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Post argues that Nvidia’s next-gen “AI factories” require a shift from legacy AC distribution (415/480VAC) toward 800VDC distribution for data centers due to extreme rack power density (claims ~370kW/rack for Vera Rubin vs ~120kW/rack on Hopper). This implies a multi-year capex cycle in high-voltage DC power distribution equipment and a potential mispricing of key suppliers, but the post does not name the alleged “backbone supplier.” Only Nvidia and Siemens are explicitly referenced as architect
Paper is a real factory-floor deployment study of a Vision-Language-Action (VLA) manipulation policy (Pi0.5) for an industrial packaging task at Siemens. The key investable takeaway is not the specific model, but the workflow reality: deployment requires iterative loops of on-site data collection/curation, fine-tuning, evaluation, and targeted recovery data to address recurring failure modes—implying (1) near-term services/integration and tooling demand, (2) compute/edge inference demand, and (3
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