The Mirror Trap: Why AI Convergence is the Next Systemic Threat to Global Finance

The Mirror Trap: Why Algorithmic Convergence is the Next Systemic Threat The market is turning into a Digital Monoculture. This paper explains why everyone using the same "perfect" AI models is actually a disaster for financial stability. Key points inside: The Mirror Trap: How AI agents synchronize and trap the market in a feedback loop. Algorithmic Convergence: Why diversity in code is just as important as diversity in assets. The ADI Solution: A new way to measure and stop "model herding" before the next flash crash. This isn't just theory, it's a look at how the plumbing of the global economy is changing. Read it if you want to see where the system is actually fragile.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-29
DOI
https://doi.org/10.5281/zenodo.18419401
Primary Topic
Artificial Intelligence Applications
Type
article
Field-Weighted Citation Impact
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article

The Mirror Trap: Why AI Convergence is the Next Systemic Threat to Global Finance

Ayanat Ospan
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence Applications
article

The Mirror Trap: Why AI Convergence is the Next Systemic Threat to Global Finance

Ayanat Ospan
article en

Abstract

The Mirror Trap: Why Algorithmic Convergence is the Next Systemic Threat The market is turning into a Digital Monoculture. This paper explains why everyone using the same "perfect" AI models is actually a disaster for financial stability. Key points inside: The Mirror Trap: How AI agents synchronize and trap the market in a feedback loop. Algorithmic Convergence: Why diversity in code is just as important as diversity in assets. The ADI Solution: A new way to measure and stop "model herding" before the next flash crash. This isn't just theory, it's a look at how the plumbing of the global economy is changing. Read it if you want to see where the system is actually fragile.

Zenodo (CERN European Organization for Nuclear Research)
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Artificial Intelligence Applications
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The Mirror Trap: Why AI Convergence is the Next Systemic Threat to Global Finance — Ayanat Ospan · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS