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How Memory Is Reinforced or Forgotten

Memory is strengthened when it repeatedly proves useful:

  • successful retrieval via search,
  • repeated co-occurrence in multi-step tool chains,
  • traversal through associative random-walk paths.

Memory is weakened when it contributes less over time:

  • low usage across long horizons,
  • lower utility versus newer or more relevant relations.

Context windows are finite.

Forgetting is not cosmetic human mimicry. It is a practical prioritization mechanism so high-value relations remain accessible while low-value ones become quiet.