Emanuel Shirbint Research Review

Independent Research Archive · Data, Artificial Intelligence, Clinical Systems and Institutional Governance

Independent Research Archive
Established online · 2026
ORCID 0009-0004-8538-7140

Research Series

Moral Grounding and Institutional AI Governance

A single propagation account connecting moral grounding, authorised volition, teleological translation, representation and AI execution.

Research questions

  • What upstream normative and volitional architecture fixes what an AI system is for?
  • How does local correctness propagate into global, systemic error?
  • What does it mean that AI executes an operational representation of authorised will rather than legitimising ends itself?

Constituent works

  1. PreprintConceptual Framework

    When Local Truth Produces Global Falsehood: Moral Grounding, Institutional Volition, and Systemic Error in Artificial Intelligence

    Evaluation of artificial intelligence concentrates on local performance — accuracy, calibration, robustness — while the upstream normative and volitional architecture that fixes what a system is for remains largely unexamined by those metrics. Existing scholarship has established that bias, proxy…

    Read recordPDFDOIPresentation

Evidence status & planned validation

One conceptual-framework preprint (not peer-reviewed).

Manuscripts in this series build on a shared architecture; the abstracts and records above state each work's independent status.

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