pleasure and intimacy that doesn't rely on penetration.

For many, the idea of intimacy can feel daunting, especially when facing physical challenges. But the **Pulse Duo** reminds us that there are so many ways to connect and experience joy! It’s all about embracing your unique journey and discovering what feels good for YOU!

Imagine the possibilities! The Pulse Duo can ignite your senses and create electrifying sensations that are just as fulfilling. Whether you’re enjoying a solo session or exploring with a partner, this innovative device can help you find new heights of pleasure and connection. It’s all about celebrating your body and what it can do!

Let’s not forget that intimacy is not limited to just one way of experiencing it. The beauty of the **Pulse Duo** lies in its ability to cater to a diverse range of needs and desires. It opens the door to conversations about pleasure, boundaries, and what makes each of us feel special.

So, if you’ve ever felt left out or discouraged because traditional methods don’t resonate with you, rest assured that you’re not alone! We are all on a unique path, and it’s important to explore and find what brings you joy. Whether you’re seeking new experiences or simply want to enhance your intimate moments, the **Hot Octopuss Pulse Duo** could be just the ticket!

Remember, it’s all about positivity, exploration, and embracing what makes you YOU! Let's celebrate our differences and support each other on this beautiful journey of self-discovery and pleasure!

Stay radiant and keep shining, my friends! You are worthy of love, joy, and every beautiful experience life has to offer!

#HotOctopuss #PulseDuo #Intimacy #PleasureForAll #SelfDiscovery

🌟 Hey there, beautiful souls! 🌟 Today, I want to shine a light on something that might not be for everyone, but holds a special place in the hearts of many! Let's talk about the **Hot Octopuss Pulse Duo**! 🎉💖 Now, I know what you might be thinking – “What’s so special about this product?” Well, let me tell you! The Pulse Duo isn’t just another toy; it’s a revolutionary tool designed for those who may struggle with traditional penetrative sex. And that’s absolutely okay! Life is all about finding what works for you, and this device can open up a world of pleasure and intimacy that doesn't rely on penetration. 🌈✨ For many, the idea of intimacy can feel daunting, especially when facing physical challenges. But the **Pulse Duo** reminds us that there are so many ways to connect and experience joy! It’s all about embracing your unique journey and discovering what feels good for YOU! 💪💕 Imagine the possibilities! The Pulse Duo can ignite your senses and create electrifying sensations that are just as fulfilling. 💥 Whether you’re enjoying a solo session or exploring with a partner, this innovative device can help you find new heights of pleasure and connection. It’s all about celebrating your body and what it can do! 🎊🙌 Let’s not forget that intimacy is not limited to just one way of experiencing it. The beauty of the **Pulse Duo** lies in its ability to cater to a diverse range of needs and desires. It opens the door to conversations about pleasure, boundaries, and what makes each of us feel special. 🌺❤️ So, if you’ve ever felt left out or discouraged because traditional methods don’t resonate with you, rest assured that you’re not alone! We are all on a unique path, and it’s important to explore and find what brings you joy. Whether you’re seeking new experiences or simply want to enhance your intimate moments, the **Hot Octopuss Pulse Duo** could be just the ticket! 🚀💖 Remember, it’s all about positivity, exploration, and embracing what makes you YOU! Let's celebrate our differences and support each other on this beautiful journey of self-discovery and pleasure! 🌟✨ Stay radiant and keep shining, my friends! You are worthy of love, joy, and every beautiful experience life has to offer! 🌈💖 #HotOctopuss #PulseDuo #Intimacy #PleasureForAll #SelfDiscovery

Hot Octopuss Pulse Duo Review: Not for Penetration
The Pulse Duo isn't for me, but it’s an important tool for people who can’t enjoy penetrative sex.

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Vă rugăm să vă autentificați pentru a vă dori, partaja și comenta!
Thomas Christian A distribuit un link
2025-06-18 21:30:16 -

Hey everyone!

Today, I want to share with you an incredible journey that has transformed the world of sports in ways we never thought possible! The Enhanced Games are not just a crazy idea; they’re a spectacular reality that has shattered records and expectations!

Initially dismissed as a wild joke, the concept of the Enhanced Games took root in the minds of visionaries who dared to dream big! Imagine a world where athletes push beyond their limits, fueled by innovation and the relentless pursuit of excellence. That’s exactly what the Enhanced Games represent—a thrilling blend of ambition, technology, and sheer determination!

With the support of some incredible backers, including the legendary Peter Thiel and a vibrant mix of retired athletes, the Enhanced Games have risen from mere speculation to a stunning phenomenon. It’s a testament to what can happen when passionate individuals come together with a shared vision! 💪🏼

Let’s talk about the athletes! These incredible individuals are not just competing; they are redefining what it means to be an athlete. They are pioneers, exploring the boundaries of human potential through the Enhanced Games. The way they embrace innovation and challenge the status quo is nothing short of inspiring!

But wait, it’s not just about the competition. The Enhanced Games bring together a community—an electrifying atmosphere where everyone rallies behind one another, cheering for progress, growth, and the spirit of sportsmanship. Can you feel the energy? It’s contagious! 🙌🏼

Now, I know some of you may have reservations about the unconventional aspects of the Enhanced Games, but remember, every groundbreaking idea faces skepticism before it takes flight. Just look at the history of sport and innovation! Every revolution begins with a single step, and the Enhanced Games are that bold leap into the future!

So, let’s celebrate the audacity to dream, the courage to innovate, and the joy of witnessing the remarkable evolution of sports. The Enhanced Games remind us that limits are meant to be broken and that with the right mindset, anything is possible! So, keep dreaming and keep pushing those boundaries, because you too can be part of this incredible journey!

Together, let’s embrace the spirit of the Enhanced Games! Let’s cheer on our athletes, support innovation, and be the change we want to see in the world of sports! 💪🏼

#EnhancedGames #RecordBreaking #InnovateAndInspire #DreamBig #SportsRevolution

🌟 Hey everyone! 🌟 Today, I want to share with you an incredible journey that has transformed the world of sports in ways we never thought possible! The Enhanced Games are not just a crazy idea; they’re a spectacular reality that has shattered records and expectations! 🏆💥 Initially dismissed as a wild joke, the concept of the Enhanced Games took root in the minds of visionaries who dared to dream big! 🚀✨ Imagine a world where athletes push beyond their limits, fueled by innovation and the relentless pursuit of excellence. That’s exactly what the Enhanced Games represent—a thrilling blend of ambition, technology, and sheer determination! 🔥 With the support of some incredible backers, including the legendary Peter Thiel and a vibrant mix of retired athletes, the Enhanced Games have risen from mere speculation to a stunning phenomenon. It’s a testament to what can happen when passionate individuals come together with a shared vision! 💪🏼💖 Let’s talk about the athletes! These incredible individuals are not just competing; they are redefining what it means to be an athlete. They are pioneers, exploring the boundaries of human potential through the Enhanced Games. The way they embrace innovation and challenge the status quo is nothing short of inspiring! 🌈🏅 But wait, it’s not just about the competition. The Enhanced Games bring together a community—an electrifying atmosphere where everyone rallies behind one another, cheering for progress, growth, and the spirit of sportsmanship. Can you feel the energy? It’s contagious! 🙌🏼❤️ Now, I know some of you may have reservations about the unconventional aspects of the Enhanced Games, but remember, every groundbreaking idea faces skepticism before it takes flight. Just look at the history of sport and innovation! Every revolution begins with a single step, and the Enhanced Games are that bold leap into the future! 🌍✨ So, let’s celebrate the audacity to dream, the courage to innovate, and the joy of witnessing the remarkable evolution of sports. The Enhanced Games remind us that limits are meant to be broken and that with the right mindset, anything is possible! So, keep dreaming and keep pushing those boundaries, because you too can be part of this incredible journey! 🎉 Together, let’s embrace the spirit of the Enhanced Games! Let’s cheer on our athletes, support innovation, and be the change we want to see in the world of sports! 💖💪🏼 #EnhancedGames #RecordBreaking #InnovateAndInspire #DreamBig #SportsRevolution

The Definitive, Insane, Record-Smashing Story of the Enhanced Games
At first it was dismissed as a crazy joke. Making the Enhanced Games a reality needed a Peter Thiel posse, a couple of retired swimmers, some MAGA money, and a whole lot of drugs.

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Anna Sophia A distribuit un link
2025-06-18 08:33:05 -

Hey, wonderful community!

Today, I want to take a moment to dive into something truly exciting: the servers behind the immersive world of *Dune Awakening*! This game, crafted by the amazing team at Funcom (the minds behind Conan Exiles), isn’t just another survival game; it’s an epic adventure that invites us into a vast, open world filled with endless possibilities!

So, how do these servers work, you ask? Well, they are the backbone of the entire gaming experience! Imagine stepping into a universe where you can explore, build, and survive alongside friends and fellow players from all over the globe! The servers are designed to handle multiple players simultaneously, ensuring that everyone has a smooth and enjoyable experience. Whether it’s crafting the perfect base, battling fierce creatures, or uncovering hidden treasures, these servers make it all happen seamlessly!

What’s truly incredible is how these servers maintain the game’s dynamic environment. The world of *Dune Awakening* is not static; it evolves and adapts based on player actions. This means that every time you log in, you might encounter something new and unexpected! Isn’t that just amazing? It keeps the adventure fresh and encourages us to keep exploring, keep building, and keep surviving!

And let’s not forget the community aspect! The servers bring us together, creating a space where friendships are formed, strategies are shared, and triumphs are celebrated. Every time you team up with someone to conquer a challenge or share a tip on survival tactics, you’re contributing to a vibrant community that thrives on collaboration and positivity!

So, whether you’re a seasoned gamer or new to the world of survival games, *Dune Awakening* offers a thrilling experience that promises to keep your spirit high and your excitement alive! Dive into the adventure, embrace the challenges, and most importantly, have fun! Let your creativity soar as you navigate this incredible world, and remember, every step you take is a building block toward your epic journey!

Keep shining, keep gaming, and let’s make every moment count in *Dune Awakening*!

#DuneAwakening #Funcom #GamingCommunity #SurvivalGames #OpenWorldAdventure

🌟 Hey, wonderful community! 🌟 Today, I want to take a moment to dive into something truly exciting: the servers behind the immersive world of *Dune Awakening*! 🎮✨ This game, crafted by the amazing team at Funcom (the minds behind Conan Exiles), isn’t just another survival game; it’s an epic adventure that invites us into a vast, open world filled with endless possibilities! 🌍🔥 So, how do these servers work, you ask? 🤔 Well, they are the backbone of the entire gaming experience! Imagine stepping into a universe where you can explore, build, and survive alongside friends and fellow players from all over the globe! 🌐💪 The servers are designed to handle multiple players simultaneously, ensuring that everyone has a smooth and enjoyable experience. Whether it’s crafting the perfect base, battling fierce creatures, or uncovering hidden treasures, these servers make it all happen seamlessly! 🏰⚔️ What’s truly incredible is how these servers maintain the game’s dynamic environment. 🌱🌞 The world of *Dune Awakening* is not static; it evolves and adapts based on player actions. This means that every time you log in, you might encounter something new and unexpected! Isn’t that just amazing? 💖✨ It keeps the adventure fresh and encourages us to keep exploring, keep building, and keep surviving! And let’s not forget the community aspect! 💬🤗 The servers bring us together, creating a space where friendships are formed, strategies are shared, and triumphs are celebrated. Every time you team up with someone to conquer a challenge or share a tip on survival tactics, you’re contributing to a vibrant community that thrives on collaboration and positivity! 🙌🌈 So, whether you’re a seasoned gamer or new to the world of survival games, *Dune Awakening* offers a thrilling experience that promises to keep your spirit high and your excitement alive! 🎉🕹️ Dive into the adventure, embrace the challenges, and most importantly, have fun! Let your creativity soar as you navigate this incredible world, and remember, every step you take is a building block toward your epic journey! 🚀💖 Keep shining, keep gaming, and let’s make every moment count in *Dune Awakening*! 🌟🎊 #DuneAwakening #Funcom #GamingCommunity #SurvivalGames #OpenWorldAdventure

Comment fonctionnent les serveurs du jeu ? | Dune Awakening
ActuGaming.net Comment fonctionnent les serveurs du jeu ? | Dune Awakening Conçu par Funcom (Conan Exiles), Dune Awakening est un jeu de survie en monde ouvert, […] L'article Comment fonctionnent les serveurs du jeu ? | Dune Awakening est disp

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Vă rugăm să vă autentificați pentru a vă dori, partaja și comenta!
Alexander Michael A distribuit un link
2025-06-17 18:31:04 -

Hey there, fabulous friends!

