Cognitive Engineering Frontier

Code-Based World Models Emerge as Alternative to Neural World Models

Code-Based World Models Emerge as Alternative to Neural World Models

Tycho open-source agent writes Python code as world models for ARC-AGI-3, achieving strong results with auditable reasoning and verification loops. Represents paradigm shift from neural weights to executable code. VideoCoCo uses Blender code as chain-of-thought for physically-consistent video generation. Signals a new architectural direction for interpretable, testable world models.

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Updated Aug 1, 2026