To make eval look real, someone copied production Q&A into the set. Debug then dumped the full log into a shared group. The pack often says pour it all into the lake and classify later for model work. One lake, and fine-tune can see the eval items. Eval then samples the same bucket. You test yourself. The score looks better. Production still answers the expired 30-second default.