A Retrieval-Augmented Generation (RAG)-based AI agent for call centers with speech-to-speech interaction using Whisper, FAISS, HuggingFace LLMs, and Coqui TTS. The system enables users to speak naturally and receive context-aware voice responses grounded in custom knowledge bases.