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   CrewAI Sequential Agent Pipeline                    │\n│                                                                  │\n│  ┌─────────────────────────┐                                    │\n│  │  Policy Retriever Agent          │                            │\n│  │  RAG over payer LCD/NCD docs     │                            │\n│  │  vector search · rerank · compress│                            │\n│  └────────────┬────────────┘                                    │\n│               │ criteria list                                      │\n│               ▼                                                   │\n│  ┌─────────────────────────┐                                    │\n│  │  Criteria Matcher Agent          │                            │\n│  │  clinical notes vs. policy       │                            │\n│  │  met/not-met checklist + gaps    │                            │\n│  └────────────┬────────────┘                                    │\n│               │ match results + gaps                               │\n│               ▼                                                   │\n│  ┌─────────────────────────┐                                    │\n│  │  Decision Summarizer Agent       │                            │\n│  │  justification narrative draft   │                            │\n│  │  denial risk code flagging       │                            │\n│  │  Approve / Deny / Pend output    │                            │\n│  └────────────┬────────────┘                                    │\n│               │                                                   │\n│        "},{"kind":"example","language":"text","snippet":"prior-auth-research-agent/\n├── app.py                          # Streamlit UI for interactive request submission\n├── main.py                         # CrewAI crew definition and kickoff entry point\n├── requirements.txt\n├── .env.example\n│\n├── audit/\n│   ├── models.py                   # PriorAuthAuditEvent model (10 event types)\n│   ├── logger.py                   # Append-only asyncpg writer — never raises\n│   ├── queries.py                  # Denial risk summary, payer approval rates, CPT volume\n│   └── migrations/\n│       └── 001_create_prior_auth_audit_log.sql\n│\n└── tests/\n    └── test_audit.py"}]}}