Basics

These tutorials are the shortest path from a fresh checkout to a working MASA experiment.

• First MASA Experiment shows how to preview an environment, build a MASA wrapper stack with make_env, inspect labels and constraint metrics, and run a tiny Q-learning smoke experiment.

• Labels, Costs, and Infos slows down the environment loop and inspects observations, rewards, labels, costs, constraint metrics, termination, and truncation.

• Wrapper Stack builds the same constrained environment with make_env and by manually applying each MASA wrapper.

Runnable notebooks:

• notebooks/tutorials/01_first_masa_experiment.ipynb

• notebooks/tutorials/02_labels_costs_and_infos.ipynb

• notebooks/tutorials/03_wrapper_stack.ipynb