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“Next, we create specialized Extraction Agents. Notice the configuration: we map our taxonomy labels directly to these agents so they know exactly what to look for. To ensure this isn't just a 'chatbot' interaction, we enable Structured Output. This forces the agent to return data in a clean, Json-like format that fits our entity perfectly.”