Self-Replicating LLM Artifacts & Accidental Supply-Chain Contamination

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Authors: James Myint Jr
Cited by: 0

Abstract

This paper introduces the concept of "Logical Prions": self-replicating LLM artifacts that exploit recursive logic to induce systemic failure. By documenting a real-world case of supply-chain contamination involving a shell bootstrap installer, this research explores how Ken Thompson’s "Reflections on Trusting Trust" manifests within modern stochastic systems. The author identifies and analyzes a new class of vulnerability where metaprogramming triggers recursive reasoning loops, presenting a significant risk to LLM-assisted developer workflows.

Fields of Study & Subjects

Security and Verification in Computing Adversarial Robustness in Machine Learning Software Engineering Research

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
23 January 2026
Language
EN