Fundamental and Structural Limitations of Algorithmic Trading Robots in Real Markets

Fundamental and Structural Limitations of Algorithmic Trading Robots in Real Markets:A Comprehensive Analysis of the Gap Between Backtesting Results and Live Performancein Gold, Forex, and Cryptocurrency MarketsBased on Three Years of Empirical Research, Development of Hundreds of Multi-Layer Systems,and Practical Testing Across Multiple Environments

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-17
DOI
https://doi.org/10.5281/zenodo.21979126
Primary Topic
Blockchain Technology Applications and Security
Type
article
Field-Weighted Citation Impact
0.00
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article

Fundamental and Structural Limitations of Algorithmic Trading Robots in Real Markets

Said hassan Ameeny poor
Zenodo (CERN European Organization for Nuclear Research)
Blockchain Technology Applications and Security
article

Fundamental and Structural Limitations of Algorithmic Trading Robots in Real Markets

Said hassan Ameeny poor
article en

Abstract

Fundamental and Structural Limitations of Algorithmic Trading Robots in Real Markets:A Comprehensive Analysis of the Gap Between Backtesting Results and Live Performancein Gold, Forex, and Cryptocurrency MarketsBased on Three Years of Empirical Research, Development of Hundreds of Multi-Layer Systems,and Practical Testing Across Multiple Environments

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 3%
Blockchain Technology Applications and Security
DOIOpen Access PDFOpenAlex
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Fundamental and Structural Limitations of Algorithmic Trading Robots in Real Markets — Said hassan Ameeny poor · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS