What I am working through
The research underneath the work: probabilistic and causal inference, statistical foundations, complex systems, and the safety and alignment questions that arrive with advanced AI.

- The art of problem discovery and solving in the age of superintelligence — the immediate problems and the future ones
- Foundations of frontier intelligence
- Cognition, philosophy, science and engineering, and the economics of AI
- Alignment, safety, measurement and control; human–AI interaction; complex systems
- Data science and machine learning
- Enterprise problems beyond agent automation
- Generalists, sovereign AI, and the AGI world
- Biology, disease, pandemics and biosecurity in the age of AI
- Global health and wellbeing — where advanced AI can actually move outcomes
- Longtermism — weighing problems by how far forward their consequences run
Disagree, or know something I missed? Write to mepc3197@columbia.edu · the title goes in the subject line
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