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
…
Author: Stefano Valente
Zenodo link: https://zenodo.org/records/20112946
Category: Cognitive Governance / Human–AI Interaction
Status: Concept Note for Public Discussion
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The Commission has published an updated version of the ERA Living Guidelines on the responsible use of Generative AI in research.

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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High-Level Conference Note – EHDS-AI CONNECT 2026 (Cyprus Presidency)
The premise underneath every regulatory framework is that AI systems deployed are under human oversight. Humans will review outputs, catch errors, exercise judgment, and serve as the final check…
On Saturday, April 18, Andrew Dietderich, co-head of Sullivan & Cromwell’s global restructuring group, sent a letter to Chief Judge Martin Glenn of the U.S. Bankruptcy Court for the Southern…
In 1950, an American statistician named W. Edwards Deming stood in front of a room of Japanese executives and told them their entire approach to quality was wrong. Post-war Japanese…
Every public sector professional knows the moment. High stakes. Incomplete information. No time. The decision — entirely theirs to carry.
The judge with 800,000 pending cases…