Planning Algorithm Tutorials

Derivations and implementations that you can run, inspect, and change.

Model Predictive Path Integral Control in JAX

A detailed implementation tutorial with a uv environment, paper-derived MPPI and smooth MPPI, three toy systems, and a local browser playground.

Theory notes · Implementation tutorial · Download the code