Security research shaped by operations.

Security research is my current work. The route here ran through operations, enterprise infrastructure, incident response, detection engineering, and environments where every control needs evidence.

AI systems rarely fail inside a neat AI-only boundary. They fail where a model server retrieves media, where a container inherits cloud access, where a parser trusts an archive, or where an SDK forwards credentials to a caller-selected endpoint.

I focus on those handoffs.

My work starts with source and a threat model. I trace data to the security decision, reproduce the behavior in a controlled environment, test the strongest objection, and separate an odd implementation detail from an exploitable boundary failure.

Detection engineering, cloud security, incident response, enterprise infrastructure, and compliance-sensitive work remain part of the foundation. They are context for the research, not the headline.