""" Question intent tracker for semantic question deduplication. """ from typing import Optional, List, Dict, Any from app.services.contextual_normalizer import detect_previous_question_intent def get_last_ai_intent(conversation_history: List[Dict[str, Any]]) -> Optional[str]: """ Returns the intent code of the last AI message in conversation history. """ if not conversation_history: return None last_ai_msg = None for turn in reversed(conversation_history): if turn.get("role") in ["assistant", "ai"]: last_ai_msg = turn.get("message") or turn.get("content") break if last_ai_msg: return detect_previous_question_intent(last_ai_msg) return None