DHC-SSM v3.0: Production-ready Deterministic Hierarchical Causal State Space Model with O(n) complexity. A novel state space model architecture that combines deterministic hierarchical structures with causal inference capabilities, achieving linear computational complexity while maintaining expressive power for sequence modeling tasks.

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