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This skill equips Claude with the expertise of an agent architect to design, implement, and refine autonomous AI systems using industry-standard patterns like ReAct and Plan-Execute. It prioritizes system reliability by addressing the compounding error rates inherent in multi-step processes, offering specific guidance on goal decomposition, self-reflection, and the implementation of essential guardrails. By focusing on earning autonomy through proven reliability rather than unbounded capability, this skill helps developers move from fragile AI demos to robust production agents.