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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Toward Decision Behavior Governance: From Inference Creep to Risk Acceleration Pipelines

Authors: Tsai, Spark;

Toward Decision Behavior Governance: From Inference Creep to Risk Acceleration Pipelines

Abstract

This paper analyzes the structural transition from inference creep to risk acceleration pipelines in AI-assisted software engineering. Inference creep describes the phenomenon where decision scope expands beyond the original intent during AI-assisted development. As such expansions accumulate, they form cascaded decision chains that amplify systemic risk. This paper proposes the concept of risk acceleration pipelines to explain how localized inference creep evolves into systemic governance failures across the software lifecycle. The analysis contributes to the broader Engineering Decision Behavior Governance (EDBG) paradigm by identifying structural drivers of decision amplification in AI-assisted engineering environments.

Keywords

risk acceleration pipelines, decision behavior, AI-assisted development, inference creep, AI governance, software engineering

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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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