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Sprint Planner automates the transition from project design to execution by converting approved specifications into trackable GitHub work items. It analyzes project board backlogs, retrieves task lists from specification files, and programmatically generates milestones and issues that maintain clear traceability to parent epics. By streamlining the administrative overhead of sprint initialization, it allows development teams to focus on implementation while ensuring project management metadata remains consistent and complete.