AI Governance Lite for Non-Technical Systems

DOI: https://doi.org/10.64357/neya-ai-governance-lite-2026

Publisher: Neya Global Publishing

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Abstract

This document presents Neya Governance Lite, a minimalistic governance architecture tailored for non-technical systems—NGOs, municipalities, social programmes, schools, community centres—where full-scale AI governance is impractical but safeguards are essential.

It defines lightweight governance roles, ethical boundaries, escalation pathways, fail-safe mechanisms, risk-signalling behaviours, and basic operational protocols. Governance Lite provides clarity without overwhelming non-technical environments, enabling them to integrate AI safely while maintaining institutional feasibility.

It is designed as an accessible governance toolkit for organisations adopting AI without existing technical governance capacity.

Keywords

AI governance, lightweight governance, non-technical systems, safeguards, feasibility

Citation

Kazanskaia, A. N. (2026). AI Governance Lite for Non-Technical Systems. Neya Global Publishing. https://doi.org/10.64357/neya-ai-governance-lite-2026