If you keep handing work to coding agents and they keep giving you back something broken, the fastest fix is usually to give the agent something to read. Screenshots confuse agents on anything complex, because there is a server and a database and a front end, and the agent ends up guessing at which one failed. So add a logging system. Log the timing from when a user clicks to when the page actually finishes rendering, not just the API call. Log the round trips between your database and your front end. Then build a way to export a log bundle, so you can freeze the exact moment the bug happened and hand that state to the agent. When your agents are testing while you are asleep, they can export that same bundle. Now they have the artifact they need to actually verify a fix instead of guessing at one. This is what we were doing at Apple long before AI. You would basically just grep for your error keywords. The agents have seen thousands of examples of this in their training, so once you have it, they already know what to do with it. This came out of the first AI Builder Room this week. Try it and tell me what happens.

Sorry it took me so long and ive been a little quiet in the live streams / discord i been super busy joining so i can assist people who need it @Ray Fernando keep up the amazing work.