

Understanding the Architecture of Apathy and Resistance to AI | George Mathew
⚠️ Public sentiment on AI is diverging sharply from corporate enthusiasm. Global data from 2024–2026 shows that AI’s social licence is weakening, particularly in advanced economies. ✴️ A study by KPMG and the University of Melbourne, surveying 48,000 people across 47 countries, found low AI literacy, weak governance, and fragile trust. Globally, only 46% of respondents say they trust AI systems. ‼️ Australia reflects this tension acutely: - 64% fear loss of personal or societal control due to

Most Agentic AI roadmaps frame maturity as a straight line. Human in the loop → human on the loop → human out of the loop. It sounds neat. It is also misleading. Looking at this through a risk-based…
Most Agentic AI roadmaps frame maturity as a straight line. Human in the loop → human on the loop → human out of the loop. It sounds neat. It is also misleading. Looking at this through a risk-based lens, these are not stages to graduate from. They are a decision portfolio to actively manage. Here is a more grounded view of the three loops. 1️⃣ The Editor (Human in the Loop) This is not a temporary training phase. It is the permanent home for non repeatable, high consequence decisions. Agent



