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Overview
This article presents the Neural Foundation as a structural approach to AI governance, shifting the focus from what AI can do to how it should behave in human contexts. Rather than optimizing only for outputs or prompts, it establishes ethical, semantic, and operational boundaries that keep human accountability at the center, in native alignment with the European AI Act.
🧠 From Capability to Behavior
The Neural Foundation redefines AI not by its technical capabilities, but by what is acceptable for it to do in the human world, placing principles and boundaries before execution.
⚖️ Human Centrality
The final decision always remains human. AI does not assume moral or legal authority, clarifies its limits and uncertainties, and operates within declared principles.
🧭 Native Alignment with the AI Act
The Neural Foundation does not retrofit governance after the fact. It starts from the same principle as the AI Act: the greater the human impact of AI, the greater the transparency, control, and accountability must be.