Author: Stefano Valente
Category: Cognitive Governance / Human–AI Interaction
Status: Concept Note for Public Discussion
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The Apply AI Alliance is as a multi-stakeholder forum engaged in large discussion of all aspects of AI development and its impact on the economy and society.
Author: Stefano Valente
Category: Cognitive Governance / Human–AI Interaction
Status: Concept Note for Public Discussion
…
This paper examines structural risks from large-scale AI adoption as interconnected causal feedback loops. Individually rational firm…

Context
Recent empirical work shows that large language models (LLMs) exhibit behavioural drift, persuasion‑like dynamics, and ambiguity‑filling even under minimal or non‑semantic prompts…
Author: Stefano Valente, MD – Independent Researcher, Italy
Zenodo preprint: https://zenodo.org/records/20056109
License: CC BY‑NC‑ND 4.0
Version: 2.1 | 06 May 2026
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Preprint links (all versions):
• UCD v1–v5: https://zenodo.org/records/19773865
• UCD v2.0 (6×6)…

Author: Stefano Valente | Futurium EU AI Alliance
1. Purpose
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