Does Europe still need new accelerators?
Why does Europe produce so many startups, incubators, and innovation programs, yet so few tech champions capable of scaling? The question goes far beyond funding young companies. It concerns how territories choose their priorities, organize their capabilities, and transform technological experiments into sustainable industrial capacities. For François Hoehlinger, the question is no longer about creating...
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...
Why AI Could Weaken Corporate Judgment
Artificial intelligence was meant to save us time. It sometimes seems to produce the opposite effect. Generative tools enable us to summarize faster, write more, multiply analyses, and accelerate exchanges. Yet the time saved is not always transformed into space for reflection. It is often absorbed by new tasks, higher targets, and an intensification of...
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,...
AI Crosses a New Medical Frontier: What the Study Published in Science Changes for Entrepreneurs
OpenAI's o1-preview and o1 reasoning models have matched or surpassed physicians on certain experimental clinical reasoning tasks. The breakthrough lies not in replacing practitioners, but in the emergence of assistants capable of intervening at the heart of medical decision-making. By Pascale Caron The Debate on Medical AI is Changing Nature For decades, clinical reasoning has...
After ChatGPT, the Next AI Battle Will Be Over Infrastructure
For two years, companies have focused their efforts on a single question: which artificial intelligence model should we choose? ChatGPT, Gemini, Claude, Mistral… Comparisons have multiplied. Executive teams have evaluated performance, tested conversational assistants, and begun integrating AI into their processes. Yet this question is becoming secondary. The real transformation is no longer solely about...