Agentic memory with mental-model architecture. Deterministic, replay-safe substrate for cognitive-architecture agents: LinOSS temporal encoding, Hopfield attractor memory, mental-model and metacognitive primitives, strategy evolution, pluggable MemEvolve benchmark adapter. Contribution: byte-identical replay, immutable lineage, provider abstraction, composable operators.
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