Operational AI systems
Research engineering for models, agents, and evaluation loops that have to survive contact with real users.
Principal AI/ML Research Engineer at Camulos.io
AI Engineering for National Security.
I build and evaluate AI systems for hard, high-consequence environments, turning research ideas into robust software, models, and decision workflows.
Role
Principal AI/ML Research Engineer
Base
Camulos.io
Current focus
Practical AI capability for public-sector and security contexts.
Areas of work
Systems that hold up under pressure.
Cyber security
Applied ML for threat understanding, national-scale analysis, and resilient decision support.
Research to deployment
Bridging papers, prototypes, and production constraints with careful implementation and measurement.
Latest note / 24-03-2026
The Model Provenance Problem or: How I Learned to Stop Worrying and Love the BOM
Journal
What the Cursor x Kimi controversy highlights about the modern AI supply chain.