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Research prototype combining explicit causal-attention kernels, continuous-valued sequence modeling and liquid-state criticality metrics. Built with PyTorch and Helion; includes Lorenz96 experiments and mathematical derivations.

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Research prototype combining explicit causal-attention kernels, continuous-valued sequence modeling and liquid-state criticality metrics. Built with PyTorch and Helion; includes Lorenz96 experiments and mathematical derivations.

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