diff --git a/.vscode/settings.json b/.vscode/settings.json
index c9ef5af..d558379 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -19,6 +19,7 @@
     "langchain",
     "langfuse",
     "metas",
+    "michat",
     "mina",
     "mindnote",
     "openai",
diff --git a/assets/chatHistory.json b/assets/chatHistory.json
new file mode 100644
index 0000000..04eba29
--- /dev/null
+++ b/assets/chatHistory.json
@@ -0,0 +1,1237 @@
+[
+  {
+    "body": {
+      "content": "{\"text\":\"<p>感觉真的应该出个官方版的，流量浪费了</p><p>最近想了个逻辑，和雷总说，我们可以用你的公开记忆数据的数字人换小米用户的记忆数据</p>\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728816421121",
+    "deleted": false,
+    "message_id": "om_b8e49fb4d518705afe2d7d1354a2c6a8",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728816476510",
+    "updated": true
+  },
+  {
+    "body": { "content": "{\"text\":\"进一步的为每个人做一个数字分身\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728816456421",
+    "deleted": false,
+    "message_id": "om_8b19c4c8ec92cd931c820660cd55a034",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728816456421",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"AI 时代的小米数据飞轮就转动起来了\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728816498465",
+    "deleted": false,
+    "message_id": "om_c0757bd3dbf0cbe69651df46fabe8013",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728816498465",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"人车家，人是中心\\n谁掌握更多人的数据、挖掘好人的数据价值，就有更多商业价值\\nAI 时代，新的大语言计算范式诞生后，会拉动更多数据参与计算，预测人的数据化程度和参与大模型计算的程度会进一步大幅提升。\\n\\n在这个新趋势下，哪个公司会获得这波数据计算的红利，最后掌握最多的数据、以这些数据为生产资料做产品服务消费者？以及这些公司可能的路径是什么？\\n成为关键问题\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728822284760",
+    "deleted": false,
+    "message_id": "om_a9b230ebffed6a026b700e6d63269e62",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728822284760",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"写点备忘\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728822291570",
+    "deleted": false,
+    "message_id": "om_e3c869718472ca9edf02ffb3e4417bc6",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728822291570",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"我已经把群当记事本了[笑哭]\\nmi chat 飞书版能不能把我在 ai 应用和这个群的所有数据，相关上下文数据获取出来\\n\\n进一步的数据分类，把上面这些思考的东西和项目的、任务性的区分开\\n\\n就是我的工作回忆录了\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728822467916",
+    "deleted": false,
+    "message_id": "om_0a8b2d37a7d0dd20ba13e5b99949c335",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728822467916",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"image_key\":\"img_v2_62fd5c6e-dbf6-405f-b1cd-06eaa046678l\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728822598276",
+    "deleted": false,
+    "message_id": "om_6002bef6337eee97a47e4f950d261d2d",
+    "msg_type": "image",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728822598276",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"参考微信上这个广告\\n\\n把自己的小米经历写成一本书，5 分钟 0 基础\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728822661591",
+    "deleted": false,
+    "message_id": "om_06afee4add4f721c9b64095bb121a03c",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728822661591",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"https://mp.weixin.qq.com/s/W0TjU-svytY17Cg_F8PaSw\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728864770487",
+    "deleted": false,
+    "message_id": "om_ef9262aa9cbf0a7bebfc4587a313e78d",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728864770487",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"@_user_1 不以公司的身份去做，以个人的身份做+和公关沟通默契后，不举报下线我们就行\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728868839974",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_91c74f39a87414e2b568a3783283098a",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "张鹏",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_87038caee841ca8163c5cbca4eddc8bc",
+    "msg_type": "text",
+    "parent_id": "om_b8e49fb4d518705afe2d7d1354a2c6a8",
+    "root_id": "om_b8e49fb4d518705afe2d7d1354a2c6a8",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728868839974",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"这样所有人压力都小\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728868852773",
+    "deleted": false,
+    "message_id": "om_628b67aeaed8a4c89eb30e0f34f2b105",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728868852773",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"我想一下这个路径\\n\\n发个 app 就叫 AI 导师\\n可以把雷总和巴菲特、芒格、李光耀等导师放一起\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728869209135",
+    "deleted": false,
+    "message_id": "om_c49ac8627a3b4bd65820e426a30d92c0",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728869209135",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"谁来告，就下架谁\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728869290903",
+    "deleted": false,
+    "message_id": "om_b19d6b25eac961cd40618454f0f2d1c7",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728869290903",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"https://xiaomi.f.mioffice.cn/file/boxk4dxwdMtvcVF8cr5TL3o870f\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728876382771",
