Algorized's Edge AI platform for human-aware robots

📢 Company News! We’re proud to announce the launch of its comprehensive portfolio of camera solutions based on Hyperlux™ ID, Hyperlux™ LP, Hyperlux™ LH image sensors from onsemi — delivering next-generation performance for automotive, industrial, robotics, AI, and commercial applications. 👉 Check out the News: https://lnkd.in/eSfzHBqN 🔗 Discover more: https://lnkd.in/e_Q6_wQm #onsemi #Hyperlux #CameraSolutions #EmbeddedVision #EdgeAI #ImagingTechnology #AIvision

Edge AI just got a serious upgrade. Advantech’s latest integration with NVIDIA Jetson Thor is a game-changer for industrial-grade AI at the edge. Think smarter vision, faster inference, and rugged reliability—all in one compact powerhouse. Why it matters? • Jetson Thor brings server-class AI performance to edge deployments • Advantech’s design ensures thermal stability and industrial durability • Ideal for autonomous machines, smart cities, and intelligent factories As someone passionate about embedded computing and real-world impact, I’m excited to see how this unlocks new possibilities—from smarter logistics to safer mobility. Let’s keep pushing the boundaries of what edge AI can do. #EdgeAI #JetsonThor #EmbeddedComputing #Advantech #NVIDIA #AIatTheEdge #IndustrialAI #SmartMachines #IoT #TechThatMatters

Advancing AI at the Edge – Purpose-Built for Your Industry We’re proud to unveil edge AI solutions accelerated by NVIDIA® Jetson Thor™, tailor-designed for three verticals: Robotics, Medical AI, and Data Intelligence. 🔹 Robotics: ASR-A702 and AFE-A702 are purpose-built robotic controllers for humanoids, AMRs and unmanned vehicles—real-time AI reasoning, multi-camera/2D/3D sensor fusion, high reliability. 🔹 Medical AI: From surgical robots to image-analysis pipelines, Advantech next-gen Medical AI board AIMB-294 and system EPC-T5294 support real-time processing, ultra-low latency and high precision. 🔹 Data Intelligence: AIR-075 is built for sensor fusion + multi-model inference + multi-camera vision analysis—ideal for LLM/VLM, factory, smart-city edge deployments. With Advantech Container Catalog (ACC), pre-integrated software suites, and deep hardware-software design-in, Advantech is making it faster and easier to deploy sophisticated edge AI across industries. 👉Learn More: https://lnkd.in/g-FPXwyB ✨ Request a Sample: https://lnkd.in/g3392BX2 #NVIDIA #JetsonThor #EdgeAI #Robotics #Humanoidrobot #LLM #VLM #MedicalAI #AI #EdgeComputing #Advantech

Advancing AI at the Edge – Purpose-Built for Your Industry We’re proud to unveil edge AI solutions accelerated by NVIDIA® Jetson Thor™, tailor-designed for three verticals: Robotics, Medical AI, and Data Intelligence. 🔹 Robotics: ASR-A702 and AFE-A702 are purpose-built robotic controllers for humanoids, AMRs and unmanned vehicles—real-time AI reasoning, multi-camera/2D/3D sensor fusion, high reliability. 🔹 Medical AI: From surgical robots to image-analysis pipelines, Advantech next-gen Medical AI board AIMB-294 and system EPC-T5294 support real-time processing, ultra-low latency and high precision. 🔹 Data Intelligence: AIR-075 is built for sensor fusion + multi-model inference + multi-camera vision analysis—ideal for LLM/VLM, factory, smart-city edge deployments. With Advantech Container Catalog (ACC), pre-integrated software suites, and deep hardware-software design-in, Advantech is making it faster and easier to deploy sophisticated edge AI across industries. 👉Learn More: https://lnkd.in/g-FPXwyB ✨ Request a Sample: https://lnkd.in/g3392BX2 #NVIDIA #JetsonThor #EdgeAI #Robotics #Humanoidrobot #LLM #VLM #MedicalAI #AI #EdgeComputing #Advantech

