Writing

Engineering notes.

How I build security systems: the decisions, evidence, and limitations behind the implementation.

Selected article

Building an Evidence-Grounded AI Security Investigation System

The engineering decisions behind AegisGraph: deterministic incident scope, bounded AI claims, server-side evidence validation, and human-controlled case decisions.

Sep 17, 2026~17 min read

security engineering
ai systems
systems engineering