graph TD A[Data Input] --> B[Prepare Data Silo] B --> C[Gather Top 5 Listings] B --> D[Get Category Name] B --> E[Get Date Analyzed] B --> F[Get JSON Schema Instructions] C & D & E & F --> G[JSON Construction Silo] G --> H[Run LLM Skill #223] H --> I[Format Data to JSON Schema] I --> J[Validate JSON Structure] J --> K[Output Delivery Silo] K --> L[Store JSON in Memory] L --> M[Return JSON to Next Agent] J --> N{JSON Valid?} N -->|Yes| K N -->|No| G