Physical AI, Industrial Automation, Simulation, and Energy Systems Funding Surge

SiMa.ai's $150M Series C, Flow Engineering's $50M Series B at a $750M valuation, and AMD's reported $8.2B World Labs acquisition reinforce demand for embodied AI, engineering software, simulation, and edge systems. Reported physical-AI funding reached $47.4B in H1 2026, but deployment repeatability, hardware execution, integration friction, and ROI remain unproven.