Knowledge-based engineering combines rules, domain expertise, and algorithms to automate complex design or configuration tasks, historically in engineering but increasingly in digital workflows.​ Healthcare leaders may encounter this in pathway design, protocol configuration, or device setup but may not realise how underlying assumptions and rule sets affect safety and adaptability.