Beyond the Mirror: AI Twins for Personalized Interaction Using Large Language Models

Author(s): Suvojit Hore, Somya Rai, Tarun Mishra, Biprarshi Debnath

AI Twins represent the next frontier in human-computer interaction, enabling lifelike digital avatars capable of real-time communication through advanced AI-driven speech synthesis, expressions, and contextual understanding. This paper presents two distinct implementations: a closed-source pipeline leveraging Synthesia, Heygen, Simli and Eleven Labs for high-performance video generation and speech synthesis and an open-source alternative utilizing Nvidia Riva for speech-to-text (STT) and text-to-speech (TTS), Nemotron LLM for natural language understanding and Wav2Lip and Sadtalker for audio-video lip-sync. Both systems integrate Retrieval-Augmented Generation (RAG) to enhance domain-specific intelligence and AI Agents to manage complex conversations. These systems achieve unprecedented realism and contextual relevance by integrating accurate lip-sync, speech recognition, large language models, and video synthesis. This expands the capabilities of virtual communication into applications such as personalized education, interactive training, intelligent customer support, and virtual companionship.

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