02 / Systems

Data systems

Raw information becomes reliable knowledge when its origin, structure and validation remain verifiable. Without these controls, AI and automation can produce convincing but incorrect answers.

How it works

I extract, structure and validate data while keeping its source traceable. I define entities, relationships and rules before making the information available to queries, APIs or models. The database schema formalises the domain and its constraints.