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three key capabilities: Distributed Processing: Able to efficiently parallelize large scale data processing across multiple nodes Heterogeneous Resource Management: Capable of managing diverse resources, like GPU and CPU, ensuring workloads are scheduled on the most efficient hardware High Dev