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• 16 min read

The Death of the Token: Why Large Concept Models and Continuous Latent Reasoning Are the True Frontier of Artificial Intelligence

A first-principles deconstruction of Large Concept Models (LCMs): why next-token autoregression is fundamentally flawed for abstract reasoning, how SONAR continuous sentence embeddings eliminate the memory bandwidth wall, and why intelligence must operate on conceptual geometry rather than discrete subword tokens.