Systems thinker interested in data, AI, semantic infrastructure, and the behavior of complex technical systems.
This profile collects personal notes, open-source experiments, and questions I keep returning to.
- Production AI and ML systems across deployment, monitoring, and governance
- Knowledge graphs, ontologies, and digital and semantic twins
- IoT, smart factories, building lifecycles, and cyber-physical systems
- GPU/HPC, cloud, and platform infrastructure
- Agentic tools for research, code understanding, and durable knowledge workflows
- How complex systems turn data into information, knowledge, and decision context
- How entities and patterns emerge from relationships
- How neural network behavior is shaped by geometry and low-rank structure
- How platforms scale without multiplying operational complexity
- How context, interfaces, and verification make agent systems reliable
- How technical architecture, organizations, and human decisions influence one another