""" Utility functions for CRM environment. """ from typing import Dict, Any, List def format_entity(entity: Dict[str, Any]) -> str: """ Format entity for display. Args: entity: Entity dict Returns: Formatted string """ return str(entity) def extract_customer_ids(entities: List[Dict[str, Any]]) -> List[str]: """ Extract customer IDs from entities. Args: entities: List of entity dicts Returns: List of customer IDs """ ids = [] for entity in entities: if "customer_id" in entity: ids.append(entity["customer_id"]) return list(set(ids)) def extract_field_values(entities: List[Dict[str, Any]], field: str) -> List[Any]: """ Extract field values from entities. Args: entities: List of entity dicts field: Field name Returns: List of values """ values = [] for entity in entities: if field in entity: values.append(entity[field]) return list(set(values)) def validate_action_schema(action: Dict[str, Any]) -> bool: """ Validate action schema. Args: action: Action dict Returns: True if valid """ if "tool" not in action or "arguments" not in action: return False if not isinstance(action["tool"], str): return False if not isinstance(action["arguments"], dict): return False return True