+    "deleted": false,
+    "message_id": "om_806ca54e214b92b20e1c0a0d3ca6449f",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_784cee74cac253716abcb10703e03bde",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728876382771",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"@_user_1 @_user_2 \\n光哥，可以体会下~~  嗯，上次提到的deepseekV2.5，我们试了试，效果更好，但是Token生成速度(TPS）太慢了，不适合当前Mi Chat的场景[送心]     \\n后续我们看下如何优化（通过模型量化、推理加速的手段来提速），再考虑使用呀\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728876474496",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_d36614bcb1524972548232999182b810",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "左建光",
+        "tenant_key": "2ee61fe50f4f1657"
+      },
+      {
+        "id": "ou_04caea5a8f590ba69edaa8e4f6095ba6",
+        "id_type": "open_id",
+        "key": "@_user_2",
+        "name": "张卫",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_247f87a8862fb368da49ee28ad440bb7",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_784cee74cac253716abcb10703e03bde",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728876474496",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"title\":\"\",\"content\":[[{\"tag\":\"text\",\"text\":\"个人感觉这次kimi发布的new功能挺尴尬的  产品体验损失的好严重...这个问题  全流程需要处理50s\",\"style\":[]}],[{\"tag\":\"img\",\"image_key\":\"img_v2_5339ad8f-75dc-4afc-bb70-4466ffaef94l\",\"width\":1152,\"height\":892}],[{\"tag\":\"text\",\"text\":\"不开启探索版的时候大概是20s，和平时的体验差距不大。\",\"style\":[]}],[{\"tag\":\"img\",\"image_key\":\"img_v2_5ba16a9f-0fdf-4ccc-8db1-5eefd83f48el\",\"width\":1204,\"height\":838}],[{\"tag\":\"text\",\"text\":\"问题本身是个简单问题，回答的质量差距不大。\",\"style\":[]}]]}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728879966843",
+    "deleted": false,
+    "message_id": "om_c15c4a7438d8d402539ad5f47f262178",
+    "msg_type": "post",
+    "sender": {
+      "id": "ou_5716d582eff41734a4cd1977e35c1fcf",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728879966843",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"@_user_1 嗯。应该是简单问题，默认不会开启? 需要手动开启探索版，如果我们的问题是复杂的，毕竟更贵、次数有限制?\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728880123960",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_5716d582eff41734a4cd1977e35c1fcf",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "魏柏楠",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_c7ae6df59263827ee56d94eaac2b327b",
+    "msg_type": "text",
+    "parent_id": "om_c15c4a7438d8d402539ad5f47f262178",
+    "root_id": "om_c15c4a7438d8d402539ad5f47f262178",
+    "sender": {
+      "id": "ou_784cee74cac253716abcb10703e03bde",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728880123960",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"用了下，回答的内容确实没有显著的区别。\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728880767310",
+    "deleted": false,
+    "message_id": "om_3b83dbaacbb5c05b8795e8f5aff61231",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728880767310",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"估计是有些类别的问题上会能感受到差别\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728880969383",
+    "deleted": false,
+    "message_id": "om_17e723a65452192395368fb4b4f6bd0c",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728880969383",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"嗯 能差异的部分 核心应该是问出复杂问题[[NotFound]]\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728883368514",
+    "deleted": false,
+    "message_id": "om_2ba65ceb9c536204900f8ffc0f0c857c",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_5716d582eff41734a4cd1977e35c1fcf",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728883368514",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"是的。有没有复杂问题来个案例[笑哭]\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728883517343",
+    "deleted": false,
+    "message_id": "om_49fde302c15d0f236b5e5a2466e4f50c",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728883517343",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"title\":\"\",\"content\":[[{\"tag\":\"img\",\"image_key\":\"img_v2_dc769f51-26fa-4ce6-b6bc-0b745fcdc90l\",\"width\":2325,\"height\":785}],[{\"tag\":\"text\",\"text\":\"复杂问题问不了。。。\",\"style\":[]}]]}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728883620322",
+    "deleted": false,
+    "message_id": "om_12cacaef72ce12ba5fdbde5f35842628",
+    "msg_type": "post",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728883620322",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"这就凸显了AI大模型产品在对比测试上的重要性，不然一次升级连自己都说不清楚哪里提升了哪里降低了\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728883838193",
+    "deleted": false,
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+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728883838193",
+    "updated": false
+  },
+  {
+    "body": { "content": "This message type is currently not supported" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728890678988",
+    "deleted": false,
