Generation is a capability. It should not always be the default execution mode.
Recently, I asked an AI system to compare two supplier quotations and prepare a price…
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.
Recently, I asked an AI system to compare two supplier quotations and prepare a price…
Artificial intelligence governance should not stop at principles, policies or model-level evaluation.
As AI systems become increasingly multi-model, agentic and embedded in…
Organizations are moving rapidly from AI experimentation toward decisions involving material investment, external providers, operating-model changes, workforce impact, governance obligations, and…
The EU Artificial Intelligence Act (Regulation (EU) 2024/1689) relies primarily on providers’ self-assessment to demonstrate compliance. Regulatory access under Articles 21 and 74 is conditional…

Transparency in artificial intelligence has become a question of provenance. Provenance tells you where a piece of content came from; it does not tell you why what it asserts was decided.…
Introduction
Two metaphors keep surfacing when people try to imagine where unconstrained AI optimization could lead: collapse and transcendence. A black hole and a god are, in a sense,…

Radoslav Y. Radoslavov, Lead Architect, Patent Pending (ZKAP)
In June 2026 the Council gave its final approval to the Digital Omnibus…
Article 50 of the EU AI Act takes effect on August 2. It requires that AI-generated content be labeled as such — in both human-readable and machine-readable formats.
But…
Hi everyone — Paul here, founder of Zhenyi AI, based in China.
With Article 50 of the EU AI Act taking effect on August 2, I've been thinking about a gap that doesn't seem…