Research Scientist, Dynamical Systems & AI

About Becoming

Becoming is building Developmental Intelligence: AI for predicting how organisms change over time.

Most existing models work in short-horizon or static regimes. They fail when systems become long-horizon, nonlinear, and context-dependent — exactly where development, biology, and many real-world systems live.

We are building a new modeling primitive for reasoning about complex dynamics over time, starting with developmental biology and extending to other domains where prediction fundamentally breaks.

The Role

We are hiring a Research Scientist to help verify, validate, and shape a new modeling primitive designed for complex, time-evolving systems.

This role is not about incremental model improvements or benchmark chasing. Your responsibility is to rigorously evaluate whether this primitive works, where it works, where it fails, and why. You will help define its scope, limits, and evolution through careful analysis, experim...