+    "message_id": "om_a745ce28dc59fca432cef1824deb9ca3",
+    "msg_type": "merge_forward",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728890678988",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"王哲用完去找田春英的文档去了~\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891198883",
+    "deleted": false,
+    "message_id": "om_daf589e83074ce9f7553f0033fbfd4af",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891198883",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"已经开始扩散了\\n模型现在是外部模型，这个是一个风险\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891301260",
+    "deleted": false,
+    "message_id": "om_31b1a9252961791fd1f2fdd3cbb44b7d",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891301260",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"准备好了，可以随时改成内部模型MiLM2.1-13B-Chat。\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891388565",
+    "deleted": false,
+    "message_id": "om_91d6072473f140e96c520b74617e7087",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891388565",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"[捂脸]还是用更好的开源模型吧\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891463179",
+    "deleted": false,
+    "message_id": "om_06c44e23a613a4c063d1fb07c26ee3ca",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891463179",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"@_user_1 光哥，这个效果有做过对比么...建议对比下，而后上线\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891480555",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_d36614bcb1524972548232999182b810",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "左建光",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_9c3572d7919aad42dfdd7452b949c1f6",
+    "msg_type": "text",
+    "parent_id": "om_91d6072473f140e96c520b74617e7087",
+    "root_id": "om_91d6072473f140e96c520b74617e7087",
+    "sender": {
+      "id": "ou_784cee74cac253716abcb10703e03bde",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891480555",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"你看，问题又回到了\\\"AI大模型产品在对比测试上的重要性\\\"\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891568259",
+    "deleted": false,
+    "message_id": "om_dd1ea0ae8f4823e26375184320352aa9",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891568259",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"image_key\":\"img_v2_818ac9ef-9618-4db2-af1c-7c816c62e04l\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891665263",
+    "deleted": false,
+    "message_id": "om_72ea6f5aa94e21b2897ae8011113b5fc",
+    "msg_type": "image",
+    "sender": {
+      "id": "ou_784cee74cac253716abcb10703e03bde",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891665263",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"@_user_1 印象中，中奇做了一个大模型对比平台。 就是对于同一批问题，各个模型回答的效果如何\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891725785",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_d36614bcb1524972548232999182b810",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "左建光",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_7c9265f7f068eb7e5a0f6c63bbb12163",
+    "msg_type": "text",
+    "parent_id": "om_dd1ea0ae8f4823e26375184320352aa9",
+    "root_id": "om_dd1ea0ae8f4823e26375184320352aa9",
+    "sender": {
+      "id": "ou_784cee74cac253716abcb10703e03bde",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891725785",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"关键是没有没有评测好坏的标准\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891736352",
+    "deleted": false,
+    "message_id": "om_7a89cdbbf44527979b2538605648e1ed",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891736352",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"“真值”“预期”是什么\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891750133",
+    "deleted": false,
+    "message_id": "om_19d1c1b3418f7f6df18170e3e1ccdfa7",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891750133",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"额。。。这个一般都是先造一批（ 代表性、典型问题），即提供真值\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891776894",
+    "deleted": false,
+    "message_id": "om_e1f1212c2866f3cd95dace7ce8c22aef",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_784cee74cac253716abcb10703e03bde",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891776894",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"这个是评测的真难点\\n有的话就可以自动化、规模化的评测，而非网页上人工试试\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891789494",
+    "deleted": false,
+    "message_id": "om_bdfc5dd16e2362c06dc11d5daeb4f862",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891789494",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"刚才试了下，周六大会上演示的阿外的问题在MiLM2.1-13B-Chat上都可以回答，没问题。\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891791779",
+    "deleted": false,
+    "message_id": "om_6699788b0a7629024f11561c3fa1306c",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891791779",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"Qwen是不是还是会更好些？\\n还是说这个场景对推理数据的要求高，对模型要求不高\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891843851",
