Baba in Wonderland: Online Self-Supervised Dynamics Discovery for Executable World Models

In three linesAlice is an online executable world-model learning system that discovers environment dynamics without rule descriptions or reward signals. The agent induces transition laws from interaction alone, treating preservation conflicts as structural signal to refine hypothesis classes. Evaluation on Baba in Wonderland shows substantial improvement under prior misalignment.

Summary generated by Claude — human-verified