logger.debug("[RAG] Starting chat request. sessionId={}, userId={}, userMessage={}", sessionId, userId, userMessage);
        }

        final ChatSession session = chatSessionManager.getOrCreateSession(sessionId, userId);
        // Extract history snapshot before adding current user message to avoid duplication
        final List<LlmMessage> history = extractHistory(session);