This mirrors my experience:

- Store session turns in an sqlite-vec

- Provide the agent with an mcp to search the vec-db

- Let the agent write notes in md files along with an index / frontmatter

Along with the commit history, the vec-db gives the agent long-term memory. The notes allow the user to correct accumulation of false lessons.

Simpler but better.