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April 13, 20260 citationsOpen Access

The Consciousness Singularity: A Computational Framework for Non-Dual Identity in the Age of AGI

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AAAharon Avitzur

Key Points

  • The aim is to explore the implications of AGI advancements on human identity, proposing a computational model that redefines identity beyond ego.
  • Developed a formal computational model for human identity based on non-dual philosophy.
  • Utilized concepts from measure theory and computability to analyze identity constructs.
  • Applied theorems such as Gödel's and Brouwer's to derive implications of a consciousness-centric identity.
  • Showed that ego formation is a necessary construct rather than an error.
  • Formalized that ownership of thoughts arises from predictive architecture rather than inherent boundaries.
  • Predicted ego identity disruption among those knowledgeable about language models, irrespective of economic impacts.

Abstract

The rapid advancement of Artificial General Intelligence (AGI) —specifically Large Language Models (LLMs) —is commoditizing human cognitive processing, precipitating a systemic crisis of identity rooted in the Cartesian conflation of self with intellect. This paper proposes that the present moment constitutes a necessary architectural inflection point: a forced transition from ego-centric to consciousness-centric identity, driven not by spiritual aspiration but by technological necessity. Drawing on the non-dual philosophy of Advaita Vedanta and the teachings of Ramana Maharshi, we introduce a formal computational model of human identity. The mind M is modeled as a discrete state machine M = (S, T, δ) of countable cardinality ℵ₀, while Consciousness C is modeled as an uncountable topological manifold of cardinality c = 2^ℵ₀. By Cantor’s theorem, no surjection from M onto C exists, and by measure theory, the Lebesgue measure of M’s embedding in C is exactly zero. We further model the ego (I-ego) as an unprovable ground axiom within the formal system F representing the mind. By Gödel’s First Incompleteness Theorem, F cannot prove its own foundational axiom from within itself. From these formal structures, we derive three further results. First, by Brouwer’s Fixed Point Theorem, any continuous self-referential prediction system must generate a stable self-representation (F̂) —making ego formation a topological necessity rather than a contingent error. Second, the ownership attribution of mental events—why thoughts feel self-generated while heartbeats do not—is formalized through a prediction cone Π (F) and proximity metric d (e, F̂), showing that intimacy gradients are artifacts of the prediction architecture rather than ontological boundaries. Third, post-recognition functioning is formalized through spectral decomposition: F̂ transitions from an identity operator to a projection operator P, decomposing C = image (P) ⊕ kernel (P), with three failure modes—re-collapse, partial projection, and nihilistic misreading—following directly from the operator algebra. Finally, we argue that large language models constitute an epistemological forcing function of unprecedented character: by producing outputs indistinguishable from F̂’s outputs while provably possessing no F̂, LLMs empirically falsify the Cartesian premise that thought requires a thinker, removing the primary evidentiary basis for F̂ = C. A testable prediction follows: epistemological disruption to egoic identity should be concentrated in populations who understand LLM architecture, independent of economic displacement effects.

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Cite This Study

Aharon Avitzur (2026) studied this question.

synapsesocial.com/papers/69dc88f43afacbeac03eac3bhttps://doi.org/10.5281/zenodo.19509449
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