
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…
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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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The Challenge
Europe already operates one of the world’s largest scientific computing infrastructures through initiatives such as EuroHPC Joint Undertaking.
Major systems including:
In the EU’s core policy agenda of strengthening regional industries,
the widespread adoption of AI and the enhancement of its utilization capabilities across all players have become urgent…