+    "deleted": false,
+    "message_id": "om_3f4dd58009417937eabb4694239848e1",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891843851",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"给栾老师的模型找了个爆款应用的场景\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891900248",
+    "deleted": false,
+    "message_id": "om_4e93ce92f763ccb8f744f8390e12e6b4",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891900248",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"我再问下qingchao，确认下\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728891948184",
+    "deleted": false,
+    "message_id": "om_9278982718627c3013bda2ea0deb9613",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728891948184",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"AI应用带动大模型的销售  如果AI应用都用MiLM是不是就卖爆了[呲牙]\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728892069588",
+    "deleted": false,
+    "message_id": "om_d3d48f35a6aa7b8d06bbf0429ee9dc7f",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_5716d582eff41734a4cd1977e35c1fcf",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728892069588",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"确认了下。目前mify只有MiLM2.1-13B-Chat是我们自己私有部署的，其他都是会把问题传到外部\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728892102557",
+    "deleted": false,
+    "message_id": "om_d8a84dd1f1944717cdb342140de04137",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728892102557",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"我一会在对比下卢鹏和绍辉的\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728892336825",
+    "deleted": false,
+    "message_id": "om_ff3d4a130e41f96e83d16536d8ebcd27",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728892336825",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"<p>试了下卢鹏和绍辉同样的问题，MiLM2.1-13B-Chat的准确性确实要差不少。不过也没有太离谱，差不多是gpt的60%(我拍的)</p>\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728893532451",
+    "deleted": false,
+    "message_id": "om_429d41392912a2bbe85ea3c1cc950c1e",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728893540191",
+    "updated": true
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"可以回答，但是会让体验下降很多。主要是准确性不太好\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728893713274",
+    "deleted": false,
+    "message_id": "om_2862eab5341d92b89b581959f99d4eaa",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728893713274",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"先确保效果\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728893837407",
+    "deleted": false,
+    "message_id": "om_2db3141a1e6c9373c1ee8cd5e602e28c",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728893837407",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"title\":\"\",\"content\":[[{\"tag\":\"img\",\"image_key\":\"img_v2_e6374d3f-75cb-4643-908d-25cf67f90ddl\",\"width\":1503,\"height\":668}],[{\"tag\":\"text\",\"text\":\"欧老师这边弄来三个人\",\"style\":[]}]]}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728894250007",
+    "deleted": false,
+    "message_id": "om_a4739083608c864f60d55a92aa067245",
+    "msg_type": "post",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728894250007",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"田春英我还有点印象，我记得在6期的时候她就在，好像是负责网络的\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728894289474",
+    "deleted": false,
+    "message_id": "om_92830a64d174191a5dbc790d3b2181b4",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728894289474",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"NB了\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728894307749",
+    "deleted": false,
+    "message_id": "om_d286867571d418f38b54272fba99238b",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728894307749",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"初步验证了“只要有收益，大家就自觉的上交数据”\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728894340595",
+    "deleted": false,
+    "message_id": "om_92082c45f9f0695efa3706abf716c41b",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728894340595",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"有一次SAP的戴尔的机器坏了，开了一晚上的会，就是她主持\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728894342307",
+    "deleted": false,
+    "message_id": "om_49791aacbe8e84ff3ad0e1b562310597",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728894342307",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"一会问下她戴尔的机器问题\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728894355994",
+    "deleted": false,
+    "message_id": "om_6c617f2e5b9dcd16b3f3c9e0846171ce",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728894355994",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"建议在mi chat推介中，放几个公司里可以全员可见的文档的对话链接\\n让用户直观看到产品效果\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728895808562",
+    "deleted": false,
+    "message_id": "om_09e448c3a731b882d1f72483b7225181",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728895808562",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"看文档增加一些prompt，但我从用户（特别是小白）视角还是无法直观感受到\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728895871626",
