feat: 增强知识库索引与设置页面模块化拆分

扩展知识库索引任务和 RAG 检索支持增量入库和文档去重，优
化本体检测和规则匹配精度，前端设置页面拆分为 LLM、邮件
和 Hermes 员工同步子面板并重构样式，新增日志详情组件和
知识入库日志模型，补充单元测试覆盖。

server/tests/test_user_agent_service.py

@@ -540,7 +540,11 @@ def test_user_agent_asks_for_type_when_trip_context_is_ambiguous() -> None:
             "交通费",
             "住宿费",
             "业务招待费",
-            "办公费",
+            "会务费",
+            "办公用品费",
+            "培训费",
+            "通讯费",
+            "福利费",
             "其他费用",
         ]
         assert response.suggested_actions[0].payload["original_message"] == message
@@ -729,6 +733,9 @@ def test_user_agent_keeps_taxi_ticket_for_customer_dropoff_as_transport_expense(
         assert "业务招待费" not in response.review_payload.intent_summary
         assert "客户名称" not in response.review_payload.missing_slots
         assert "参与人员" not in response.review_payload.missing_slots
+        edit_field_keys = {item.key for item in response.review_payload.edit_fields}
+        assert "merchant_name" not in edit_field_keys
+        assert "participants" not in edit_field_keys
 
 
 def test_user_agent_keeps_travel_range_when_user_adds_receipts_after_text_context() -> None:
@@ -1000,6 +1007,9 @@ def test_user_agent_transport_flow_infers_reason_and_does_not_require_location_o
 
         assert response.review_payload is not None
         slot_map = {item.key: item for item in response.review_payload.slot_cards}
+        document_card = response.review_payload.document_cards[0]
+        assert document_card.scene_label == "出租车/网约车票据"
+        assert document_card.suggested_expense_type == "transport"
         assert slot_map["reason"].value == "交通出行"
         assert slot_map["reason"].status == "inferred"
         assert "酒店/商户" not in response.review_payload.missing_slots
@@ -1189,8 +1199,15 @@ def test_user_agent_document_service_normalizes_ocr_fields_and_scene() -> None:
     assert fields["列车出发时间"] == "2026-03-04"
     assert "商户/酒店" not in fields
     assert document_service.extract_amount_text_from_value("滴滴出行 支付金额 1 元，实付 13.4 元，订单号 12345678") == "13.40元"
+    taxi_classified = document_service.classify_document({"filename": "行程单_的士票.jpg", "summary": "的士 车费 48 元"})
+    assert taxi_classified["document_type"] == "taxi_receipt"
+    assert taxi_classified["expense_type"] == "transport"
+    assert taxi_classified["scene_label"] == "出租车/网约车票据"
+    ship_classified = document_service.classify_document({"filename": "轮船票.jpg", "summary": "轮船 船票 金额 180 元"})
+    assert ship_classified["document_type"] == "ship_ticket"
+    assert ship_classified["scene_label"] == "轮船票"
     assert classified["document_type"] == "meal_receipt"
-    assert classified["expense_type"] == "entertainment"
+    assert classified["expense_type"] == "meal"
     assert document_service.infer_expense_type_from_documents(
         [{"filename": "客户餐饮发票.jpg", "summary": "餐饮发票 客户招待 金额 320 元"}],
         expense_type_code="entertainment",
@@ -1262,11 +1279,13 @@ def test_user_agent_builds_review_payload_for_multi_document_expense_flow() -> N
         assert response.review_payload is not None
         assert len(response.review_payload.document_cards) == 2
         assert len(response.review_payload.claim_groups) == 2
-        assert response.review_payload.missing_slots == ["参与人员"]
+        assert response.review_payload.missing_slots == ["参与人员", "酒店的报销票据待上传（必须）"]
         assert [item.action_type for item in response.review_payload.confirmation_actions] == [
             "save_draft",
         ]
-        assert any(item.scene_label == "业务招待费" for item in response.review_payload.document_cards)
+        assert any(item.scene_label == "餐饮发票" for item in response.review_payload.document_cards)
+        assert all(item.scene_label != "业务招待费" for item in response.review_payload.document_cards)
+        assert any(item.scene_label == "业务招待费" for item in response.review_payload.claim_groups)
         assert f"时间：{yesterday}" in response.review_payload.intent_summary
         slot_map = {item.key: item for item in response.review_payload.slot_cards}
         assert slot_map["time_range"].value == yesterday
@@ -1899,7 +1918,58 @@ def test_user_agent_review_payload_prechecks_taxi_amount_against_rule_standard()
         assert "单笔交通金额" in combined
         assert "报销场景提交与附件标准" in combined
         assert amount_brief.level == "high"
-        assert any(item.title == "附件金额测算结果" for item in response.review_payload.risk_briefs)
+        measurement = next(item for item in response.review_payload.risk_briefs if item.title == "附件金额测算异常")
+        assert measurement.level == "warning"
+        assert "超出标准" in measurement.detail
+
+
+def test_user_agent_review_payload_does_not_mark_compliant_taxi_amount_as_low_risk() -> None:
+    session_factory = build_session_factory()
+    with session_factory() as db:
+        query = "我上传一张的士票59.10元，帮我生成交通费报销草稿"
+        context = {
+            "name": "张三",
+            "attachment_names": ["的士1.jpg"],
+            "attachment_count": 1,
+            "ocr_documents": [
+                {
+                    "filename": "的士1.jpg",
+                    "document_type": "taxi_receipt",
+                    "summary": "出租车/网约车票据 支付金额 59.10 元",
+                    "text": "的士 车费 59.10 元",
+                    "avg_score": 0.95,
+                    "document_fields": [
+                        {"key": "amount", "label": "支付金额", "value": "59.10"},
+                    ],
+                    "warnings": [],
+                }
+            ],
+        }
+        ontology = SemanticOntologyService(db).parse(
+            OntologyParseRequest(
+                query=query,
+                user_id="pytest-taxi-pass@example.com",
+                context_json=context,
+            )
+        )
+
+        response = UserAgentService(db).respond(
+            UserAgentRequest(
+                run_id=ontology.run_id,
+                user_id="pytest-taxi-pass@example.com",
+                message=query,
+                ontology=ontology,
+                context_json=context,
+                tool_payload={"draft_only": True},
+            )
+        )
+
+        assert response.review_payload is not None
+        risk_titles = [item.title for item in response.review_payload.risk_briefs]
+        risk_details = "\n".join(item.detail for item in response.review_payload.risk_briefs)
+        assert "附件金额测算结果" not in risk_titles
+        assert "附件金额测算异常" not in risk_titles
+        assert "测算通过" not in risk_details
 
 
 def test_user_agent_review_payload_uses_finance_spreadsheet_hotel_amount_standard() -> None:
@@ -2067,8 +2137,9 @@ def test_user_agent_review_payload_uses_finance_spreadsheet_meal_allowance_stand
         assert "直辖市/特区" in combined
         assert "公司差旅费报销规则" in combined
         assert meal_brief.level == "high"
-        measurement = next(item for item in response.review_payload.risk_briefs if item.title == "附件金额测算结果")
+        measurement = next(item for item in response.review_payload.risk_briefs if item.title == "附件金额测算异常")
         assert "伙食补助标准 65.00" in measurement.detail
+        assert "超出标准" in measurement.detail
 
 
 def test_user_agent_filters_deprecated_review_risk_briefs() -> None: