Had a nightly job overwrite yesterday’s training run by accident. Fix was simple: every scheduled run now writes to a path with `{theme_words}-{date}` such as underwater-water-walker-202507241832 ... No more clobbering, no more guessing what ran last. The extra storage is worth the audit trail. [[ML]] [[Serendipity]]