Healthcare delivery and biomedical informatics are undergoing an architectural paradigm shift. The historical paradigm of conversational software in healthcare—dominated by rule-based, scripted decision trees and stateless conversational wrappers—is being superseded by agentic artificial intelligence (AI). Earlier iterations of healthcare chatbots functioned primarily as rigid digital directories, constrained by hardcoded deterministic pathways, static symptom-checking logic,