… Compute Is Data: Real-World Data Is No Longer the Moat Real-world data used to function as a moat for physical AI — but it doesn’t scale. The real world is messy, unpredictable and full of edge cases, and the pipelines to process, simulate and evaluate data are fragmented. …
… These simulated environments can be created through neural reconstruction of real-world data from AV fleets or generated with world foundation models WFMs — neural networks that understand physics and real-world properties. WFMs can be used to generate synthetic datasets for enhanced AV simulation . …
… NVIDIA OmniDreams , an action-conditioned generative world model, adds photorealistic rendering to the simulation loop, generating camera frames that respond directly to policy actions in real time. …
… NVIDIA is also releasing Physical AI Open Datasets , including over 1,700 hours of driving data collected across the widest range of geographies and conditions, covering rare and complex real-world edge cases essential for advancing reasoning architectures. …
… NVIDIA Isaac Teleop , also in general availability, enables developers to harness data collected through teleoperation devices — like extended-reality headsets, body trackers and gloves — to create demo data in the real world and in simulation that can be used to train robots in simulation environm… …
… Generating Rare, Long-Tail Scenarios Over Time Collisions and long-tail edge cases are among the most important examples to prepare humanoids, arm robots and even surgical robots for the real world, but they’re difficult to capture safely, repeatedly and at scale. …
… The quick response time of the AI surrogates enables two use cases that were previously not possible. Researchers can interact with the digital twin as the reactor is running, and in some cases, the surrogates are fast enough to enable an autonomic use case as part of the physical control system. …
… SemiAnalysis InferenceX benchmarks quantify this shift in real-world terms. …
… By running AI on a dedicated IoT core and moving AI inference closer to where data is created, AT&T can support mission‑critical, real‑time applications like public‑safety use cases with Linker Vision, enabling faster detection, alerting and response while helping keep sensitive information under c… …
… NemoClaw translates text instructions like “move two meters forward” into executable Python scripts, which are then sent to Isaac Sim via a custom REST application programming interface in real time. https://blogs.nvidia.com/wp-content/uploads/2026/04/nemoclaw-isaacsim.mp4 The entire system runs wi… …