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Execute development tasks with skeleton-first approach and layered TDD. Includes optional adversarial verification (code quality + test completeness review). Use when users start working on a task (T-XX), need development guidance, or implement features/bugfixes. Triggers on keywords like "execute task", "start T-XX", "implement", "develop", "开发任务", "执行任务", "对抗式验证", "--review".