Agent Memory Layers: When Persistent Memory Beats Re-Retrieval
Agent memory layers pay off only for long-lived agents with repeat users. Use this rule on session length and write rate to decide whether to build one.
Tag: Agent Memory
· Rajat Pandit · AI EngineeringStructured Agent Memory vs Vector Search
Pinecone's Nexus Engine compiles business context into structured knowledge graphs for agents. Nemotron 3 Embed tops RTEB. Vector search alone is now insufficient. Here is the memory architecture shift every AI team needs to understand.