I’m interested in how tools expand human capability.
- General vs. specialized intelligence
- Multi-agent orchestration
- Dynamic context and agent memory
- Work simulations
- Human data as a new asset class
- RAG and human-AI interaction data pipelines
- Coordination costs as a constraint on scale
- Tool-calling reliability and agent routing systems
- Mathematical modelling, stochastic systems, and cybernetics
- Built AI products across computer vision, learning agents, and applied systems
- Worked in VC investing in early-stage AI and robotics
- Based in San Francisco

