Chapter 3 — The Productivity Super-Worker How AI creates extreme productivity concentration. Topics: one engineer replacing teams small firms replacing large organizations AI-enhanced professionals “10x → 100x → 1000x worker” This connects directly to your idea: only a handful of workers who master the tools survive in the labor market. This produces:

Part I — The New Production System Chapter 2 — The Collapse of the Marginal Labor Requirement Why AI is different from past automation. Topics: software as a universal production tool near-zero replication cost AI agents replacing cognitive labor scaling without hiring Key insight:Traditional production function: $$Y=f(K,L)$$ AI economy:

Chapter 1 — The Paradox of Unemployed Growth Core question:How can economies grow while employment and wages stagnate? Main arguments: GDP growth no longer implies labor demand growth AI introduces a decoupling between production and employment Historical precedent: automation waves, but AI is different in scale Introduce the concept of “Unemployed Growth” Key idea:

Inflation expectations now shape inflation more than traditional economic slack Regional evidence in Europe shows that household and firm beliefs strongly influence price dynamics Effective monetary policy must manage expectations, not just interest rates

Geopolitical shocks can destabilize local labor markets The Canada–U.S.

The remote work premium depends on job design and management Productivity gaps between remote and office work are often small Well-designed hybrid systems capture flexibility without losing performance Workers express a clear prefe

AI can produce theses that look credible but contain flawed or fabricated research Traditional plagiarism tools cannot detect this new form of AI-assisted fraud Universities must redesign assessment to protect academic integrity I

The Anthropic–OpenAI shift exposes flaws in Pentagon AI procurement Replacing an AI model triggers deep operational and institutional disruption Procurement reform is needed to balance speed, ethics, and security The pivot

Solar subsidies helped drive the dramatic fall in solar energy costs But geography determines who benefits most from cheap solar Smart policy must match solar expansion with regional cooperation and grid investment Solar subsidies h

CBDC could redefine how money works It may shift deposits away from banks Policy design will determine its impact Global central banks are not just tweaking payment systems; they are fundamentally changing the very nature of mone

Asia needs a regional financial system to reduce dependence on the US dollar Currency baskets help institutions but not everyday transactions A practical Asian secondary currency system offers the most realistic path forward

Sodium-ion batteries promise cheaper, safer energy storage The technology still needs large-scale testing and validation Targeted deployment could reshape clean energy systems The rise of sodium-ion batteries could be a tran

Humanoid robots are entering car factories rapidly Local manufacturing policy may accelerate automation Policies must link subsidies to jobs and skills In 2025, several major automakers quietly tested a new kind of wor

AI errors often come from bad input data, not the model itself Weak information pipelines allow false claims to spread through chatbots Strong data governance and source verification are essential When a simple blog po

AI speeds up routine work, but complex tasks still need expert judgment The AI productivity paradox shows that faster outputs can create more review work Sustainable AI use requires strong human oversight and better workflows

A small number of NFT sales created the illusion of a large and valuable market Infrequent trades and wash trading inflated prices and distorted demand Most NFT collections ultimately generated little or no real value A staggering ninety-

China’s investment fuels Southeast Asia’s growth but raises dependence The region has become the testing ground for China’s global leadership Mutual benefit—not dominance—will determine the partnership’s future In 2024,

War creates severe wartime labor market friction across sectors Ukraine shows rising unemployment and uneven wage recovery Smart labour policies can reduce wartime labor market friction When war strips a country of a th

AI is changing how income is distributed between workers and capital As automation expands, the labour share may fall, weakening tax bases and reshaping education systems Education policy must adapt now to prepare societies for an AI-driven economic structure

China’s rare earth dominance comes mainly from processing technology Supply disruptions often trigger innovation elsewhere Critical minerals cooperation is key for resilient supply chains In 2024, data indicate that Ch