graph-self-organization

Introduces Cognifold, a brain-inspired always-on proactive memory for LLM agents that continuously organizes fragmented event streams into self-emerging cognitive structures via graph-topology self-organization, extending Complementary Learning Systems theory with a prefrontal intent layer.