Wall clock decay punishing vacation is a issue. The current state of a clock decay is for simplicity but I do see how a session based decay might be helpful.

For failures and strategies it still might work as env drift on calendar anyhow (new version upgrade etc.). But for user preferences it does not.

I agree spatial memory tracking folder visits and session context as retrieval signal would be stronger I agree to that will try to incorporate !