shadow mode

Offline wins don't justify big-bang swaps, models fail in ways staging never shows. The shadow → canary → ramp playbook, what to compare at each stage, and the rollback discipline that keeps customer trust.

They answer different questions, and mixing them up costs you the round: one tests your engineering, the other tests your model's business impact. What each can and cannot catch, and the order a strong candidate always runs them in.