Learning Faster Than the Machine: The New Frontier of Work for Entrepreneurs in the AI Era
In a European scale-up specializing in B2B services, the artificial intelligence transformation plan was ready. Use cases had been identified, technology partners selected, funding approved. Six months later, the project had ground to a halt. Not for technical or budgetary reasons, but because the teams couldn't reformulate their own jobs to work with the deployed...
Will White-Collar Workers Really Disappear? Critical Analysis of a Prophecy on AI and Work
By Pascale Caron The announcement is spectacular. In one sentence, it condenses contemporary anxiety about artificial intelligence: office jobs are doomed to disappear within eighteen months. The statement, attributed to Mustafa Suleyman, head of Microsoft AI, immediately circulated through media and digital ecosystems, fueling a familiar narrative: that of rapid and massive substitution of human...
Artificial Intelligence Confronts the Reality of Cancer
With Dr. Sarah Watson from Institut Curie, Société Générale opens a decisive debate on the future of care In Monaco, before Société Générale's women's club, Dr. Sarah Watson, medical oncologist and researcher at Institut Curie, offered a concrete perspective on artificial intelligence in healthcare. Far from vague promises, she demonstrated how these tools are already...
Artificial Intelligence Put to the Test of Reality
Artificial intelligence put to the test of reality: data, processes and sovereignty according to Gilles Cymbalista In the ecosystem of artificial intelligence applied to business, where technological promise often precedes real transformation, certain trajectories bring us back to fundamentals. Gilles Cymbalista belongs to this generation trained at a time when data was not manipulated through...
2028: Fictional Anatomy of an AI Crisis
Critical reading of an economic memo written from the future The document published by Citrini Research presents itself as an archive dated June 2028 and reviewed since February 2026. It is neither a forecast nor a probabilistic scenario. The authors explicitly describe it as a "thought exercise in financial history, from the future" and specify:...
Is AI Breaking Down the Consulting Pyramid?
For decades, major consulting firms have operated according to an almost immutable mechanism. A few partners would sell high-value strategic projects. Behind them, an army of juniors produced analyses, benchmarks, PowerPoint slides, and Excel models under extremely tight deadlines. This pyramidal model constituted the economic engine of firms like McKinsey & Company, Boston Consulting Group,...





