Peer Review(code walkthrough) does not work well for me

1. I do not have enough understanding/appreciate the implemention.
(to have the sort of appreciation, i will be doing it together)
2. It does not leave you to be desirably responsible for the implemention

In conclusion, it becomes another routine to just "walk" through.