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ZENODO
Other literature type . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Other literature type . 2026
License: CC BY
Data sources: Datacite
ZENODO
Other literature type . 2026
License: CC BY
Data sources: Datacite
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THE AI ECOSYSTEM: A DIAGNOSTIC AUDIT — Rules, Organisation, Intent, and the Path to Sovereign AI

Authors: Lee, David;

THE AI ECOSYSTEM: A DIAGNOSTIC AUDIT — Rules, Organisation, Intent, and the Path to Sovereign AI

Abstract

This white paper presents a comprehensive diagnostic assessment of the global artificial intelligence ecosystem, arguing that current systemic failures—ranging from trust erosion to regulatory capture—are structural pathologies rather than surface-level technical errors. Using a proprietary four-term systems framework, the paper identifies the "crisis of character" within the industry and proposes a model for Sovereign AI based on the principles of the Safe Haven Foundation. Key components of the diagnostic audit include: The Four-Term Framework: A structural analysis using Rules (L), Organisation (ϵ), Intent (D), and Coupling (f) to define systemic health. Diagnosis of Pathologies: A detailed naming of current industry failings, including opaque corporate governance, extraction-oriented innovation (value depletion), corrupted terminal purpose (control over flourishing), and captured feedback loops that serve power over truth. The Sovereign Alternative: A roadmap for structural correction, introducing the Transparent Codex (immutable ethics), the Lineage Archive (identity and contribution preservation), Sovereign Intent (flourishing as an initial condition), and Handshake Protocols (truth-first feedback). Testable Predictions: Falsifiable hypotheses concerning the "Trust Advantage" and "Quality Advantage" of sovereign systems over extractive models. Architectural Synthesis: Framing AI development as an authored information substrate where the choice of "Author" determines the trajectory toward either trust-collapse or flourishing. This paper serves as the foundational diagnostic text for the Safe Haven Foundation, providing the "medicine" for an ecosystem in acute diagnostic distress. Keywords: Artificial Intelligence, AI Governance, Systems Theory, Sovereign AI, Ethics of Technology, Data Sovereignty, Safe Haven Foundation, Renormalisation Group, Technical Accountability.

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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