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Paper · arXiv

ARYA: A Physics-Constrained Composable & Deterministic World Model Architecture

This paper presents ARYA, a composable, physics-constrained, deterministic world model architecture built on five foundational principles: nano models, composability, causal reasoning, determinism, and architectural AI safety. We demonstrate that ARYA satisfies all canonical world model requirements, including state representation, dynamic prediction, causal and physical awareness, temporal consistency, generalization, learnability, and planning and control. Unlike monolithic foundation models, the ARYA foundation model implements these capabilities through a hierarchical system-of-system-of-systems of specialized nano models, orchestrated by AARA (ARYA Autonomous Research Agent), an alwa...

AuthorsSeth Dobrin, Lukasz Chmiel
Primary categorycs.AI
Published22 March 2026
Last updated at source22 March 2026
cs.AIcs.DC
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