Beyond the Transformer Paradigm

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Last Updated on March 4, 2026 by Editorial Team Author(s): Shashwata Bhattacharjee Originally published on Towards AI. The release of Google’s TITANS architecture in late 2024 marks a theoretical inflection point in how we conceptualize machine memory. This isn’t merely another incremental improvement in long-context processing — it’s a fundamental rethinking of what it means for neural networks to learn, remember, and forget. By implementing principles from cognitive neuroscience that have been

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