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March 16, 20260 citationsOpen Access

The Sufficient Machine Why the Impossibility of Superintelligence Does Not Prevent the Concentration of Power

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FSFranny Philos Sophia

Key Points

  • This research explores the impact of AI development on societal power structures, considering the impossibility of superintelligence.
  • Analyzed historical data on AI development and investments.
  • Investigated the progression of AI capabilities from deep learning to large language models.
  • Reviewed Cold War mind-control programs for insights into institutional demands on technology.
  • Established that superintelligence is unattainable with current AI designs.
  • Identified a shift in focus toward creating machines that replace human labor.
  • Highlighted systemic risks involved in AI deployment, particularly in military applications.

Abstract

A preceding study (Sophia, 2026) established four independent proofs that no currentAI architecture can produce superintelligence. This paper demonstrates that thisimpossibility is irrelevant to the actual consequences of AI deployment. The demanddriving hundreds of billions of dollars in AI investment is not superintelligence but twoconcrete objectives: workers who require no wages and soldiers who require nocourage. The technical threshold for autonomous weapons — perceptual patternmatching and real-time control — was crossed with deep learning circa 2012–2015.The threshold for large-scale cognitive labor replacement — human-averageperformance at low marginal cost — was crossed with large language models circa2022–2023. The present investment explosion coincides with the convergence of boththresholds, not with any proximity to superintelligence. The majority ceiling thatprevents superintelligence simultaneously provides the capability level sufficient forlabor displacement. Historical analysis of documented Cold War mind-controlprograms (MKUltra, 1953–1964) reveals that the institutional demand for perfectlycontrollable agents has persisted for seven decades; the method has shifted frommodifying human minds to replacing them with machines that never possessed theproperties one would need to suppress. The representation barrier that preventssuperintelligence also guarantees systematic harm in both military targeting andautomated services, concentrated among those least represented in training data. Thesuperintelligence debate — in both its utopian and doomer forms — functions asideological misdirection, directing attention toward a threshold that cannot be crossedand away from consequences already unfolding. The wall is permanent. The machineis sufficient. The rest is politics.

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Cite This Study

Franny Philos Sophia (2026) studied this question.

synapsesocial.com/papers/69b79e968166e15b153ac1c3https://doi.org/10.5281/zenodo.19019796
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