What the platform holds
Regulated documents, safety narratives, internal governance records. A system holding that material has to treat security as a design constraint, not a feature added once something breaks.
An engineering-first approach
My background is in embedded systems and hardware security, building from the analog front end up, before applied artificial intelligence. That discipline carries over directly: access control, encryption, and threat modeling get built into the architecture from first principles, the same way one would secure a sensor pipeline that cannot tolerate a silent failure.
How it works operationally
Every data flow is mapped and bounded, every access path is authenticated and logged, and the same audit trail that makes a decision traceable also makes unauthorized access visible. Security and auditability turn out to be the same problem, viewed from two sides.