Haitham Mahmoud

Beyond similarity retrieval: governance fidelity, consistency, and minimality in long-term conversational memory

Abstract Conversational language model systems persist user constraints, preferences, identity, commitments, and assigned roles across turns. The dominant memory architecture stores this alongside ordinary episodic content in a vector index and retrieves the top- k items by simil...