If this sounds like your week
Media libraries punish naive pattern templates.
Tags, containers, and timestamps disagree across sources. bulk renamer for podcast audio files.
Where tooling usually breaks
Assume heterogeneous sources until proven otherwise.
Normalize with cohort tests—then scale.