Human–AI Collaboration Transparency: A Three-Level Model
I would like to share a proposal for discussion on how the transparency requirements of Article 50 of the EU 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.
I would like to share a proposal for discussion on how the transparency requirements of Article 50 of the EU AI…
AI is the biggest development programme the world has ever seen, and we're all running it in production.
In 30+ years of enterprise IT, one rule never changed: nothing reaches core…

Most AI governance models were designed around models, data and outputs. Agentic AI changes the problem because AI systems can now call tools, access enterpriseapplications, trigger…
In June 2026 the UN AI Governance for Humanity Lab published a report on how companies are handling AI governance in practice. It is…
NoireBox, a young venture working on accountability infrastructure for agentic AI. A short presentation, as I'd love to connect with others working on trustworthy AI deployment.
The…
As local councillors, we often hear concerns long before they reach national headlines. In my municipality and across rural Finland, one topic is appearing more frequently in conversations with…
"I have been bent and broken, but — I hope — into a better shape."
— Charles Dickens, Great Expectations, Chapter 59
By…

Many organisations now allow staff to use ChatGPT, Copilot or similar tools—but would struggle to show who uses them, what information is entered, how outputs are checked and what training…
From AI Policy to AI Operating Model: 7 Governance Decisions Every Executive Team Must Make. Many organizations now have an AI policy.
Far fewer have an AI operating model.
That…
Agentic AI is starting to influence workforce decisions such as internal mobility, reskilling, redeployment, and hiring. Most of these systems depend on an enterprise skills graph: a data layer…