Zenodo DOI: 10.5281/zenodo.20607306
The New Governance Problem
For the past decade, AI governance has focused on two concerns: what AI…
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.
Zenodo DOI: 10.5281/zenodo.20607306
The New Governance Problem
For the past decade, AI governance has focused on two concerns: what AI…

Hello everyone,
My name is Aleksandr Sarkisian, and I am the founder of M.A.R.S. Companion (Mobile Autonomous Reasoning System).
M.A.R.S. Companion is a next-generation personal AI…
Much of the Article 50 conversation centers on labelling AI-generated content and machine-readable watermarks. That work matters — but it answers “was this made by a machine?” while leaving the…
Part of the Cognitive Governance Framework (CGF) series
Full paper: Valente, S. (2026). Capital, Cognition, and the Architecture of Sedation.
…We shouldn’t be warning about artificial intelligence in the abstract any longer; we are confronting what happens when autonomous models are placed inside real, high-consequence systems.
…
Agentic AI is no longer only about model performance.
As AI systems become capable of planning, calling tools,
Mornings are different now. There was a time when waking up early meant listening to birds chirp, enjoying a hot cup of coffee, and leisurely worrying about standard, manageable things—like…
Many discussions about AI focus on governance, regulation, adoption, productivity and risk. An aspect I find increasingly interesting is the role AI plays as a personal reflection space.
The industry is screaming about eating up tokens. Companies are watching production deployments bleed through rate limits, trigger catastrophic overruns, actually burn entire annual AI…
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…