Most AI agents have a memory problem disguised as a prompting problem.

We keep adding conversation history to the context window, summarizing old messages, or placing documents in a vector database. These techniques are useful, but they do not answer several important questions:

What should be remembered for hours, weeks, or months?

What should decay when it stops being useful?

Which source supports a stored claim?