Ending the Cycle of Failure

Every major disaster produces two predictable outcomes. First, we mobilize enormous resources, money, people, and logistics under extreme pressure. Second, once the immediate crisis fades, we fail to learn systematically from what just happened. That second failure is far more costly than we admit. Over years of advising governments, infrastructure operators, and international organizations on technology adoption, I’ve seen the same pattern repeated across earthquakes, floods, wildfires, and humanitarian crises. We are not short on data. We are short on intelligence that carries forward from one disaster to the next. While AI doesn’t eliminate natural disasters, it may be the…