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🇺🇸 I LOVE USA · Illustrated edition · 2026
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Chapter 33: Autonomy in the age of artificial intelligence

Editorial illustration of American landscapes, symbols and scenes.
AI-generated illustration; an artistic depiction, not a documentary photograph.

Open AI models and community control

The development of artificial intelligence models has been dominated by a few large corporations that control access to the most advanced technologies. Most popular AI models, such as ChatGPT and BERT, are based on infrastructures designed and managed by centralized actors, creating a monopoly of knowledge and limiting access to these technologies for those who cannot afford to use their platforms.

Changing this paradigm requires the development of open-source AI models that can be audited, modified, and used by the community. Projects such as Hugging Face are leading the way by providing access to language models and natural language processing tools that anyone can download, train, and customize for their own needs. These open models are a first step toward the decentralization of cognitive power in the digital age.

Algorithmic autonomy and design ethics

A truly sovereign AI must be aligned with the values of autonomy and transparency, meaning that its decisions must be understandable and predictable to users. This requires a radical change in the way algorithmic systems are designed. Rather than focusing solely on accuracy and efficiency, developers must prioritize ethics and accountability. This involves incorporating principles of ethical auditing, explainability, and fairness from the earliest stages of development.

Algorithmic autonomy means that users must have the ability to supervise, intervene in, and adjust the algorithms that affect their lives. Instead of relying on opaque models that operate as ‘black boxes,’ systems must provide customization options and allow users to see how decisions are made. This user-centered approach to AI is essential to ensuring that technology remains a tool rather than becoming an agent of control.

Ethical artificial intelligence and the common good

The development of AI should not be driven solely by commercial interests or the pursuit of technological supremacy. Instead, we need an approach that focuses on the common good, promoting the use of artificial intelligence to solve social and global problems such as climate change, education, and public health. This involves creating international coalitions that include governments, nonprofit organizations, technical communities, and citizens to define what it means to develop ethical and responsible AI.

A sovereign AI must also be inclusive and accessible to all, without discriminating against any group on the grounds of gender, race, or geographical location. Achieving this requires the development of diverse datasets and the construction of multicultural models that do not merely reflect the experiences and perspectives of a few industrialized countries. For if AI is to define humanity’s future, it must do so while respecting everyone’s diversity and dignity.

Illustrated edition · 2026

An opinion essay by the author. The manuscript text is retained, including its interpretations and historical assertions; it is not a verified research study or a description of the current state of platforms. Admiration for the United States accompanies a critique of digital power. This edition invites reading and questioning its ideas.

Original Spanish manuscript; AI-assisted English and Japanese translations awaiting professional review.

Independent cultural game; not an official citizenship test or a government-sponsored product.

The Process of Colonization 2.0 by the United States of America · © Raúl Moreno Izquierdo