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A novel training methodology called RAGEN, developed by researchers including former DeepSeeker personnel, aims to enhance the reliability and autonomy of AI agents. RAGEN marks a conceptual leap forward in AI development, enabling more robust reasoning and potentially leading to agents capable of independent operation and sound decision-making in intricate environments. This advancement promises to usher in a new era of AI systems that can navigate complexity with greater confidence.