How do you build a pipeline that retrains, validates, and promotes a model automatically (continuous training)?

Automating retraining sounds like a convenience until an auto-retrained model silently ships worse. The gates are the whole point. Here is how to automate retraining without automating a regression into production.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.