import sys def generate_recommendation( risk_score, region, recent_incidents=None, weather_alert=None, intent=None, origin=None, destination=None ): if origin and destination: region_str = f"{origin} to {destination}" else: region_str = region if risk_score >= 0.8: level = "High risk" message = ( f"{level} detected for {region_str}! Recent incidents or delays increase disruption probability. " "Immediate mitigation advised—consider rerouting, switching suppliers, or delaying shipment." ) action = "reroute/switch_supplier/delay" elif risk_score >= 0.6: level = "Elevated risk" message = ( f"{level} in {region_str}. Monitor closely and prioritize more reliable suppliers and routes." ) action = "monitor_prioritize" elif risk_score >= 0.3: level = "Moderate risk" message = ( f"{level} for {region_str}. Standard operations are feasible, but stay alert for escalating risks." ) action = "continue_monitor" else: level = "Low risk" message = f"{level} for {region_str}. Proceed with routine operations." action = "proceed" if weather_alert: message += f"\nWeather Alert: {weather_alert}" if recent_incidents: message += f"\nRecent incidents: {', '.join(recent_incidents[:3])}" if recent_incidents and risk_score >= 0.8: message += "\nSupply chain disruption likely due to recent incidents. Take immediate action to mitigate risk." if intent == "mitigation_help" and risk_score >= 0.5: message += "\nWould you like to view alternate routes or suppliers for mitigation?" return { "message": message, "action": action, "risk_score": risk_score, "region": region_str } if __name__ == "__main__": main()