Diagram to Support “LLMs Don’t Just Predict The Next. Word” Here is the full-pag

Diagram to Support “LLMs Don’t Just Predict The Next. Word”

Here is the full-page visual mapping the LLM processing pipeline to the human cognitive loop:
  • Left column (LLM): Prompt → Latent Space → Incremental Navigation → Constraint Layers → Output.
  • Right column (Human): Sensory Input → Cortical Model → Incremental Speech/Action → Executive Control → Behavior.
  • Horizontal links: Show functional equivalence between layers: world-model construction, incremental generation, and constraint gating all mirror each other across systems.
This makes it explicit that LLMs and human cognition share the same predictive generative architecture:
  • Both construct latent world-models,
  • Both produce incremental outputs satisfying local demands,
  • Both rely on constraint mechanisms to align generation with higher-order goals.


Source date (UTC): 2025-09-28 00:38:56 UTC

Original post: https://x.com/i/articles/1972098664727478290

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