AI infrastructure · Public sample edition

Governing AI-Driven Infrastructure

Telemetry, Autonomy and Systemic Assurance

Prof. Dr. Vladimir Bunic

Model provenance, telemetry integrity, bounded autonomy and systemic assurance, distinguished from the source article’s conceptual research findings.

First published edition · Version 1.0 · 11 November 2026 · 21 pages

Read sample PDF Zenodo record

DOI: 10.5281/zenodo.24129171

Inside the sample

Explanations, sources and exercises

Provenance, drift and task-specific model validation
Authorised automation and human oversight
Systemic dependencies and defined measurement
Eight explanatory readings and exact standard, procedure and playbook crosswalks
Three fictional reflection exercises and references to 30 issued sources

This secondary educational companion does not replace the issued standards, mandatory procedures or advisory playbooks. It is not a peer-reviewed Journal article. The complete training scenarios, worked solutions and instructor guidance are not included.

Read the issued framework

Publication details

Citation and rights

Bunic, V. (2026). Governing AI-Driven Infrastructure: Telemetry, Autonomy and Systemic Assurance. Public sample edition (v1.0). Global Converged Security Board. https://doi.org/10.5281/zenodo.24129171

Publisher, owner and distributor: Global Converged Security Board
Author ORCID: 0009-0006-6209-629X
Primary research article: 10.30574/ijsra.2026.21.1.1877

Public availability does not grant an open reuse licence. Except as permitted by applicable law, reproduction, redistribution and adaptation require prior written permission. The Journal's CC BY 4.0 article licence does not apply.