Impact on human agency

Mitigation strategy

1. Implement a Human-in-the-Loop (HITL) architectural pattern that prioritizes augmentation over automation, ensuring human users retain final decision-making authority and robust control mechanisms (e.g., override and customization) over all critical AI recommendations and actions. 2. Mandate the use of Explainable AI (XAI) and Transparent Recommendation Systems to provide clear, human-understandable reasoning for all AI outputs, coupled with the implementation of a Reversibility Index to ensure easy and auditable undo and graceful exit capabilities. 3. Develop and enforce clear, hard-coded governance structures and escalation protocols that compel autonomous AI systems to halt and defer to human experts when encountering pre-defined thresholds of uncertainty, risk, or ambiguity, thus preventing the emergence of unwelcome system autonomy.