Artificial Intelligence
Generative AI, knowledge organisation, human-AI interaction and the transformation of AI-generated information into reusable knowledge.
I am Axel Legay. My work sits at the intersection of artificial intelligence, cybersecurity, digital innovation and knowledge management, with a particular interest in turning complex technologies into ideas, products and approaches that people and organisations can actually use.
My professional interests have consistently revolved around technology, innovation and their real-world adoption. I am particularly interested in understanding what happens when advanced technologies leave the laboratory or the product roadmap and encounter organisations, users, regulation and everyday operational constraints.
Artificial intelligence has made this question even more important. We can now generate information, analyses and answers at an unprecedented speed, but the challenge is increasingly to determine how that intelligence can become reliable, understandable and reusable knowledge.
Through my professional activities, writing and involvement in innovation projects, I explore these questions from both a technological and practical perspective.
Generative AI, knowledge organisation, human-AI interaction and the transformation of AI-generated information into reusable knowledge.
Cybersecurity awareness, training and the translation of complex security concepts into practical approaches for organisations and public institutions.
Assessing whether innovative technologies can move beyond technical feasibility and achieve actual market, regulatory and user adoption.
Exploring how information, context, reasoning and human intent can be organised so that knowledge remains useful beyond the conversation or project that created it.
I work around digital solutions for operational and field activity management, where data from vehicles, equipment, people and projects can be transformed into actionable information for organisations managing complex field operations.
I contribute to the assessment of innovation projects, particularly by looking beyond pure technical feasibility and examining market acceptance, regulatory compatibility, user adoption, technology readiness, integration challenges and measurable economic or environmental impact.
I have contributed to cybersecurity training and awareness activities involving public institutions and organisations, including initiatives delivered through the Walloon cybersecurity ecosystem.
I regularly write about artificial intelligence, cybersecurity, innovation, technology adoption and the way digital tools change how organisations create and use knowledge.
Generative AI allows us to produce increasingly sophisticated answers, but a good answer is not automatically durable knowledge. The next challenge may therefore be less about generating more information and more about preserving the context, structure and reasoning that make that information useful over time.
Read the article →“The real value of technology does not come from what it can do, but from what people and organisations are able to do with it.”
Interested in AI, cybersecurity, innovation or knowledge management? You can follow my work, read my articles or connect with me professionally.