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AI Model Integrity Is Everyone's Problem
Why disinformation can influence AI outputs and what users, builders, and regulators need to do about it.
Open article →Pope Leo XIV has published an encyclical on artificial intelligence and the digital world. The Vatican wrote something genuinely smart about technology. Yes, really.
The document is called Magnifica Humanitas — “magnificent humanity” in Latin — and it is surprisingly good. Not “good for a religious document” good. Just good. The people around this pope understand what is actually happening in the world of technology, and they have things to say that feel urgent and precise rather than doctrinally dated.
One practical note before we begin: Leo XIV is an Anglophone pope, and the English original reads like the kind of well-written non-fiction you could buy at an airport bookstore. If you have the choice, read it in English. The prose has clarity and rhythm that formal translations into other languages tend to flatten.
The chapter on AI carries the title A valuable tool that requires vigilance. That word — vigilance — matters. It is not the same as caution, or mindfulness, or responsible use. Vigilance implies an active, ongoing effort to see what is actually happening, not just what we are told is happening.
The Pope does not say that AI is evil and we should not use it. But he asks questions that the market does not ask itself: What vision of the human person is embedded in these models? Whose values do the algorithms encode? Who bears responsibility when a system makes a decision that harms someone?
This is not a call for corporate ethics codes or responsible AI pledges. The encyclical calls on governments to actively regulate technology — to insist that democratic institutions, not private actors, set the terms for how AI shapes social life. Technology is not neutral. Every AI system carries assumptions about what matters, what is normal, what is worth optimizing. Those assumptions require public deliberation — not just a privacy policy clicked through at installation.
One of the most striking terms in the encyclical is digital sobriety. It is more precise than “moderation” or “balance.” Sobriety implies a state you can fall out of. It implies addiction as the real risk.
The Pope writes directly about the attention economy — platforms engineered to capture time and exploit psychological vulnerabilities, business models that grow stronger the weaker their users become.
When business models thrive on human weakness, the person is treated as a means rather than as an end; those who design or finance such systems bear a moral responsibility that cannot be ignored.
(§170)
That sentence could have come from any serious tech critic writing today. It came from the Pope. Worth sitting with.
The encyclical pushes back hard on the idea that automating away human labor is simply an efficiency question — one that can be solved by redistribution schemes or retraining programs.
Work, the Pope argues, is not merely a source of income. It is the space where identity is formed, where relationships are built, where people learn responsibility and discover what they are for. Replacing humans with machines does not just create an economic problem. It creates an existential one.
In the short term, it may seem advantageous to reduce labor costs or maximize financial efficiency, but in the long term this undermines the very foundations of social coexistence. While technological successes are celebrated, the social fabric is progressively eroded, as if by a silent virus.
(§166)
“A silent virus.” That image stays with you.
The English original uses the word slavery without softening it. This matters because what follows is a precise, unflinching account of what keeps the AI economy running.
Behind every seamless AI interaction is a long chain of human labor that remains deliberately invisible: millions of people labeling data, moderating content — including deeply disturbing material — and training models, often for minimal wages, often women, predominantly from the Global South. Children and adolescents extracting the rare earth materials that go into the devices and microprocessors AI depends on, working in dangerous conditions.
The bodies of these people are scarred, injured and worn down so that computational flow may continue uninterruptedly.
(§173)
And beyond that: criminal networks using the same platforms, payment systems, and profiling techniques as the rest of the digital economy to recruit and traffic victims — often minors — turning people into data points to be tracked and packages to be moved.
The encyclical is unambiguous: it is not enough to celebrate innovation if it is built on a chain of exploitation that is kept deliberately out of sight.
One of the sharpest sections deals with the idea of “artificial moral agents” — the notion that an algorithm might make ethical decisions more consistently than a human being.
The Pope cuts through this cleanly:
Moral judgment cannot be reduced to calculation, for it involves conscience, personal responsibility and the recognition of the other as a person.
(§198)
Which is why, he argues, it is impermissible to delegate lethal or irreversible decisions to artificial systems. No algorithm makes war morally acceptable. AI does not remove the inherent inhumanity of conflict — it only makes conflict faster, more impersonal, and easier to initiate. And in doing so, it accustoms us to the idea that violence is inevitable and needs only to be optimized.
Alongside the AI argument — and clearly connected to it — the encyclical says something that needed to be said about the institutions meant to govern global risks: the UN is weak, and it needs profound reform. Not technical adjustments, but something deeper, because the crisis is one of values and convictions at the ethical foundations of international life. (§226)
This is exactly the argument that Finnish President Alexander Stubb has been making, loudly and persistently. At the UN General Assembly in September 2025, he called for the UN to reform and return to its core tasks — arguing that the international community is currently unable to resolve conflicts and that the UN is no longer relied upon as the primary guarantor of peace and stability. In his book The Triangle of Power, he frames the choice in starker terms: the next global order will follow either the logic of Yalta — spheres of influence carved up by great powers — or the logic of Helsinki: an open, cooperative, multilateral world.
Magnifica Humanitas is not an anti-AI document. It is a pro-human one. The Pope is not saying: stop the technology. He is saying: technology must serve humanity, not the other way around — and that principle will not enforce itself through market logic alone. It requires active democratic choice, institutional courage, and the willingness to look clearly at what we have built and who is paying the cost.
If you are looking for an ethical framework for navigating rapid technological change — rather than a doctrinal read — I would point you especially to chapters 3, 4, and 5. And to the English original.
Full text: vatican.va
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