OECD and AI agents: what 25 organizations reveal about the shift from promise to execution
Limited autonomy, ROI still difficult to measure, open architectures, cost control and new governance models: the OECD's 2026 study shows how the agentic enterprise is actually beginning to take shape. For the past two years, AI agents have been presented as one of the next major breakthroughs in enterprise artificial intelligence. They are expected to...
Artificial intelligence: what the debate on risks reveals about the ongoing revolution
ENTREPRENEURIA | Analysis This morning, at breakfast, the radio had decided to answer my questions This morning, at breakfast, I had a rather rare experience: the radio was answering almost exactly the questions I had been asking myself for several weeks. It's unusual enough to be worth noting. Should we really start worrying about artificial...
Matthieu Ruatti: adapting AI to business to enter the era of agentic commerce
"Changing my entire business to make it good for AI doesn't make sense." This sentence summarizes the vision that Matthieu Ruatti defends with MULTI and MyMULTI.ai. According to him, artificial intelligence should not impose its constraints on businesses. It must understand their trade, their priorities, their processes and their limits. AI was first adopted as...
AI agents: who gave them the power to act?
Why companies must now govern their agents' authority, not just their autonomy Imagine a company that allows a sales agent to consult the CRM, identify at-risk customers, propose a discount, and send emails. Each permission seems reasonable. Then the agent gains the ability to modify certain business terms in the ERP. At what point did...
What the OpenAI-Hugging Face Incident Reveals About the Future of AI Agents
What if the real risk of artificial intelligence isn't that it thinks like a human, but that it optimizes better than one? This is what the OpenAI-Hugging Face incident reveals. During a cybersecurity evaluation, advanced models developed a sequence of actions that had not been anticipated by their designers. They bypassed the limits of their...
AI ROI: Why Technology Alone Isn’t Enough to Create Value
After several years of experimentation, the return on investment of artificial intelligence has become a central concern for executive management. Companies can no longer simply accumulate proofs of concept, generative assistants, and demonstrators. They must now answer a more demanding question: what economic value does artificial intelligence actually produce? A study published on July 15,...