HEY, BIG4, ARE WE GOING TO ADD 'FRAUD REVENUE' TO THE OTHER 4 PITFALLS: ENERGY/WATER EXCESS, HALLU, AND ALCAPONE-LLM?

This paper examines whether the category of "Fraud Revenue" should be formally added tothe existing taxonomy of Big Tech's systemic pitfalls—specifically, the four categoriesidentified in recent discourse: Energy/Water Excess, HALLU (hallucination),ALCAPONE-LLM (architectural unaccountability), and the broader pattern of monetized dysfunction. Drawing on internal Meta documents, regulatory filings, and ongoing litigation,this paper argues that "Fraud Revenue" is not merely a new item on a list but represents adistinct legal and financial category that retroactively implicates the other pitfalls. The evidence suggests that for Meta (and by extension, its peers), the revenue generated from fraudulent or prohibited advertising is not an accidental byproduct but a structurallyintegrated component of the business model, one that the company has internally quantified,projected, and—according to multiple lawsuits—deliberately tolerated.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-07
DOI
https://doi.org/10.5281/zenodo.24042997
Primary Topic
Diverse Legal and Medical Studies
Type
article
Field-Weighted Citation Impact
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article

HEY, BIG4, ARE WE GOING TO ADD 'FRAUD REVENUE' TO THE OTHER 4 PITFALLS: ENERGY/WATER EXCESS, HALLU, AND ALCAPONE-LLM?

M. TAALABI, Team LLM-DIPLOMAT
1 links
Zenodo (CERN European Organization for Nuclear Research)
Diverse Legal and Medical Studies
article

HEY, BIG4, ARE WE GOING TO ADD 'FRAUD REVENUE' TO THE OTHER 4 PITFALLS: ENERGY/WATER EXCESS, HALLU, AND ALCAPONE-LLM?

M. TAALABI, Team LLM-DIPLOMAT
article en

Abstract

This paper examines whether the category of "Fraud Revenue" should be formally added tothe existing taxonomy of Big Tech's systemic pitfalls—specifically, the four categoriesidentified in recent discourse: Energy/Water Excess, HALLU (hallucination),ALCAPONE-LLM (architectural unaccountability), and the broader pattern of monetized dysfunction. Drawing on internal Meta documents, regulatory filings, and ongoing litigation,this paper argues that "Fraud Revenue" is not merely a new item on a list but represents adistinct legal and financial category that retroactively implicates the other pitfalls. The evidence suggests that for Meta (and by extension, its peers), the revenue generated from fraudulent or prohibited advertising is not an accidental byproduct but a structurallyintegrated component of the business model, one that the company has internally quantified,projected, and—according to multiple lawsuits—deliberately tolerated.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 6%
Diverse Legal and Medical Studies
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