+    "deleted": false,
+    "message_id": "om_e345df3e20f3018e9dd8f23a28a70ffd",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728895871626",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"@_user_1 好的 我补充下不敏感的案例\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728895923499",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_91c74f39a87414e2b568a3783283098a",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "张鹏",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_08ba5e68e85e7d5ac6c49ec839954b44",
+    "msg_type": "text",
+    "parent_id": "om_e345df3e20f3018e9dd8f23a28a70ffd",
+    "root_id": "om_e345df3e20f3018e9dd8f23a28a70ffd",
+    "sender": {
+      "id": "ou_5716d582eff41734a4cd1977e35c1fcf",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728895923499",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"image_key\":\"img_v2_1ad25be6-fc06-4813-a386-521080cfedbl\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728897124190",
+    "deleted": false,
+    "message_id": "om_d4698dd7e9299b109f38c675b6343b4c",
+    "msg_type": "image",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728897124190",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"@_user_1 也同步更新下这里的文档\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728897140185",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_5716d582eff41734a4cd1977e35c1fcf",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "魏柏楠",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_f5dcf57f42b23bbff966132ad148cb79",
+    "msg_type": "text",
+    "parent_id": "om_08ba5e68e85e7d5ac6c49ec839954b44",
+    "root_id": "om_e345df3e20f3018e9dd8f23a28a70ffd",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728897140185",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"image_key\":\"img_v2_4b610d06-3c59-4987-94a2-cf0015a572cl\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728897182189",
+    "deleted": false,
+    "message_id": "om_a58a298fb0cf7f0df0a0ad3c1d860851",
+    "msg_type": "image",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728897182189",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"现在的案例，效果一般：）\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728897222613",
+    "deleted": false,
+    "message_id": "om_a6136f4a13b2e0504c7d8ac4247c3f87",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728897222613",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"这是@_user_1 你自己的周报数据么[奸笑]\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728897264373",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_784cee74cac253716abcb10703e03bde",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "徐函秋",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_f9eb1b76413bd5c175f5812e04f882de",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728897264373",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"看总结，几乎联系不到你\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728897372876",
+    "deleted": false,
+    "message_id": "om_4d828a5c82e29b07af3a931ec423f911",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728897372876",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"@_user_1 柏楠的，哈哈\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728897973748",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_91c74f39a87414e2b568a3783283098a",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "张鹏",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_c79dd24dc2fd58568ed213b1970f13d6",
+    "msg_type": "text",
+    "parent_id": "om_f9eb1b76413bd5c175f5812e04f882de",
+    "root_id": "om_f9eb1b76413bd5c175f5812e04f882de",
+    "sender": {
+      "id": "ou_784cee74cac253716abcb10703e03bde",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728897973748",
+    "updated": false
+  },
+  {
+    "body": {
+      "content": "{\"text\":\"你说完，我也联系不上[捂脸]\\n而且内功是指可复制的方法论\\n看来这个不是一个通用的词语\"}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728898076007",
+    "deleted": false,
+    "message_id": "om_a04537688a1df20a14c7089aa7044a47",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_91c74f39a87414e2b568a3783283098a",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728898076007",
+    "updated": false
+  },
+  {
+    "body": { "content": "{\"text\":\"<p>@_user_1 /groupchat</p>\"}" },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728899205971",
+    "deleted": false,
+    "mentions": [
+      {
+        "id": "ou_2848711ba5b5dda52b1f499f65bee641",
+        "id_type": "open_id",
+        "key": "@_user_1",
+        "name": "Mi Chat",
+        "tenant_key": "2ee61fe50f4f1657"
+      }
+    ],
+    "message_id": "om_f653ea60776d423ebe7986a734c96c53",
+    "msg_type": "text",
+    "sender": {
+      "id": "ou_5716d582eff41734a4cd1977e35c1fcf",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728901649006",
+    "updated": true
+  },
+  {
+    "body": {
