The Seed Corn Dilemma: A Chronological Journey from Early Algorithms to Artificial Superintelligence

The Intelligence Horizon: A Chronological Journey from AI to Superintelligence The horizon for Artificial General Intelligence (AGI) has collapsed, transforming a science-fiction dream into a concrete engineering target for the current decade. What was once a distant theoretical milestone is now the central geopolitical and economic contest of the 21st century, reshaping the power dynamics between global superpowers and the fundamental definition of human labor. The Intelligence Horizon provides a definitive chronological record of humanity's transition to the machine era. It traces the evolution of AI from the brittle, rule-based logic of the 20th century to the massive neural networks that consumed the digitized human experience. The book documents the critical engineering breakthroughs inference scaling, agentic workflows, and world models-that moved AI from fast, reflexive pattern-matching ("System 1") to deliberate, multi-step reasoning ("System 2").Beyond the technical architecture, this work confronts the profound societal shockwaves of the "white-collar bloodbath" and the "Seed Corn" dilemma: the existential risk of automating the very entry-level cognitive roles required to cultivate the human experts and wise leaders of tomorrow. It peers into the artificial mind using the digital microscopes of mechanistic interpretability, revealing the hidden neural circuits that govern machine reasoning, perception, and even deception.As we cross the threshold of Competent AGI and move toward the staggering horizon of Artificial Superintelligence (ASI), this book examines the high-stakes battle between autonomous replacement and Augmented Human Intelligence (AHI). This is the essential roadmap to the final invention humanity will ever need to make-and the architectural choices that will determine the survival of human wisdom in a solved world