LearnAI expanded study materials — provenance notice world-model-study.py, robot-learning.py, adaptation-study.py, research-study.py, research-study-exercise.py and the two-game manifest wrapper are authored LearnAI teaching code. Their included/generated small datasets are fictional synthetic teaching data, not downloaded personal or third-party data. research-two-game.mjs is a byte-identical copy of the existing LearnAI research starter. The existing controller-simulator package retains its own notices and dependency requirements; this notice does not replace third-party licenses. No separate MIT or other open-source license is asserted by this notice. Copyright and distribution terms remain those of the LearnAI project owner. Supplied reference results are software practice, not learner-authored evidence.