Agentic memory is lookup-based retrieval, not weight-based consolidation, creating a generalization ceiling on novel tasks and structural vulnerability to memory poisoning.
A Proof of Theorem 1 (Performance Ceiling Bound) Setup.Let Tm be the class of m-hop chain reasoning tasks: given query q= (e 0, r1
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Contextual Agentic Memory is a Memo, Not True Memory
Agentic memory is lookup-based retrieval, not weight-based consolidation, creating a generalization ceiling on novel tasks and structural vulnerability to memory poisoning.