The Deterministic Turn: AI, Disparity, and the Re-Orientation of the Political Economy
Year: 2026
Type: article
Abstract: The disparity created by automation is not a distributional accident. It is the arithmetic of an architecture that grows the search space, calls it progress, and has no mechanism forreturning the value it creates to the people who bear the cost of its "almost." This paper synthesizes the corpus's arguments on AI, disparity, and political economy into a single structural claim: the harm is scaling; the cause of the scaling is the missing basis vector; the gate is educational, enforced by consequence; the exit is the deterministic architecture; and the political layer is already moving. The paper proceeds in six movements:1. The Problem. The disparity is real, structural, and accelerating.2. The Impossibility. The stochastic architecture cannot be regulated by any means the current debate describes.3. The Arithmetic. The scaling path is bounded by physical constants. The successor cannotbe built.4. The Alternative. Deterministic AI — specified, bounded, certifiable, free at the margin — is the only kind of machine that can carry the physicality of a civilization without consuming the human capacity for creation.5. The Reshaping. Applying deterministic AI everywhere implies the production cost ofcognition falls toward zero. The whole economy and finance are to be reshaped. Work is handled by AI; each human finds his Hedgehog Concept.6. The Political Layer. The re-orientation of the politician's statute — from donors to citizens— is not a hypothesis. It is happening. The 2026 midterms are the evidence. The paper states the mechanism, the sequence, and the residuals. It does not predict the outcome. APPENDIX A to F are added to clarify the whole thesis.
Authors: Taalabi, M., LLM-DIPLOMAT, Team
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W7225465087