aimemorygeometry
Memory as Geometry: Foundations of Coherent, Verifiable, and Private Persistent State
Memory has traditionally been treated as a secondary concern in the design of intelligent systems. This expanded exploration shows what becomes possible when memory representations live on hyperbolic manifolds, updates respect geometric structure, memory is decomposed into hot-swappable verifiable packs, and privacy is a first-class property—enabling true agentic, long-horizon intelligence.
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