Stefano Valente, MD — Independent Researcher, Italy
Based on Zenodo DOI: 10.5281/zenodo.20546168
1. Context and Motivation
Across the last decade, conversational AI design has…
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.
Stefano Valente, MD — Independent Researcher, Italy
Based on Zenodo DOI: 10.5281/zenodo.20546168
1. Context and Motivation
Across the last decade, conversational AI design has…
Preface — A Dance, Not a Collapse
A waltz turns; it does not fall.
The transition we are living through is not a catastrophe but a choreography: losses that arrive as movements, each with…
The problem is not that AI generates text. The problem is that we cannot see the seam.
Current watermarking frameworks treat provenance as binary: a piece of content is either human…
There is a risk we have not yet named properly.
We have named bias. We have named opacity. We have named accountability gaps. The EU AI Act, the UNESCO Recommendation, the emerging global…
The draft guidelines on high-risk AI classification address classification criteria thoroughly. There is one enforcement gap that deserves specific attention before the guidelines are finalised.<…
In a near-future scenario, a human being may reach first sustained human contact only after hundreds of interactions with AI systems. This paper examines the governance implications of that…
I. Two Documents, One Obligation
On 25 May 2026, Pope Leo XIV published Magnifica Humanitas — his first encyclical,…
**Author:** Stefano Valente, MD
**Date:** May 2026
**Zenodo preprint:** Valente, S. (2026). *Simulated Traumatic Memory (STM): Negative-Salience Fixation in Relational AI…
Author: Stefano Valente
Category: Cognitive Governance / Human–AI Interaction
Status: Concept Note for Public Discussion
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This paper examines structural risks from large-scale AI adoption as interconnected causal feedback loops. Individually rational firm…