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The implementing-from-task skill is a robust workflow orchestrator designed to bridge the gap between project requirements and implementation. It guides Claude through a structured four-phase process: analyzing PRDs for service-specific impact, parsing Jira or project task IDs, generating mandatory technical documentation (specs, plans, and task lists), and finally executing code changes. By enforcing strict human-in-the-loop checkpoints and intelligent dependency analysis, it ensures that AI-driven development remains accurate, follows architectural guidelines, and integrates seamlessly with existing microservices and Git workflows.