feat: 集成Hermes智能体系统，增强聊天和差旅报销功能

server/tests/test_llm_wiki_service.py

@@ -662,3 +662,52 @@ def test_llm_wiki_sync_endpoint_records_agent_run(monkeypatch) -> None:
         assert latest_run.tool_calls[0].tool_name == "system_hermes_llm_wiki_sync"
         assert latest_run.tool_calls[0].status == "succeeded"
         assert latest_run.route_json["sync_run_id"] == "wiki_test_sync"
+
+
+def test_llm_wiki_callback_finalizes_one_whole_document_result(tmp_path) -> None:
+    document_id = upload_policy_document(tmp_path)
+
+    with build_session() as db:
+        run = AgentRunService(db).create_run(
+            agent="hermes",
+            source=AgentRunSource.SCHEDULE.value,
+            user_id="admin",
+            route_json={
+                "job_type": "llm_wiki_sync",
+                "folder": "报销制度",
+                "requested_document_ids": [document_id],
+                "requested_by_username": "admin",
+                "requested_by_name": "管理员",
+            },
+        )
+        service = LlmWikiService(db, storage_root=tmp_path)
+        candidate_payload = build_candidate_payload(f"{document_id}-document")
+        result = service.finalize_agent_batch_callback(
+            agent_run_id=run.run_id,
+            payload={
+                "ok": True,
+                "summary": "Hermes 已完成整文档归纳。",
+                "folder": "报销制度",
+                "documents": [
+                    {
+                        "document_id": document_id,
+                        "knowledge_summary_markdown": "# Hermes 整文档归纳结果",
+                        **candidate_payload,
+                    }
+                ],
+            },
+        )
+
+        detail = service.get_document_detail(document_id)
+
+    assert result.document_count == 1
+    assert result.knowledge_candidate_count == 1
+    assert result.rule_candidate_count == 1
+    assert detail.chunk_count == 1
+    assert len(detail.chunks) == 1
+    assert detail.chunks[0].chunk_id == f"{document_id}-document"
+    assert detail.knowledge_summary_markdown == "# Hermes 整文档归纳结果"
+    assert detail.quality_status == "formal"
+
+    knowledge_detail = KnowledgeService(storage_root=tmp_path).get_document_detail(document_id)
+    assert knowledge_detail.stateCode == KNOWLEDGE_INGEST_STATUS_INGESTED