Memory is not one thing, it is a spectrum, and picking the wrong point wastes effort or capability. At one end, stuffing recent history into the context window (simple, limited, expensive at scale); at the other, structured long-term stores the agent reads and writes deliberately.

This lesson maps the spectrum - in-context, retrieval-based, and structured memory - so you choose the right mechanism for what your system actually needs to remember and for how long.