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The Post-Transformer Era: State Space Models, Mamba, and What Comes After Attention

February 10, 2026

·machine-learning·mamba·state-space-models

The Post-Transformer Era: State Space Models, Mamba, and What Comes After Attention

A practitioner's guide to Mamba and State Space Models — how selective state spaces achieve linear scaling, when to use SSMs vs Transformers vs hybrids, and production-ready models.

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Written by Serendeep Rudraraju — navigating the intersection of technology and humanity.