If you're looking to address the agent memory problem without relying on vector databases or other (potentially clunky) tools, follow along Sachin Sharma's memweave walkthrough, unpacking the inner workings of his open source project. https://towardsdatascience.com/memweave-zero-infra-ai-agent-memory-with-markdown-and-sqlite-no-vector-database-required/