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We have developed a conversational AI solution that combines RASA with a large language model (LLM). This technology has been applied across multiple use cases, including AI-driven NPCs integrated into public institution web platforms and offline kiosks, AI assistants that provide civil service guidance, and AI-powered tutors. Additionally, we have independently created an AI-based virtual interview solution.