Comet ML

Comet tracks experiments, manages a model registry, and monitors models in production, integrating with the ML frameworks teams already use to log metrics, hyperparameters, and artifacts. It's mostly there to solve the reproducibility problem — being able to actually answer 'which run produced this model and what changed since then' months later.