video1.0<iframe src="https://www.loom.com/embed/dd1f03210c534eb6830ec9154e61fb4b" frameborder="0" width="1166" height="874" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>8741166Loomhttps://www.loom.com8741166https://cdn.loom.com/sessions/thumbnails/dd1f03210c534eb6830ec9154e61fb4b-8039b4e0cb79cb1e.gif148.022We picked up where we left off, and confirmed all five tests passed. I explained the engineering details, that Listener works, input validation is correct, acoustic reference behavior works as intended, and workflow change generation behaves properly. Next I walked through the logs, where every recommendation is recorded with user reference, confidence, number of candidates, and any warnings. This makes the system auditable and lets you trace why each recommendation was given. No specific action was requested from viewers in this segment.