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‘The Origins of Efficiency’ Review: Rise of the Machines

By Mark Mills October 21, 2025

Copyright © 2025 National Affairs, Inc. and the American Enterprise Institute

Principles of Government · July 14, 2026 ·

AI, similarly, has been available for decades (for specialists and in supercomputers). But now the AI ecosystem, thanks to a similar pattern of ingenious gains, is exhibiting precisely the same efficiency and scaling trajectory as the automobile more than a century ago.

…all efficiency gains emerge from changes in five basic features: the inputs, the design of the process or product, the pursuit of reliably repeatable processes, the nature of how people or machines do things, and the role of volume (scale). How these features combine to improve efficiency depends on human ingenuity, imagination, tenacity and that elusive thing called “tacit knowledge” that comes from experience.

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Filed Under: (A) Science, Technology and Innovation, Articles

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Characteristics of Government

  • INTRODUCTION
  • SOCIALISM
  • COMPETITION
  • DEMOCRACY AND VOTING
  • SOCIAL POLICIES EFFECTS ON DEMOCRATIC GOVERNMENT
  • GOALS OF PROGRESSIVISM AND THE MODERN LEFT
  • EVOLVING IDEOLOGIES
  • DEMOCRACIES AND NATIONAL DEFENSE

Principles of Government

  • INTRODUCTION
  • CITIZENSHIP
  • BELIEF SYSTEM
  • GOVERNMENT STRUCTURE AND POLITICAL SYSTEM
  • FISCAL POLICIES
  • SOCIAL POLICIES
  • FREE MARKETS AND REGULATION
  • SOUND MONEY
  • THE RULE OF LAW
  • DEFENSE AND FOREIGN POLICY
  • Conservation and Environment

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Characteristics of Government

  • INTRODUCTION
  • SOCIALISM
  • COMPETITION
  • DEMOCRACY AND VOTING
  • SOCIAL POLICIES EFFECTS ON DEMOCRATIC GOVERNMENT
  • GOALS OF PROGRESSIVISM AND THE MODERN LEFT
  • EVOLVING IDEOLOGIES
  • DEMOCRACIES AND NATIONAL DEFENSE

Principles of Good Government

  • INTRODUCTION
  • CITIZENSHIP
  • BELIEF SYSTEM
  • GOVERNMENT STRUCTURE AND POLITICAL SYSTEM
  • FISCAL POLICIES
  • SOCIAL POLICIES
  • FREE MARKETS AND REGULATION
  • SOUND MONEY
  • THE RULE OF LAW
  • DEFENSE AND FOREIGN POLICY
  • Conservation and Environment

Resources

  • Featured Articles
  • ARTICLES
  • BOOK REVIEWS
  • Books
  • MAJOR THINK TANKS
  • CIVIC EDUCATION WEB RESOURCES
  • Important Conservative Organizations
  • Conservative American Colleges and Universities
  • Print Resources

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