The integration of deterministic protocol-specified chatbots with generative AI bridges the gap between precise, protocol-driven logic and conversational flexibility. This paper introduces MachineQuizzing, a chatbot designed to enhance learning in machine learning through gamified quizzes and real-time explanations. Leveraging platforms like Dialogflow for structured logic and Gemini for generative capabilities, the chatbot demonstrates how the integration of these technologies can enhance conversational experience.
Hasmik Yengibaryan, David Akopian, "Integration of Protocol-driven Chatbots with Generative AI and a Case Study" in Electronic Imaging, 2025, pp 319-1 - 319-6, https://doi.org/10.2352/EI.2025.37.3.MOBMU-319