The Daceva-Warren Framework: Governance Integrity Law, Formula, and Human-AI Handshake

This working paper presents three original contributions to governance theory, risk epistemology, and AI safety by Iva Daceva-Warren, originating from the Safeguarding Index, United Kingdom, with academic lineage rooted in Bulgaria. The first contribution is the Daceva-Warren Governing Law: the epistemological claim that unconfirmed governance is indistinguishable from risk, with the secondary principle that governance fails because confirmation expires. The second is the Governance Integrity Formula, Ⰻ(t) = (C × A) / Δt, which expresses governance integrity as a continuous, time-bound function of confirmation, authority distribution, and elapsed time since last validation — formally classified as the Law of Governance Continuity. The third is the Human-AI Handshake: a formally derived application of the formula to AI governance and alignment, constituting the first governence continuinity based authority decay model. All three are original intellectual property of Iva Daceva-Warren. This paper establishes the priority, provenance, and scope of these contributions for the purposes of worldwide attribution.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-03-20
DOI
https://doi.org/10.5281/zenodo.19140119
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
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article

The Daceva-Warren Framework: Governance Integrity Law, Formula, and Human-AI Handshake

Iva Dimitrova Daceva - Warren
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

The Daceva-Warren Framework: Governance Integrity Law, Formula, and Human-AI Handshake

Iva Dimitrova Daceva - Warren
article en

Abstract

This working paper presents three original contributions to governance theory, risk epistemology, and AI safety by Iva Daceva-Warren, originating from the Safeguarding Index, United Kingdom, with academic lineage rooted in Bulgaria. The first contribution is the Daceva-Warren Governing Law: the epistemological claim that unconfirmed governance is indistinguishable from risk, with the secondary principle that governance fails because confirmation expires. The second is the Governance Integrity Formula, Ⰻ(t) = (C × A) / Δt, which expresses governance integrity as a continuous, time-bound function of confirmation, authority distribution, and elapsed time since last validation — formally classified as the Law of Governance Continuity. The third is the Human-AI Handshake: a formally derived application of the formula to AI governance and alignment, constituting the first governence continuinity based authority decay model. All three are original intellectual property of Iva Daceva-Warren. This paper establishes the priority, provenance, and scope of these contributions for the purposes of worldwide attribution.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 16%
Ethics and Social Impacts of AI
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