When Machines Think Faster Than Societies Adapt

AI & SocietyLeave a comment

Artificial intelligence is now a general-purpose infrastructure, comparable to electricity or the internet, yet it is spreading across the world at radically different speeds and depths. In some regions, AI is already embedded in daily professional routines—drafting documents, analyzing data, automating decisions, supporting medical diagnostics, or accelerating software development. In others, AI remains distant, abstract, or accessible only through consumer-facing tools with limited transformative impact.

AI and Music: A Journey from Mechanical Sound to Shared Intelligence

AI & SocietyLeave a comment

Long before artificial intelligence, music was already a dialogue between humans and machines.

The earliest encounters were mechanical: music boxes, player pianos, and automata transformed rhythm and melody into repeatable processes. These devices did not understand music, but they introduced a radical idea—that sound could be encoded, stored, and reproduced by non-human systems.

From Organisations to Intelligence: A Personal Journey into the Age of AI

Personal JourneysLeave a comment

As a new year begins, I find myself looking backward – not out of nostalgia, but to make sense of where we are going.

My professional life has unfolded inside organizations: large enterprises, public administrations, international projects, complex ecosystems where technology never lives alone. It lives among people, processes, incentives, cultures, and constraints. From early computing environments to global telecom infrastructures, from digital government programs to today’s AI-driven platforms, one lesson has remained constant: technology only matters when it meets reality.

From Digital Government to the Agentic State

Governance & Public SectorLeave a comment

For more than three decades, governments have pursued digital transformation.
The first phase focused on digitization – moving paper-based procedures online, still in progress …
The second phase emphasized interoperability, shared platforms, and cross-agency integration.

We are now entering a third phase, deeper and more consequential: the Agentic State.

This transition is not about better interfaces. It is about delegation.

Generative AI in the European Public Sector: What Five Member States Tell Us – and What Others Should Watch

Governance & Public SectorLeave a comment

While the report focuses on secondary education, its findings are far broader. Education, after all, is one of the most complex and risk-sensitive domains of the Public Sector (PS): it combines regulation, public procurement, data protection, ethics, workforce transformation, and citizen trust. As such, it acts as a proxy for AI readiness across Public Administration.

The Silent Shift: When AI Makes Technology Invisible and Competence Visible

Leadership & TransformationLeave a comment

For decades, technology inside organizations was treated as infrastructure — essential, but not strategic. IT existed to ensure continuity, to keep systems running, to support operations with reliability and efficiency. In many public institutions and established enterprises, innovation was not a competitive advantage; it was a controlled variable, sometimes even a perceived threat.