
On 10 June, the European Commission published the final Code of Practice on marking and labelling of AI-generated content. These transparency requirements help people recognise…
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.

On 10 June, the European Commission published the final Code of Practice on marking and labelling of AI-generated content. These transparency requirements help people recognise…

AI industrial teams obsess over generative AI efficiency metrics: tokens per second, cost per query, model latency. But the operational leaders who keep…
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…
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.
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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.
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…

Documentation is not verification.
This question is getting more urgent now. The EU’s Apply AI Alliance is acting as a live governance forum, the AI Act<…
As organisations prepare for the implementation of the EU AI Act, much of the discussion around Article 14 focuses on the presence of a human reviewer.
However, the existence of a human…
An ethical man knows it’s wrong to cheat on his wife.
A moral man doesn’t cheat on his wife.
It’s a clear distinction, blunt enough to survive being repeated, useful precisely because…
As AI governance frameworks mature, much of the discussion has focused on obligations: documentation, transparency, risk management, and accountability.
These are necessary foundations.
…