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MECHIRON is a cutting-edge AI model designed to optimize information retrieval and contextual understanding by leveraging both Retrieval-Augmented Generation (RAG) and Fine-tuning techniques. This hybrid approach enhances accuracy, usability, and robustness while reducing hallucinations commonly associated with generative models. Rather than choosing between RAG and Fine-tuning, MECHIRON integrates both, ensuring the system benefits from the adaptability of RAG and the domain expertise of fine-tuned models.