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│\n     CRITICAL flag    │            │ only MINOR flags (or none)\n     AND retries left  │            │ OR retries exhausted\n                     ▼            ▼\n              back to Researcher  ┌─────────┐\n                                  │ Writer  │──▶ confidence-labeled final report\n                                  └─────────┘\n                                       │\n                                       ▼\n                                      END"},{"kind":"example","language":"text","snippet":"multi-agent-market-intel/\n├── agents/              # The 4 CrewAI agent definitions\n│   ├── researcher.py\n│   ├── analyst.py\n│   ├── fact_checker.py\n│   └── writer.py\n├── graph/                # LangGraph state machine\n│   ├── state.py          # Shared state shape (TypedDict)\n│   ├── nodes.py           # Each agent wrapped as a graph node\n│   ├── build_graph.py     # Graph assembly, edges, conditional routing\n│   └── run_pipeline.py    # Entry point — runs the full pipeline\n├── mcp_servers/          # Custom MCP server + client for web search\n│   ├── search_server.py\n│   └── mcp_search_tool.py\n├── k8s/\n│   └── cronjob.yaml       # Kubernetes CronJob deployment\n├── Dockerfile\n├── requirements.txt\n└── test_keys.py           # Standalone script to verify all API keys"}]}}