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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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AI IS NOT A MIRROR, BUT A CHILD_V3

Responsibility as Cost: Why Most AI Systems Fail Before Deployment
Authors: SaneFlow Cognitive Lab;

AI IS NOT A MIRROR, BUT A CHILD_V3

Abstract

Abstract This document does not explain artificial intelligence.It does not discuss models, architectures, or alignment techniques. Yet this document could not exist without AI. Artificial intelligence is the first technology in human history that allows decision-making power to scale faster than responsibility attribution. Before AI, responsibility could remain implicit, delayed, or socially negotiated. After AI, that ambiguity collapses. The problem revealed is not intelligence.It is not ethics.It is not a lack of regulation. The problem is where responsibility goes when judgment is automated. This document does not attempt to prove that AI is dangerous. That debate is already saturated. Instead, it examines a structure that becomes visible only because AI exists: the systematic displacement of responsibility. Here, AI is not the subject.AI is the stress test. The central question is simple:When judgment becomes automated,where does responsibility go? *Access to the full document is restricted due to responsibility transfer risks.Requests may be declined or redirected to licensed distribution channels.

Keywords

AI Governance, Human-in-the-Loop Design, Responsibility, Artificial Intelligence, Socio-Technical Systems, Systems Thinking, Human Accountability, Accountability Architecture, Moral Responsibility, AI as Child, AI Ethics, Responsibility as Cost

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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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