feat: 集成Hermes智能体系统，增强聊天和差旅报销功能

server/tests/test_ontology_service.py

@@ -258,19 +258,57 @@ def test_semantic_ontology_service_extracts_entities_time_and_constraints() -> N
         assert result.intent == "query"
         assert result.time_range.start_date == "2026-04-01"
         assert result.time_range.end_date == "2026-04-30"
-        assert any(
-            item.type == "employee" and item.normalized_value == "张三"
-            for item in result.entities
+
+
+def test_semantic_ontology_service_treats_travel_amount_question_as_knowledge_query() -> None:
+    session_factory = build_session_factory()
+    with session_factory() as db:
+        result = SemanticOntologyService(db).parse(
+            OntologyParseRequest(
+                query="我要去武汉出差3天，请问我一共可以报销多少费用？",
+                user_id="pytest",
+                context_json={
+                    "role_codes": ["employee"],
+                    "name": "曹笑竹",
+                    "grade": "P3",
+                    "session_type": "knowledge",
+                },
+            )
         )
-        assert any(
-            item.type == "expense_type" and item.normalized_value == "travel"
-            for item in result.entities
-        )
-        assert any(
-            item.field == "amount" and item.operator == ">" and item.value == 5000
-            for item in result.constraints
+
+        assert result.scenario == "knowledge"
+        assert result.intent == "query"
+        assert result.clarification_required is False
+        assert result.clarification_question is None
+        assert result.missing_slots == []
+
+
+def test_semantic_ontology_service_keeps_travel_amount_follow_up_in_knowledge_query() -> None:
+    session_factory = build_session_factory()
+    with session_factory() as db:
+        result = SemanticOntologyService(db).parse(
+            OntologyParseRequest(
+                query="那P4员工可以报销多少钱？",
+                user_id="pytest",
+                context_json={
+                    "role_codes": ["employee"],
+                    "name": "曹笑竹",
+                    "grade": "P3",
+                    "session_type": "knowledge",
+                    "conversation_history": [
+                        {
+                            "role": "user",
+                            "content": "我要去武汉出差3天，请问我一共可以报销多少费用？",
+                        }
+                    ],
+                },
+            )
         )
 
+        assert result.scenario == "knowledge"
+        assert result.intent == "query"
+        assert result.clarification_required is False
+
 
 def test_semantic_ontology_service_prefers_expense_for_customer_entertainment_narrative() -> None:
     session_factory = build_session_factory()