The United States economy is entering a period of "Technological Bifurcation." While the emergence of Large Language Models (LLMs) defined the capital markets of the 2023–2025 cycle, the 2026 fiscal year marks the transition to "Manifested AI"—the integration of neural networks into humanoid robotics and physical infrastructure. This whitepaper posits that the "Manifested AI" cycle differs fundamentally from the software booms of the past. It is capital-intensive, energy-dependent, and commodity-hungry. We argue that the sheer monetary expansion (M2 Supply) required to fund this re-industrialization, combined with the deflationary pressure on wages and the resulting fiscal stimulus (Universal Basic Income), will debase the US Dollar at a structural level. Consequently, we identify a fiduciary imperative to decouple retirement assets from the fiat system via Gold IRA rollovers, utilizing physical bullion as the only asset class historically proven to counter "Stagflationary Modernization."
Tom Sayja (Fri,) studied this question.