+      "content": "{\"title\":\"\",\"content\":[[{\"tag\":\"img\",\"image_key\":\"img_v2_31841e7c-49e5-425a-881f-5e55c1b96f9l\",\"width\":2268,\"height\":1371}],[{\"tag\":\"text\",\"text\":\"这个问题，探索版解释的更清楚些\",\"style\":[]}]]}"
+    },
+    "chat_id": "oc_bd23da1ae9948654fc04365d7d102d73",
+    "create_time": "1728899312275",
+    "deleted": false,
+    "message_id": "om_3f47ea8c58aa6e8ba08a8bcb232bd353",
+    "msg_type": "post",
+    "sender": {
+      "id": "ou_d36614bcb1524972548232999182b810",
+      "id_type": "open_id",
+      "sender_type": "user",
+      "tenant_key": "2ee61fe50f4f1657"
+    },
+    "update_time": "1728899312275",
+    "updated": false
+  }
+]
diff --git a/routes/bot/groupAgent/chatHistory.ts b/routes/bot/groupAgent/chatHistory.ts
new file mode 100644
index 0000000..4e4156b
--- /dev/null
+++ b/routes/bot/groupAgent/chatHistory.ts
@@ -0,0 +1,141 @@
+import { parseJsonString } from "@egg/hooks"
+import logger from "@egg/logger"
+
+import { Context, LarkServer } from "../../../types"
+
+interface Message {
+  user: string
+  content: string
+  time: string
+}
+
+const extractTextFromJson = (data: any): string => {
+  let result = ""
+
+  if (Array.isArray(data)) {
+    // 如果是数组，遍历数组元素
+    for (const element of data) {
+      result += extractTextFromJson(element) // 递归调用处理每个元素
+    }
+  } else if (typeof data === "object" && data !== null) {
+    // 如果是对象，遍历对象的键
+    for (const key in data) {
+      if (key === "text" && typeof data[key] === "string") {
+        result += data[key] // 拼接 text 值
+      } else {
+        result += extractTextFromJson(data[key]) // 递归调用处理子对象
+      }
+    }
+  }
+
+  return result
+}
+
+const getChatHistory = async ({
+  larkService,
+  larkBody: {
+    actionValue: { chatId, timeScope },
+  },
+}: Context.Data): Promise<Message[]> => {
+  // 获取历史消息，timeScope为1、3、7，分别代表1天、3天、7天
+  // 获取服务器的时区偏移量（以分钟为单位）
+  const serverTimezoneOffset = new Date().getTimezoneOffset()
+  // 上海时区的偏移量（UTC+8，以分钟为单位）
+  const shanghaiTimezoneOffset = -8 * 60
+  // 计算时间戳，调整为上海时区
+  const endTimeTimestamp =
+    Math.round(new Date().getTime() / 1000) +
+    (shanghaiTimezoneOffset - serverTimezoneOffset) * 60
+  const startTimeTimestamp = endTimeTimestamp - Number(timeScope) * 24 * 60 * 60
+  // 获取群聊中的历史记录
+  const { data: chatHistory } = await larkService.message.getHistory(
+    chatId,
+    String(startTimeTimestamp),
+    String(endTimeTimestamp)
+  )
+  if (chatHistory.length === 0) return []
+
+  // 清洗数据
+  // 取出所有的被AT的人，以及发送者
+  const mentions: Map<string, string> = new Map()
+  const senders: Set<string> = new Set()
+  // 过滤出文本和post消息
+  const allowedMsgTypes = ["text", "post"]
+  const filteredMsg: typeof chatHistory = []
+
+  // 遍历历史消息
+  for (const chat of chatHistory) {
+    if (chat.mentions) {
+      for (const mention of chat.mentions) {
+        mentions.set(mention.id, mention.name)
+      }
+    }
+    if (chat.sender && chat.sender.sender_type === "user") {
+      senders.add(chat.sender.id)
+    }
+    if (allowedMsgTypes.includes(chat.msg_type)) {
+      filteredMsg.push(chat)
+    }
+  }
+
+  // 取出没有被AT的发送者
+  const noMentionSenders = new Set(
+    [...senders].filter((sender) => !mentions.has(sender))
+  )
+
+  logger.debug(`Mentions: ${JSON.stringify(mentions)}`)
+  logger.debug(`Senders: ${JSON.stringify(senders)}`)
+  logger.debug(`No mention senders: ${JSON.stringify(noMentionSenders)}`)
+
+  // 从接口获取用户名
+  if (noMentionSenders.size !== 0) {
+    const {
+      data: { items },
+    } = await larkService.user.batchGet([...noMentionSenders])
+    logger.debug(`Get user info: ${JSON.stringify(items)}`)
+    for (const item of items) {
+      mentions.set(item.open_id, item.name)
+    }
+  }
+
+  const messages: Message[] = []
+
+  const getText = (chat: LarkServer.MessageData) => {
+    let { text } = parseJsonString(chat.body.content, { text: "" }) as {
+      text: string
+    }
+    if (!text) return ""
+
+    // 替换被AT的人
+    if (chat.mentions) {
+      for (const mention of chat.mentions) {
+        const mentionKey = mention.key
+        const mentionName = `@${mention.name}`
+        text = text.replace(mentionKey, mentionName)
+      }
+    }
+
+    // 去除可能出现的标签
+    return text.replace(/<[^>]+>/g, "")
+  }
+
+  const getPost = (chat: LarkServer.MessageData) => {
+    const content = parseJsonString(chat.body.content, null)
+    if (!content) return ""
+    return extractTextFromJson(content)
+  }
+
+  for (const chat of filteredMsg) {
+    messages.push({
+      user: mentions.get(chat.sender.id)!,
+      content: chat.msg_type === "text" ? getText(chat) : getPost(chat),
+      time: new Date(Number(chat.create_time)).toLocaleString("zh-CN", {
+        timeZone: "Asia/Shanghai",
+      }),
+    })
+  }
+
+  return messages
+}
+
+export default getChatHistory
diff --git a/routes/bot/groupAgent/index.ts b/routes/bot/groupAgent/index.ts
index ac4a94c..06f3b7f 100644
--- a/routes/bot/groupAgent/index.ts
+++ b/routes/bot/groupAgent/index.ts
@@ -2,6 +2,7 @@ import { genCardOptions } from "@egg/lark-msg-tool"
 
