Does AI memory make context feel too generic?

I keep seeing tools lean harder into “remembering” your team’s work, and I’m not sure that memory is always a win. It feels useful right up until the output starts sounding like it could belong to any project.

Has anyone found a point where persistent AI context starts washing out the details you actually needed?