Agent Memory: Retention, Revision and Expiry
Choose what an AI assistant should remember and retrieve, without confusing stored notes, search results, and authority.
Choose what an AI assistant should remember and retrieve, without confusing stored notes, search results, and authority.
Distinguish three model roles by their inputs, outputs, and training objectives, and understand why a BERT architecture alone does not confer retrieval or decision-making ability.
Turn documents into traceable evidence and identify what recall, ranking, and context assembly can lose.
Start with a metric and an exact baseline, then see how HNSW and IVF reduce comparisons and measure the neighbors they miss.