 import { Context } from "../../../types"
 import llm from "../../../utils/llm"
+import getChatHistory from "./chatHistory"
 
 /**
  * 发送群组选择器
@@ -86,35 +87,21 @@ const sendTimeScopeSelector = async ({
   })
 }
 
-const sendGroupReport = async ({
-  larkService,
-  logger,
-  requestId,
-  larkCard,
-  larkBody: { actionValue, messageId },
-}: Context.Data) => {
+const sendGroupReport = async (ctx: Context.Data) => {
+  const {
+    larkService,
+    logger,
+    requestId,
+    larkCard,
+    larkBody: { actionValue, messageId },
+  } = ctx
   const cardGender = larkCard.child("groupAgent")
-  const { chatId, chatName, functionId, functionName, timeScope } = actionValue
+  const { chatName, functionId, functionName, timeScope } = actionValue
 
   // 记录发送loading消息后的时间戳
   const startTime = Date.now()
-
-  // 获取历史消息，timeScope为1、3、7，分别代表1天、3天、7天
-  // 获取服务器的时区偏移量（以分钟为单位）
-  const serverTimezoneOffset = new Date().getTimezoneOffset()
-  // 上海时区的偏移量（UTC+8，以分钟为单位）
-  const shanghaiTimezoneOffset = -8 * 60
-  // 计算时间戳，调整为上海时区
-  const endTimeTimestamp =
-    Math.round(new Date().getTime() / 1000) +
-    (shanghaiTimezoneOffset - serverTimezoneOffset) * 60
-  const startTimeTimestamp = endTimeTimestamp - Number(timeScope) * 24 * 60 * 60
-  // 获取群聊中的历史记录
-  const { data: chatHistory } = await larkService.message.getHistory(
-    chatId,
-    String(startTimeTimestamp),
-    String(endTimeTimestamp)
-  )
+  // 获取聊天记录
+  const chatHistory = await getChatHistory(ctx)
   // 如果没有历史记录则返回错误消息
   if (chatHistory.length === 0) {
     logger.error("Chat history is empty")
diff --git a/services/lark/user.ts b/services/lark/user.ts
index 5758eb9..ca31613 100644
--- a/services/lark/user.ts
+++ b/services/lark/user.ts
@@ -31,7 +31,10 @@ class LarkUserService extends LarkBaseService {
    * @param userIdType 用户ID类型
    * @returns
    */
-  async batchGet(userIds: string[], userIdType: "open_id" | "user_id") {
+  async batchGet(
+    userIds: string[],
+    userIdType: "open_id" | "user_id" = "open_id"
+  ) {
     const path = `/contact/v3/users/batch`
 
