Both of these problems could feasibly be solved by user input. If you had the ability to set rules for your personal experience, problems like that would only last as long as it takes the user to manually correct.

Like, "Ai, I bought groceries for a party on March 5th. Don't use that bill to predict what I need" or "stop recommending butter that isn't this specific brand"