Rasheed Mohammad

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

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 similarity to the active query. We argue that this desi...