The Persistent Knowledge Problem
3.1 · Lesson

The Persistent Knowledge Problem

In the previous module, you learned how short-term memory stores a conversation as a linked graph of messages. Short-term memory is intentionally ephemeral — it captures what happened in this conversation, not what the agent knows about the world.

In this lesson, you will learn why ephemeral memory is insufficient for real agent deployments and what long-term memory needs to provide.