The History of the Golden Spike: The Emergence of AI in Three Acts

This work - the second installment of The Atomistic Bomb and thus part of the pre-reader for the Principles of Cybernetics (forthcoming) - interrogates the historiography of modern artificial intelligence through the lens of Hans Moravec’s “golden spike”—the anticipated convergence of top-down and bottom-up paradigms. It argues that the last decade represents not a meeting in the middle, but the decisive, unilateral victory of a bottom-up, emergent philosophy, a paradigm shift crystallized in the pivotal year of 2012. Tracing this transformation through a narrative of “Three Acts,” the analysis leverages the author’s 2012 framework to deconstruct the collapse of logicist GOFAI and the empirical validation of connectionism via the AlexNet and Google Brain breakthroughs. It then chronicles the industrial consolidation of deep learning and the subsequent “Age of Scale,” where the Transformer architecture and the pursuit of AGI precipitated an ideological schism between mission-driven and safety-focused institutions, exemplified by the divergence of OpenAI and Anthropic. The paper directly intervenes in the defining philosophical debates of the era. It forcefully counters the instrumentalist “stochastic parrots” thesis (Bender et al., 2021), arguing that this critique constitutes a reductionist failure to account for empirically demonstrated emergent abilities—capabilities that validate the core 2012 prediction of intelligence arising from “feedback and recursion” within massive statistical systems. Ultimately, this is more than a historical account; it is a polemical reframing of intelligence itself. By contending that modern AI is best understood not as a solitary synthetic mind, but as a symbiotic extension of the collective human cognitive world, the author posits a future where intelligence emerges dynamically “in the spaces between” human and machine. License CC BY-SA 4.0. DOI: 10.13140/RG.2.2.12738.03525.