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Report . 2026
License: CC BY
Data sources: Datacite
ZENODO
Report . 2026
License: CC BY
Data sources: Datacite
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Governed vs Autonomous AI Coding: Structural Drift, Architectural Entropy, and Empirical Evidence from Three Longitudinal Case Studies

Authors: Sande-Larsen, Espen;

Governed vs Autonomous AI Coding: Structural Drift, Architectural Entropy, and Empirical Evidence from Three Longitudinal Case Studies

Abstract

This companion study presents longitudinal empirical analysis of three open-source repositories using the EntropyX structural entropy framework. The results indicate that fully autonomous AI coding phases correlate with rapid entropy accumulation, whereas human-governed hybrid approaches demonstrate bounded structural evolution and measurable entropy cooling. The study introduces anomaly detection and entropy slope modeling for architectural governance. The work is reproducible using open tooling and public repositories.

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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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