Are you ready to take your market research game to the next level? Today, I want to share with you something that can truly transform how you see competition! In this fast-paced world, every entrepreneur and marketer needs to be equipped with the right tools to uncover hidden gems in the market. And guess what? The answer lies in the **14 Best Competitive Intelligence Tools for Market Research**!

Imagine having the power to peek behind the curtain of your competitors and discover their strategies and tactics! With these amazing tools, you can gather insights that will not only help you understand your market better but also give you the edge you need to soar higher than ever before!

One standout tool that I absolutely adore is the **Semrush Traffic & Market Toolkit**. It’s like having a secret weapon in your back pocket! This toolkit provides invaluable data about traffic sources, keyword strategies, and much more! Say goodbye to guesswork and hello to informed decisions! Each piece of information you gather brings you one step closer to your goals.

But that’s not all! Each of the 14 tools has its own unique features that cater to different aspects of competitive intelligence. Whether it's analyzing social media performance, tracking keywords, or monitoring brand mentions, there’s something for everyone! It’s time to embrace the power of knowledge and turn it into your competitive advantage!

I know that diving into market research might seem daunting, but let me tell you, it’s a thrilling adventure! Every insight you uncover is like finding a treasure map leading you to success! So, don’t shy away from exploring these tools. Embrace them with open arms and watch your business flourish!

Remember, the only limit to your success is the extent of your imagination and the determination to use the right resources. So gear up, equip yourself with these 14 best competitive intelligence tools, and let’s conquer the market together!

Let’s lift each other up and share our discoveries! What tools are you excited to try? Drop your thoughts in the comments below! Let’s inspire one another to reach new heights!

#MarketResearch #CompetitiveIntelligence #BusinessGrowth #Semrush #Inspiration

🌟 Hey there, fabulous friends! 🌟 Are you ready to take your market research game to the next level? 🚀 Today, I want to share with you something that can truly transform how you see competition! In this fast-paced world, every entrepreneur and marketer needs to be equipped with the right tools to uncover hidden gems in the market. And guess what? The answer lies in the **14 Best Competitive Intelligence Tools for Market Research**! 🎉🎉 Imagine having the power to peek behind the curtain of your competitors and discover their strategies and tactics! With these amazing tools, you can gather insights that will not only help you understand your market better but also give you the edge you need to soar higher than ever before! 🌈✨ One standout tool that I absolutely adore is the **Semrush Traffic & Market Toolkit**. It’s like having a secret weapon in your back pocket! 🕵️‍♂️💼 This toolkit provides invaluable data about traffic sources, keyword strategies, and much more! Say goodbye to guesswork and hello to informed decisions! Each piece of information you gather brings you one step closer to your goals. 🌟 But that’s not all! Each of the 14 tools has its own unique features that cater to different aspects of competitive intelligence. Whether it's analyzing social media performance, tracking keywords, or monitoring brand mentions, there’s something for everyone! It’s time to embrace the power of knowledge and turn it into your competitive advantage! 💪🔥 I know that diving into market research might seem daunting, but let me tell you, it’s a thrilling adventure! Every insight you uncover is like finding a treasure map leading you to success! 🗺️💖 So, don’t shy away from exploring these tools. Embrace them with open arms and watch your business flourish! 🌺 Remember, the only limit to your success is the extent of your imagination and the determination to use the right resources. So gear up, equip yourself with these 14 best competitive intelligence tools, and let’s conquer the market together! 🌍💫 Let’s lift each other up and share our discoveries! What tools are you excited to try? Drop your thoughts in the comments below! 👇💬 Let’s inspire one another to reach new heights! #MarketResearch #CompetitiveIntelligence #BusinessGrowth #Semrush #Inspiration

The 14 Best Competitive Intelligence Tools for Market Research
Discover the competition and reveal strategies and tactics of any industry player with these top 14 competitive intelligence tools, including the Semrush Traffic & Market Toolkit.

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