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Machine Learning

  • Make the Automaton Differentiable
  • Learn the Local Update Rule
  • Hidden Cell Channels and Local Memory
  • Grow a Target From One Seed
  • Randomize the Update Schedule
  • Train for Persistence
  • Regenerate After Damage
  • Test Generalization Beyond Training
  • Neural Cellular Automata for Pathfinding
  • Learn to Solve Mazes
  • Generalize to Harder and Larger Mazes
  • Inspect Hidden-State Propagation
  • What Did the Neural CA Actually Learn?
  • Run Cellular Automata on the GPU
  • RELATE: Searching Embeddings by Relation, Not Just Similarity
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Build useful systems with modern AI.

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© 2026 Ernan Hughes
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