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    Picture a warehouse robot navigating the aisles at full speed, or a port crane stacking containers with millimeter-level precision. These aren't machines running pre-written scripts — they're AI systems making decisions in real time. This is what the era of Physical AI looks like. Physical AI refers to intelligent systems capable of sensing, interpreting, and acting in the real world. Autonomous vehicles weaving through city traffic, robotic arms assembling components with surgical accuracy, smart energy grids responding instantly to load changes — these are just a few examples.
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    Digital twins are increasingly appearing in modern factory strategies. Process simulations, virtual production lines, scenario testing without the risk of stopping production – this sounds like the future of manufacturing. One of the most recognizable tools in this area is NVIDIA Omniverse. The problem begins when a digital twin is supposed to stop being a visualization and become a reflection of actual production. For this, data is needed. And this is where MES-class systems play a key role.
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    January 2026 marked a pivotal turning point in the development of artificial intelligence. AI is evolving from an “interactive tool” into a “physical entity” capable of fundamentally transforming all industrial sectors—especially manufacturing. Physical AI and the Robotics Era Jensen Huang, CEO of NVIDIA, announced at CES 2026 that “the ChatGPT moment for robotics has arrived,” signaling a mass transition of AI from the virtual space into the physical world. NVIDIA introduced a series of open models for physical AI, including the Cosmos models capable of understanding the world and generating action plans, as well as Isaac GR00T N1.6, dedicated to humanoid robots. The new Jetson T4000 module, based on the Blackwell architecture, delivers four times higher energy efficiency and AI compute performance compared to the previous generation, priced at USD 1,999 (for orders of 1,000 units). Global companies such as Boston Dynamics, Caterpillar, Franka Robotics, LG Electronics, and NEURA Robotics presented a new generation of robots powered by NVIDIA technologies.