Long-term memory allows AI agents to remember information across multiple interactions and sessions — storing facts about users, outcomes of past interactions, and knowledge accumulated from previous runs.
An enterprise procurement agent that remembers a specific vendor was flagged for compliance issues three months ago and surfaces that flag automatically on a new PO request is using long-term memory to protect the organization. Without it, every interaction starts without history — and the agent cannot learn from or apply what happened before.
