---
title: "Anthropic co-founder Chris Olah's remarks on Pope Leo XIV's encyclical \"Magnifica humanitas\""
description: "At the presentation of Pope Leo XIV’s encyclical “Magnifica humanitas,” Anthropic co-founder Chris Olah argues that AI’s consequences cannot be governed by frontier labs alone. Because commercial, geopolitical, and personal incentives can conflict with safety, he calls for independent critics and sustained dialogue among religious communities, civil society, scholars, governments, and developers. He describes models as grown from human language on brain-modeled structures, making their character and interaction with society questions for the humanities as well as computer science. His three priorities are protecting displaced workers and sharing gains globally, imagining conditions for human flourishing, and investigating findings about model structures and internal states that he says resemble human neuroscience and emotions, while acknowledging their meaning remains uncertain."
---

# Anthropic co-founder Chris Olah's remarks on Pope Leo XIV's encyclical "Magnifica humanitas"

[Anthropic](https://yomu.fyi/company/anthropic) · May 25, 2026

**Type:** Explainer

## Summary

At the presentation of Pope Leo XIV’s encyclical “Magnifica humanitas,” Anthropic co-founder Chris Olah argues that AI’s consequences cannot be governed by frontier labs alone. Because commercial, geopolitical, and personal incentives can conflict with safety, he calls for independent critics and sustained dialogue among religious communities, civil society, scholars, governments, and developers. He describes models as grown from human language on brain-modeled structures, making their character and interaction with society questions for the humanities as well as computer science. His three priorities are protecting displaced workers and sharing gains globally, imagining conditions for human flourishing, and investigating findings about model structures and internal states that he says resemble human neuroscience and emotions, while acknowledging their meaning remains uncertain.

## Context

Olah says frontier AI labs operate under commercial, geopolitical, research, pride, and ambition pressures that can conflict with doing the right thing. He also identifies unresolved questions about large-scale labor displacement, global distribution of AI’s benefits, human flourishing, and the nature of AI models.

## Approach / What changed

Olah calls for people outside frontier-lab incentives to provide sustained, informed criticism and participate in dialogue and discernment. He organizes the needed discussion around three areas: support for displaced workers and global benefit sharing, moral imagination about human flourishing, and investigation of AI models’ internal structures and states.

## Takeaways

- Olah says AI development is concentrated in a handful of wealthy nations and that no mechanism currently exists to ensure its gains are shared globally.
- He describes AI models as grown from structures roughly modeled after the brain and an enormous inheritance of human thought and speech, rather than engineered component by component.
- Olah reports finding model structures resembling results from human neuroscience and internal states that functionally mirror joy, satisfaction, fear, grief, and unease, but says he does not know what those findings mean.

**Tags:** [AI](https://yomu.fyi/topic/ai), [AI Governance](https://yomu.fyi/topic/ai-governance)

- Source: [Anthropic](https://www.anthropic.com/news/chris-olah-pope-leo-encyclical)
- Source URL: https://www.anthropic.com/news/chris-olah-pope-leo-encyclical
- Ingested by Yomu: 2026-09-09T11:38:30.752Z

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