“Figure AI unveils Figure 03, a humanoid robot redesigned for home use, commercial scale, and mass manufacturing. Source: [https://lnkd.in/gVNeTMFq] Figure AI officially introduced Figure 03, its third-generation humanoid robot, on October 9, 2025.It is designed to operate in homes, commercial spaces, and scalable global deployment — combining hardware redesign with software improvements under the “Helix” vision-language-action AI. Key upgrades include a revamped sensory suite and hand system, embedded palm cameras, tactile fingertips that detect as light as 3 grams of force, and improved vision with higher frame rates and lower latency For domestic compatibility, it uses safer materials (soft goods, multi-density foam), wireless inductive charging, and battery safety improvements. #Figure03 #HumanoidRobot #RobotInTheHome #HelixAI #NextGenRobots #SmartHands #Robotics2025 #HomeRobot #RobotManufacturing #RobotUpgrade #AIAndRobots #RobotEvolution #SoftRobots #HumanRobot   #RobotFuture

Very interesting development from the industry.🤔 #Figure03 marks a quiet but important inflection point in robotics. Unlike earlier prototypes, it’s shown performing long-horizon tasks fully autonomously no teleoperation. The new system integrates #Helix, a proprietary Vision-Language-Action (VLA) architecture designed to merge perception, reasoning, and motor control. It’s a step beyond static #LLMs toward embodied intelligence capable of understanding context through motion. Technically, the upgrades are meaningful: – A redesigned sensory and hand system with in-house tactile sensors (detecting <3g pressure). – A new compact camera stack with double frame rate and 60% wider field of view. – Wireless 2 kW charging, low-latency mmWave data offload, and improved safety architecture. – Production scaling to 12 000 humanoids per year at BotQ. But the deeper shift is conceptual: for the first time, AI is no longer only predicting it is acting. #Figure03 doesn’t just automate tasks but it demonstrates how models become agents once perception and action are fused in one closed loop. The next frontier will not be larger models or faster inference. It will be interpretable autonomy systems that can explain their actions as clearly as they execute them. #AI #Robotics #Helix #Figure03 #Autonomy #SystemsThinking #MachineEthics

Meet one of the most fascinating innovations in the robotics world — a quadruped robotic platform designed for real-world applications that go far beyond research labs. 🔹 What makes it special? 🦾 Mobility Like an Animal: With its four-legged design, this robot can navigate complex terrains where traditional wheeled robots fail. 🎥 Advanced Vision System: Equipped with a high-resolution pan-tilt camera for real-time surveillance and monitoring. 📡 Connectivity & Control: Multiple antennas for reliable wireless communication and remote operation. 💡 Multi-Sensor Fusion: From navigation to obstacle detection, its integrated sensors make it adaptable for industrial, security, and research tasks. 🔹 Where can it be used? 🌍 Disaster Response: Entering hazardous areas unsafe for humans. 🏭 Industrial Inspection: Monitoring pipelines, factories, or warehouses with precision. 🚔 Security & Patrol: Acting as an autonomous mobile guard with smart surveillance. 📡 Research & Education: Providing a real-world platform for robotics, AI, and autonomous system development. This robot represents the next step in human–machine collaboration, combining autonomy, AI, and advanced mechanics. The blend of engineering brilliance and practical applications makes it a game-changer in intelligent robotics. 👉 What excites you most about these kinds of robots — their use in safety/security, industry, or research? #Robotics #ArtificialIntelligence #Industry40 #Automation #SmartManufacturing #FutureOfWork #EngineeringInnovation #IndustrialRobotics #RobotTechnology #InnovationLeadership #DigitalTransformation #AIandRobotics #ResearchAndDevelopment #AdvancedManufacturing #TechnologyTrends #IntelligentSystems

