I design tools, systems, and workflows that help people think clearly, act deliberately, and solve complex problems with intention.
I believe that technical and human challenges are opportunities to cultivate real agency through better systems and processes.
Current direction
Situational awareness for AI
Exploring how AI systems can maintain structured awareness of their environment using telemetry, spatial context, and relational knowledge.
Context infrastructure
Experimenting with architectures that transform raw observations into coherent context models that agents can reason over.
Relational state models
Investigating how entities can be represented through relationships, events, and interactions rather than static attributes.
Process-aware engineering
Applying Lean and systems thinking to software and AI development to improve clarity, traceability, and decision quality.
I’m exploring how to build infrastructure that gives AI systems structured situational awareness. The repositories currently contain early prototypes and experiments around these components and how they can be combined into a reliable context pipeline.