In Part 1, we built a Foundry agent with long-term memory that could remember user preferences, roles, and context across sessions without any custom embedding pipelines. If you haven’t read that post, start there. This one builds directly on top of that code. Memory alone is useful. It just doesn’t go very far on its own. Knowing a user prefers bullet-point summaries or works in finance is helpful context, but it doesn’t change what the…