Thoughts Below you’ll find some thoughts of mine—some of which I have posted on social media in the past. Primer: A collection of resources for multi-agent interaction research Differentiable Optimization: An Interactive Notebook Research Advice: How to Get to the Next Stage Research Statement: Towards Fast, Flexible and Data-Efficient Algorithms for Multi-Agent Interaction