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Other literature type . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Other ORP type . 2026
License: CC BY
Data sources: Datacite
ZENODO
Other ORP type . 2026
License: CC BY
Data sources: Datacite
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Reasoning Without Records: Why AI-Mediated Decisions Require a Ledger

Authors: AIVO Standard;

Reasoning Without Records: Why AI-Mediated Decisions Require a Ledger

Abstract

Most approaches to AI governance focus on outputs: accuracy, bias, explainability, and auditability. These approaches implicitly assume that the informational basis of decisions can be reconstructed after the fact. This paper examines a different limitation. Once AI-mediated reasoning influences belief or action, no durable record of the reasoning state that produced that influence typically exists. We show that conventional logging and audit mechanisms are insufficient because influence arises through multi-turn interaction, narrative compression, and uncertainty collapse rather than isolated responses. We define the concept of a reasoning ledger as a necessary evidentiary object and specify the properties such a ledger must possess to restore reconstructability. This paper does not propose a standard, recommend adoption, or evaluate implementations. Its purpose is to define the class of artifact required, in principle, if AI-mediated reasoning is to remain explainable under later review.

Keywords

AI Governance, AI-mediated decisions, AI-mediated reasoning, Corrections and Assurance Ledger, Reconstructability, AIVO Standard, The Reconstructability Gap, Evidentiary Object

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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