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ESSAY · 2026

When the Circle of Care Is Drawn Too Small

A response to the AIUC-1 Consortium's whitepaper Engineering a Culture of AI Security, presented by Dr. Keri Pearlson of MIT Sloan and a consortium of corporate security leaders.

In the early days of coal, Britain's industrial cities filled with smoke long before people had a language for "air pollution" as a moral problem. Factories were celebrated as engines of progress; chimneys became symbols of prosperity. Children walked to school through soot-laden streets, lungs quietly absorbing the cost of an empire's success. The industrial culture was not thoughtless — it had rules, norms, and eventually laws. But those rules were written inside a mental boundary that did not yet include the atmosphere itself as a subject of justice.

We are now building a different kind of engine, made of silicon and code instead of coal and iron. The AI industry, especially in places like Silicon Valley, is full of people who are earnestly trying to be careful. They write standards for secure models and safe agents. They invent new risk categories — privacy, fairness, hallucinations, governance — and develop elaborate cultures so employees will use AI responsibly, report near misses, and treat each other with care. On paper, it looks like an ethical triumph: we have learned to worry about bias and consent, and we tell ourselves we are doing better than the factory owners of the nineteenth century.

But these sophisticated rule-sets float on a physical infrastructure that is growing like an unseen shadow. Data centers consume gigawatts of electricity and billions of liters of water, spread across deserts, river valleys, and fragile grids. There is no new planet waiting in reserve, no hidden reservoir of water that will appear if we overdraw the one we have. The freshwater now cycling through our rivers, lakes, aquifers, and clouds is the same water that has been here for millions of years, endlessly reused but never replenished from outside. Every cooling tower, every new rack of servers, participates in that closed loop whether the people who write AI policies think about it or not.

The risk is not that AI engineers and security leaders are malicious. The risk is that they are so focused on being careful inside the narrow domain of digital ethics — what data is allowed into a prompt, which outputs must be verified, how employees should report a model's mistake — that they do not notice they are collectively rebuilding the old industrial pattern at planetary scale. We are at risk of inventing pollution again, this time in the language of "compute," "load," and "cooling," while congratulating ourselves for our frameworks and our "just cultures."

The coal comparison can sound dark, but it is not offered as a prophecy of doom. It is a reminder that cultures of care can coexist with systems of harm when the boundary of that care is drawn too small. Nineteenth-century Britons did not imagine clean air was impossible; they simply did not yet see the air as a stakeholder. Today, we have the advantage of hindsight. We know what happens when a powerful industry treats land, water, and atmosphere as background conditions instead of as fellow participants in our story.

Nothing about this trajectory is inevitable. The same capacity for moral imagination that produced AI safety standards and security cultures can be extended outward. We can decide that "responsible AI" includes caps on resource use, transparency about environmental footprints, and real veto power for communities and ecosystems that cannot afford another extractive boom. We can build governance that tracks not only data leaks and hallucinations, but also near misses in aquifers and grids — and treats those signals as seriously as any compliance report.

It is not hopeless because the infrastructure we are building is still young, and the narratives around it are still pliable. We can choose to be the first civilization that learns from the coal era in time, not in regret. We can look up from our rulebooks and see the single, finite hydrological cycle that sustains every living thing on Earth, then write our AI stories so that this cycle is not an afterthought but a central character. Hope, in this context, is not a feeling that everything will be fine on its own. It is the decision to widen the circle of what we count as "responsible," while there is still room to change course.

This is not theoretical where I live. See what the circle drawn too small means for Augusta County, Virginia →

— Jo Massanari · Goshen, Virginia · 2026