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Agent Workflow Designer is a comprehensive expert system that translates complex business problems into structured agentic solutions. Grounded in frameworks validated at Meta, it provides a 9-step building process and an 8-layer architecture model to help users design everything from simple task-specific agents to complex multi-agent orchestrations. This skill is essential for developers and product managers who need to integrate tools via MCP, manage agent memory, define clear input/output schemas, and implement robust reasoning patterns while avoiding common pitfalls like scope creep and tool overload.