If you can't rerun it, you didn't finish it.

A training run that produced a good result once but can't be repeated is a story, not a result.

Data version, code version, configuration, and random seeds all shape what comes out.

Recording them turns a lucky run into something a teammate can verify, extend, or debug months later.

Reproducibility is what makes an experiment usable by anyone other than the person who ran it.