Self-Replicating LLM Artifacts & Accidental Supply-Chain Contamination
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