AI readiness starts with the work
AI readiness begins with a valuable problem, usable knowledge, clear ownership and a way to learn—not with access to a model.
Read the noteThinking
The questions behind the work.
I write about what happens when AI meets existing knowledge, when content becomes abundant, when archives become searchable and when global technology enters a specific language, culture or institution. These are arguments and working observations, not summaries of the latest tool cycle.
The Future of AI in Egypt: the opportunity is bigger than automation
Egypt’s AI opportunity depends on the institutions, knowledge, language and products built around the technology.
Read the noteArabic is a product decision
Arabic changes product structure, search, trust, evaluation and adoption. It belongs in the product decision from the beginning.
Read the noteDoes one of these questions exist inside your organization?
A conversation can begin with knowledge, material or an opportunity that needs a better form.