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Hybrid Attention and State-Space Layer Stacks

the design that actually ships in 2026 — a large majority of linear recurrent layers with a minority of attention layers retained for exact recall, which is the synthesis this whole curation has been walking toward

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State Space Models Explained | Mamba, Jamba & The Future Beyond Transformers

State Space Models (SSMs) represent a class of mathematical frameworks in computational control theory that map input sequences to outputs via state variables, evolution equations, and observation fu…