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While the process of building AI models has become increasingly efficient, the real challenge lies in operationalizing them — deploying models into production and ensuring they consistently deliver measurable value. Traditional DevOps methods often fall short in addressing the complex, evolving nature of AI systems. That's why we have to search beyond its horizon - and there we can find the MLOps concepts.