The Media Vertical - The End of Reality: How Klyrox Saves the Internet from Model Collapse

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Authors: Ali Sadhik Shaik
Cited by: 0

Abstract

The internet is facing a terminal crisis of entropy. The marginal cost of generating synthetic information (text, images, video) has effectively reached zero. As AI agents flood the web with hallucinatory sludge, we are approaching a theoretical singularity known as Model Collapse - where future AI models, trained on the output of past AI models, degrade into incoherence. Current solutions—AI detection software and centralized moderation—are failing because they attempt to filter the flood. The Klyrox Protocol proposes a fundamental inversion of the media economy: do not filter the content; bond the source. By implementing Proof-of-Source and Truth Bonding, Klyrox creates a new market structure where "Veracity" is a financial asset. This paper outlines the business case for a Verified Information Supply Chain, transforming "Truth" from a philosophical ideal into a programmable, insurable, and high-yield commodity.

Fields of Study & Subjects

Misinformation and Its Impacts Technology's Impact on Media Ethics and Social Impacts of AI

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
26 February 2026
Language
EN
Document type
Preprint