app_code = r”’ import os, json, uuid import streamlit as st from typing import TypedDict, List, Dict, Any, Optional from pydantic import BaseModel, Field from openai import OpenAI from langgraph.graph …
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HumanintheLoop
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How to Build a Secure, Autonomous Pre-Authorization Agent for Healthcare Revenue Cycle Management with Human-in-the-Loop Control
def _now_iso() -> str: return datetime.utcnow().replace(microsecond=0).isoformat() + “Z” def _stable_id(prefix: str, seed: str) -> str: h = hashlib.sha256(seed.encode(“utf-8″)).hexdigest()(:10) return f”{prefix}_{h}” class MockEHR: def __init__(self): self.orders_queue: List(SurgeryOrder) = () self.patient_docs: Dict(str, …