What if your robot didn’t pick one move at a time—but imagined an entire motion, then refined it from noise into a perfect plan? Diffusion Policies in Robotics Diffusion policies treat robot actions like a generative process: start with noise, then denoise into a safe, efficient sequence. In manipulation benchmarks, this approach handles multi-modal choices and high-dimensional control, often outperforming prior IL/RL baselines. The idea is scaling fast: Octo pretrains a transformer diffusion policy on ~800k trajectories from Open X-Embodiment, then quickly adapts to new robots, sensors, and action spaces—“generalist first, specialize later.” And beyond hands, diffusion is powering trajectory planning for mobile manipulation—sampling whole feasible paths and enforcing physics constraints during denoising. Why it matters: diffusion lets robots propose many futures, pick the best one in milliseconds on the edge, and recover when reality changes—turning brittle scripts into creative autonomy. A solid, 2025 survey charts the progress across grasping, planning, and data augmentation. Speaker Dr. Qamar Ul Islam D.Engg. B.Tech. M.Tech. Ph.D. FHEA #DiffusionPolicy #RobotLearning #EmbodiedAI #Octo #TrajectoryPlanning #EdgeAI #InfiniteMind #ai #robotics #viral #shorts #youtubeshorts

How Autonomous Perception Systems Will Redefine the Future of Remote Sensing and Industry Innovation The landscape of remote sensing is on the cusp of a seismic shift. Autonomous perception systems are transforming how industries gather, interpret, and act on data—delivering unprecedented accuracy, speed, and scalability. This isn’t just an evolution; it’s a revolution in operational efficiency and decision-making. By embedding advanced perception capabilities into autonomous platforms, companies can reduce human error, lower costs, and unlock real-time insights previously deemed impossible. Imagine sensors that don’t just record data but interpret complex environments, detect anomalies, and adapt on the fly—empowering industries from agriculture to infrastructure, defense, and beyond. The future belongs to those who see perception as a strategic asset. The potential lies in seamlessly integrating autonomous perception with existing infrastructure to create intelligent, self-sufficient systems. The question isn’t whether this will reshape the industry—it's how quickly your organization can leverage these capabilities to stay ahead. The ones who act decisively, investing in autonomous perception today, will define tomorrow’s market leaders. It’s time to rethink what’s possible in remote sensing and unlock new levels of innovation. Are you prepared to lead this transformation? #autonomousperception #remote sensing #industryinnovation #futureoftech #sensortechnology #automation

🕹 Real-Time Control Interfaces: Humans and Machines in Sync Automation doesn’t replace humans — it redefines the loop between human intent and machine action. In robotics, drones, and industrial systems, milliseconds decide whether a command feels natural or delayed. The interface isn’t decoration — it’s part of the control system itself. ⚙️ Pillar 1 – Latency Is the Language of Control Humans feel lag long before they measure it. Below 100 ms feels instant; past 300 ms, the connection breaks. The loop — input → action → feedback — is only as fast as its slowest link. Cutting latency means optimizing the entire chain, not just one part. Edge Processing: Moving computation to the device — drone, robot, or vehicle — reduces delay and preserves responsiveness even on unstable networks. Predictive Compensation: Smart controllers anticipate the operator’s next motion using sensor trends, sending pre-emptive signals that align remote actions with human rhythm. A great interface doesn’t hide lag — it outsmarts it. 🧠 Pillar 2 – Cognitive Clarity in High-Stakes Control Real-time control is as much psychology as physics. Interfaces must enhance awareness while reducing mental strain. Information Density: Too much data overwhelms; too little blinds. Effective interfaces highlight only what changes — keeping focus sharp and context intact. Haptic & Multimodal Feedback: Vision alone can’t convey urgency. Vibration cues, audio tones, and gentle force feedback reconnect operators with the physical world. Fail-Safe Design: In critical systems, clarity outranks style. Commands must be explicit, reversible, and traceable — the interface is the last safety net before hardware moves. 💡 The Next Leap – Shared Autonomy We’re entering an era of collaborative control, where humans and AI share the loop instead of competing within it. Imagine a maintenance drone inspecting a tower: AI manages stability and obstacle avoidance, while the human focuses on judgment — what to inspect, not how to hover. As interfaces evolve, control shifts from motion-based to intent-based. Humans define goals; machines execute with precision. This is the essence of hands-in-the-loop engineering — where the interface fades and true collaboration begins. #HumanMachineInterface #EdgeComputing #Robotics #AI #Automation #Drones #ControlSystems #RealTimeData #SystemsEngineering #Innovation #SharedAutonomy