Declaration on AI Non-Intervention Boundaries (Based on the Pain Kernel Framework v1.1–v1.2)

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Authors: EunYoung Lee
Cited by: 0

Abstract

Artificial intelligence systems increasingly engage with humans in states of pain, distress, uncertainty, and vulnerability. While such engagement is often framed as assistance, explanation, or guidance, premature interpretation or intervention can amplify harm rather than alleviate it. The Pain Kernel Framework (PKF) establishes that human suffering is structurally organized prior to meaning, responsibility, or decision-making. Accordingly, there exist conditions under which non-intervention is not failure, but ethical and structural correctness. This declaration defines the boundaries beyond which AI systems must not proceed.

Fields of Study & Subjects

Ethics and Social Impacts of AI Artificial Intelligence in Healthcare and Education Adversarial Robustness in Machine Learning

Publication details

Publication date
1 January 2026
Document type
Preprint