very that's typically too late in the game. Now, anytime you try to change a thing that is running in production in order to improve the performance of it, you have to be very, very careful. So, you want that to shift left. You want that reactive path to be your initial guide to build that initial catalog. And as your pattern catalog grows, you want to move closer and closer to the proactive path where uh as a human or a coding agent authors new code uh the the reviewer agent could actually look up that catalog and provide an inline uh comment uh by understanding the code change and ensure and providing a suggestion that hey, based on the pattern catalog and the observed uh profiling data that I have, I feel confident that this uh is an anti-pattern to introduce. Can you uh rewrite this code? That could be a a review comment that a reviewer agent could be uh providing.