Abstract
Public anxiety about artificial intelligence often misidentifies the underlying governance risk. The most dangerous systems are not necessarily the most intelligent ones, but the ones able to classify people, route decisions, and impose consequences through routinized processes at scale without a legible path back to source evidence, accountable authority, and rapid correction. This commentary introduces \emph{ground integrity} as a framework for analyzing that broader risk across human, automated, and hybrid decision systems. Ground integrity asks whether a coercive effect on a person can be traced through a continuous, externally testable chain from source artifact to enforcement outcome. The paper argues that governance failures commonly arise not from intelligence alone, but from scale without verification: missing provenance, hidden delegation, cross-system identity drift, off-ledger routing, and correction pathways that exist only formally. To make these failures operationally visible, the commentary presents a source-to-enforcement chain, a shadow-stack and money-stack model, a compact family of historical and contemporary test beds, and ten ground tests for continuity, bonding, traceability, and fault-clearing. The contribution is a policy-facing framework that shifts the debate from fear of AI as a novelty to a more durable concern with ungrounded power, wherever it appears.
Supplementary materials
Title
Ground Integrity Audit Worksheet
Description
This supplementary worksheet provides a structured audit instrument for applying the Ground Integrity framework to a specific decision pathway. It is designed for reviewers, policymakers, auditors, practitioners, and researchers who need a practical method for testing whether a human, automated, or hybrid governance system can demonstrate a legible, externally testable path from source artifact to enforced outcome. The worksheet operationalizes the framework’s core control dimensions: source provenance, identity binding, classification, authority, obligation, enforcement, correction, cross-system bonding, leakage, miswiring, and exposure. It also provides a simple evaluation rubric to support consistent judgments about continuity, traceability, external verification, and fault-clearing under real operating conditions. Supplied as supplementary material to Power Without Ground: A Ground Integrity Framework for Human and Hybrid Governance Systems, this instrument is intended as a standards-oriented implementation aid that converts the commentary’s conceptual model into a usable audit surface for procurement, administration, oversight, and other high-impact institutional settings.
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