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Cortical Column LLMs: Implementing Canonical Microcircuits for Universal Computation #7

@jeremymanning

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@jeremymanning

Design LLM architectures based on the cortical column hypothesis - that the brain uses a repeated canonical microcircuit for all types of computation. This project would create modular, column-like structures that can be combined for different cognitive tasks.

Architecture details:

  • Design a 'universal cortical column' module with 6-layer structure
  • Implement lateral inhibition and winner-take-all dynamics
  • Create hierarchical connections between columns
  • Test modularity by swapping columns between tasks
  • Compare with cortical recordings during language tasks

Applies fundamental neuroscience principles to AI architecture design.

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