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Emergent Randomness and the Anatomy of Deterministic Decay in Computational Finitism

Nestor Ramos

Published Aug 23, 2026• 0 citations
Publisher

Abstract

Standard Quantum Mechanics posits that randomness is ontological, a fundamental feature of reality where outcomes (such as radioactive decay or wave function collapse) are governed by irreducible probabilities (the Born rule). In this paper, we challenge this paradigm through the lens of Computational Finitism. We demonstrate that "quantum randomness" is an emergent property of Computational Irreducibility within a strictly deterministic, finite-alphabet substrate. Using a 1D Modulo-9 Cellular Automaton with non-linear update rules, we generate sequences that pass rigorous statistical tests for randomness (Shannon Entropy > 99.4%, flat autocorrelation) without a single random number generator. Furthermore, we apply this framework to particle physics, modeling gamma emission not as a probabilistic event, but as a deterministic "sawtooth" clock ticking until it hits the Topological Resonance Boundary (TRB = 9), triggering a state reset and photon emission. We conclude that the universe does not roll dice; it computes them.

DOI
10.5281/zenodo.22070376

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Standard Quantum Mechanics posits that randomness is ontological, a fundamental feature of reality where outcomes (such as radioactive decay or wave function collapse) are governed by irreducible probabilities (the Born rule). In this paper, we challenge this paradigm through the lens of Computational Finitism. We demonstrate that "quantum randomness" is an emergent property of Computational Irreducibility within a strictly deterministic, finite-alphabet substrate. Using a 1D Modulo-9 Cellular Automaton with non-linear update rules, we generate sequences that pass rigorous statistical tests for randomness (Shannon Entropy > 99.4%, flat autocorrelation) without a single random number generator. Furthermore, we apply this framework to particle physics, modeling gamma emission not as a probabilistic event, but as a deterministic "sawtooth" clock ticking until it hits the Topological Resonance Boundary (TRB = 9), triggering a state reset and photon emission. We conclude that the universe does not roll dice; it computes them.
This is a review of the issue of randomness in quantum mechanics, with special emphasis on its ambiguity; for example, randomness has different antipodal relationships to determinism, computability, and compressibility. Following a (Wittgensteinian) philosophical discussion of randomness in general, I argue that deterministic interpretations of quantum mechanics (like Bohmian mechanics or 't Hooft's Cellular Automaton interpretation) are strictly speaking incompatible with the Born rule. I also stress the role of outliers, i.e. measurement outcomes that are not 1-random. Although these occur with low (or even zero) probability, their very existence implies that the no-signaling principle used in proofs of randomness of outcomes of quantum-mechanical measurements (and of the safety of quantum cryptography) should be reinterpreted statistically, like the second law of thermodynamics. In appendices I discuss the Born rule and its status in both single and repeated experiments, and review the notion of 1-randomness \nintroduced by Kolmogorov, Chaitin, Martin-Lo"f, Schnorr, and others.
Abstract This is a review of the issue of randomness in quantum mechanics, with special emphasis on its ambiguity; for example, randomness has different antipodal relationships to determinism, computability, and compressibility. Following a (Wittgensteinian) philosophical discussion of randomness in general, I argue that deterministic interpretations of quantum mechanics (like Bohmian mechanics or ’t Hooft’s Cellular Automaton interpretation) are strictly speaking incompatible with the Born rule. I also stress the role of outliers, i.e. measurement outcomes that are not 1-random. Although these occur with low (or even zero) probability, their very existence implies that the no-signaling principle used in proofs of randomness of outcomes of quantum-mechanical measurements (and of the safety of quantum cryptography) should be reinterpreted statistically, like the second law of thermodynamics. In three appendices I discuss the Born rule and its status in both single and repeated experiments, review the notion of 1-randomness (or algorithmic randomness) that in various guises was investigated by Kolmogorov and others and treat Bell’s (Physics 1:195–200, 1964) Theorem and the Free Will Theorem with their implications for randomness.
A foundational tenet of standard quantum mechanics—a paradigm that has dominated theoretical physics since the early twentieth century—is the presumed existence of true, fundamental randomness at the smallest observable scales.1 Traditionally characterized by Heisenberg's Uncertainty Principle and conceptually modeled as a chaotic "quantum foam," the universe at the Planck length is theorized to dissolve into an unpredictable, boiling void.1 Under the orthodox Copenhagen interpretation, as well as many subsequent derivative models, the universe at its deepest ontological level is fundamentally non-deterministic.1 Events at this scale are said to occur strictly in accordance with statistical likelihoods rather than rigid causality; physical properties are considered undefined prior to the act of measurement, and the collapse of the wave function is treated as an irreducible, inherently stochastic process.
This paper investigates the foundational schism between the ontological coherence of superdeterminism and its epistemic rejection by the scientific community. Superdeterminism, a proposed solution to quantum non-locality, preserves locality and realism by rejecting the axiom of Measurement Independence. While often dismissed on methodological grounds as “scientifically sterile” or “conspiratorial,” this critique is challenged through a novel computational approach. We develop a conceptual model of a one-dimensional cellular automaton governed by a local, deterministic, and non-linear update rule to demonstrate that strong, non-local-appearing correlations can emerge dynamically from a generic, non-fine-tuned initial state of random noise. This central claim is substantiated through a comprehensive sensitivity analysis which reveals that the emergent correlation is a robust feature across a wide range of the model’s parameters, achieving a final outcome agreement rate of ~0.9980 for all sufficiently strong coupling strengths. This result provides a direct, computational counterexample to the common objection that superdeterministic correlations must be fine-tuned into the universe’s initial conditions. We argue that the “sterility” critique is a category error—an evaluation of an ontological claim by epistemic rules that presuppose its falsehood. By framing this critique within the context of non-linear dynamical systems theory and simulating a “Lakatosian Agent” bound by the axiom of Measurement Independence, we show how a rational observer is methodologically forced to infer non-locality, even within an explicitly local universe. This work concludes that superdeterminism is a dynamically plausible and ontologically parsimonious framework, and its rejection is a pragmatic, procedural defense of the epistemic conditions necessary for the practice of science, revealing a profound but necessary tension between the nature of reality and our capacity to know it.
What began as a five-line Python script to flip a coin 100 times turns into an exploration of what randomness actually is. Starting from the law of large numbers and the design of pseudo-random generators (the Mersenne Twister, rejection sampling), the essay asks whether quantum randomness could instead be a deterministic pattern sampled at coarse time intervals — an "odometer universe" that counts rather than rolls. It shows why a purely periodic or low-discrepancy source would leave a measurable statistical fingerprint (a bounded deviation instead of the √n growth that real quantum random number generators exhibit), and connects the idea to Boltzmann's ergodic hypothesis, Gerard 't Hooft's cellular-automaton interpretation of quantum mechanics, and the Hossenfelder–Palmer superdeterminism proposal. It closes on the block universe and Wolfram's computational irreducibility. All code and tables in the piece are real output. Originally published at recepcinet.com.