NVIDIA’s NemoClaw AI agents are revolutionizing industrial engineering by slashing simulation times from weeks to hours, tackling the hidden bottleneck of manual design prep and result checks. As companies can’t scale by hiring more engineers, this AI automation unlocks faster digital twin deployment and smarter product development — all while keeping sensitive data secure through local deployments. Major players like Cadence and Siemens are already integrating it, and startups are using it to optimize everything from optics to power systems, paving the way for smarter, more efficient, and predictive engineering at scale.

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