     // 如果user_id长度超出50，需要分批请求,
diff --git a/test/batchUser.ts b/test/archive/batchUser.ts
similarity index 100%
rename from test/batchUser.ts
rename to test/archive/batchUser.ts
diff --git a/test/copyFile.ts b/test/archive/copyFile.ts
similarity index 93%
rename from test/copyFile.ts
rename to test/archive/copyFile.ts
index b35882f..c015629 100644
--- a/test/copyFile.ts
+++ b/test/archive/copyFile.ts
@@ -1,4 +1,4 @@
-import { LarkService } from "../services"
+import { LarkService } from "../../services"
 
 const service = new LarkService("egg", "")
 
diff --git a/test/createFile.ts b/test/archive/createFile.ts
similarity index 78%
rename from test/createFile.ts
rename to test/archive/createFile.ts
index 22c28c7..5a307ef 100644
--- a/test/createFile.ts
+++ b/test/archive/createFile.ts
@@ -1,4 +1,4 @@
-import LarkDriveService from "../services/lark/drive"
+import LarkDriveService from "../../services/lark/drive"
 
 const service = new LarkDriveService("egg", "")
 
diff --git a/test/getApiKey.ts b/test/archive/getApiKey.ts
similarity index 76%
rename from test/getApiKey.ts
rename to test/archive/getApiKey.ts
index c10ded4..eac18bd 100644
--- a/test/getApiKey.ts
+++ b/test/archive/getApiKey.ts
@@ -1,4 +1,4 @@
-import db from "../db"
+import db from "../../db"
 
 const res = await db.apiKey.getOne("uwnpzb9hvoft28h")
 
diff --git a/test/getChatHistory.ts b/test/archive/getChatHistory.ts
similarity index 88%
rename from test/getChatHistory.ts
rename to test/archive/getChatHistory.ts
index ffbcee4..de535ea 100644
--- a/test/getChatHistory.ts
+++ b/test/archive/getChatHistory.ts
@@ -1,4 +1,4 @@
-import { LarkService } from "../services"
+import { LarkService } from "../../services"
 
 const service = new LarkService("egg", "")
 
diff --git a/test/getInnerList.ts b/test/archive/getInnerList.ts
similarity index 74%
rename from test/getInnerList.ts
rename to test/archive/getInnerList.ts
index c541c5b..7b011ba 100644
--- a/test/getInnerList.ts
+++ b/test/archive/getInnerList.ts
@@ -1,4 +1,4 @@
-import { LarkService } from "../services"
+import { LarkService } from "../../services"
 
 const service = new LarkService("egg", "")
 
diff --git a/test/insertSheet.ts b/test/archive/insertSheet.ts
similarity index 100%
rename from test/insertSheet.ts
rename to test/archive/insertSheet.ts
diff --git a/test/llm.ts b/test/archive/llm.ts
similarity index 91%
rename from test/llm.ts
rename to test/archive/llm.ts
index 4e4330b..2be6028 100644
--- a/test/llm.ts
+++ b/test/archive/llm.ts
@@ -1,4 +1,4 @@
-import llm from "../utils/llm"
+import llm from "../../utils/llm"
 
 const chatHistory = [
   {
diff --git a/test/sendMsg.ts b/test/archive/sendMsg.ts
similarity index 100%
rename from test/sendMsg.ts
rename to test/archive/sendMsg.ts
diff --git a/test/sheet.insert.test.http b/test/archive/sheet.insert.test.http
similarity index 100%
rename from test/sheet.insert.test.http
rename to test/archive/sheet.insert.test.http
diff --git a/test/sheet.record.get.test.ts b/test/archive/sheet.record.get.test.ts
similarity index 80%
rename from test/sheet.record.get.test.ts
rename to test/archive/sheet.record.get.test.ts
index 81e00d5..46b13d3 100644
--- a/test/sheet.record.get.test.ts
+++ b/test/archive/sheet.record.get.test.ts
@@ -1,6 +1,6 @@
 import { test } from "bun:test"
 
-import LarkSheetService from "../services/lark/sheet"
+import LarkSheetService from "../../services/lark/sheet"
 
 const service = new LarkSheetService("egg", "")
 
diff --git a/test/test.http b/test/archive/test.http
similarity index 100%
rename from test/test.http
rename to test/archive/test.http