Description From Cost Efficiency to Frame Expansion: The New AI-Era Economic ParadigmCivilization Physics — Economic Series This paper argues that the core logic of value creation is shifting from industrial cost efficiency to Frame expansion—the ability to coordinate human and AI agents inside trustworthy, adaptive structures capable of exploring new problem domains. Industrial-era economics optimized within a fixed frame (“do the same task faster and cheaper”). AI-era economics optimizes the frame itself (“enable more tasks, more complexity, more capability through trust and coordination”). Grounded in Frame Theory (Frame = Presence × Integrity) and the Entropy Law (R), the paper contrasts the two paradigms: Industrial Paradigm — Cost-Centered • Value = unit-cost reduction• Organizations = rigid, closed systems• Humans minimized as “variance”• Efficiency prioritized over adaptability• Failure mode: rigidity collapse when novel stress exceeds design AI Paradigm — Frame-Centered • Value = coordination bandwidth × trust × structural potential• Organizations = open, intelligent systems• Humans elevated as negative-entropy sources (judgment, ethics, context)• Integrity and governance become primary economic drivers• Failure mode: Frame collapse when trust or oversight goes to zero The paper shows that AI shifts the economic bottleneck from cost to structure:the limit on value is no longer how cheaply an organization operates, but how much trustworthy coordination it can sustain.Enterprises able to expand their Frame—maintaining high human Presence and high system Integrity—unlock non-linear returns through parallelized AI-human collaboration, real-time adaptation, and capability creation. It concludes that cost efficiency has become the floor of economic performance, not the ceiling. The ceiling is set by Frame density: how far an organization can extend trustworthy intelligence across complex domains without collapsing. In the physics of the AI era, trust is infrastructure, governance is leverage, and Frame expansion—not cost-cutting—is the new competitive frontier. Keywords: Frame Economics · Cost Efficiency · Coordination Leverage · AI Era Paradigm · Presence × Integrity · Organizational Resilience · Entropy Law (R) · Structural Economics · Civilization Physics
Guo Xiang-yu (Wed,) studied this question.
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