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Distributed Task Scheduler is a scalable and reliable task execution system built with Go and gRPC. It consists of three services: the Scheduler stores and schedules Python script tasks in PostgreSQL, the Coordinator polls for pending tasks, dispatches them to Workers, and updates their results, while Workers execute the scripts and return outputs.