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This article reviews the recent developments in Large Language Models (LLM) and Multimodal Large Language Models (MLLM) and their potential applications. It discusses the advances in deep and generative neural networks and transformers, the possibility of creating Artificial General Intelligence (AGI), and the social and ethical aspects of their development and application. It also outlines the main achievements and opportunities, as well as threats and potential development outlook.