{"id":3855,"date":"2026-08-21T19:53:10","date_gmt":"2026-08-21T11:53:10","guid":{"rendered":"https:\/\/ai.zhousir.top\/?p=3855"},"modified":"2026-08-21T19:53:10","modified_gmt":"2026-08-21T11:53:10","slug":"langgraph-memory-%e8%af%a6%e8%a7%a3%ef%bc%9a%e7%9f%ad%e6%9c%9f%e8%ae%b0%e5%bf%86%e3%80%81%e6%8c%81%e4%b9%85%e5%8c%96-checkpointer-%e4%b8%8e%e4%b8%8a%e4%b8%8b%e6%96%87%e7%ae%a1%e7%90%86%e4%b8%89","status":"publish","type":"post","link":"https:\/\/ai.zhousir.top\/?p=3855","title":{"rendered":"LangGraph Memory \u8be6\u89e3\uff1a\u77ed\u671f\u8bb0\u5fc6\u3001\u6301\u4e45\u5316 Checkpointer \u4e0e\u4e0a\u4e0b\u6587\u7ba1\u7406\u4e09\u7b56\u7565"},"content":{"rendered":"
\n
\n

\u4e0a\u7bc7\u4f60\u7ed9 Agent \u88c5\u597d\u4e86\u624b\u811a\u2014\u2014@tool<\/code>\u3001\u591a\u6b65\u5faa\u73af\u3001\u5de5\u5177\u5206\u5305\u3002\u53ef\u4e00\u5173\u4e0a\u8fdb\u7a0b\uff0c\u6216\u6362\u4e00\u8f6e\u63d0\u95ee\uff0c\u5b83\u5c31\u300c\u4e0d\u8bb0\u5f97\u4f60\u53eb\u5c0f\u660e\u300d\u3002\u8fd9\u7bc7\u8bb2 Memory<\/strong>\uff1a\u77ed\u671f vs \u957f\u671f\u3001InMemorySaver<\/code> + thread_id<\/code>\uff0c\u4ee5\u53ca\u4e0a\u4e0b\u6587\u592a\u957f\u65f6\u7684\u4fee\u526a \/ \u5220\u9664 \/ \u603b\u7ed3\u3002<\/p>\n<\/blockquote>\n

\n

\u5c0f\u660e\u7684\u52a9\u624b\u6bcf\u8f6e\u90fd\u5931\u5fc6<\/span><\/h2>\n

\u5c0f\u660e\u8dd1\u901a\u4e86\u591a\u5de5\u5177 Agent\uff0c\u81ea\u4fe1\u5730\u8fde\u95ee\u4e24\u53e5\uff1a<\/p>\n

<\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>\u7528\u6237: \u6211\u53eb\u5c0f\u660e\uff0c\u559c\u6b22\u676d\u5dde\n\u52a9\u624b: \u597d\u7684\uff0c\u5c0f\u660e\u2026\u2026\n\n\u7528\u6237: \u6211\u53eb\u4ec0\u4e48\uff1f\u559c\u6b22\u54ea\u4e2a\u57ce\u5e02\uff1f\n\u52a9\u624b: \u4f60\u8fd8\u6ca1\u6709\u544a\u8bc9\u6211\u4f60\u7684\u540d\u5b57\u2026\u2026\n<\/code><\/pre>\n
\u4ed6\u4e00\u62cd\u5927\u817f\uff1a\u6bcf\u6b21 invoke<\/code> \u53ea\u585e\u4e86\u5f53\u524d\u8fd9\u4e00\u53e5\uff0c\u5386\u53f2\u6839\u672c\u6ca1\u5e26\u4e0a\u3002\u4e8e\u662f\u81ea\u5df1\u7ef4\u62a4\u4e00\u4e2a list<\/code>\uff0c\u8d8a\u804a\u8d8a\u957f\uff0c\u5f88\u5feb\u53c8\u649e\u4e0a\u53e6\u4e00\u5899\u2014\u2014\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08\u5bfc\u56fe\u4e3e\u4f8b\uff1a\u6709\u7684\u6a21\u578b\u4e0a\u4e0b\u6587\u4e0d\u80fd\u8d85\u8fc7 128K\uff09\u3002<\/p>\n
\u5c0f\u660e\u53bb\u627e\u8001\u5f20\uff1a”\u8bb0\u5fc6\u5230\u5e95\u5206\u51e0\u79cd\uff1f\u6846\u67b6\u80fd\u4e0d\u80fd\u81ea\u52a8\u7eed\u804a\uff1f\u5386\u53f2\u7206\u4e86\u600e\u4e48\u529e\uff1f”<\/p>\n
\u8001\u5f20\u8bf4\uff1a”\u5148\u5206\u6e05\u77ed\u671f\u548c\u957f\u671f\uff1b\u518d\u7528 checkpointer \u7eed\u4e0a\u540c\u4e00\u6761\u4f1a\u8bdd\uff1b\u6700\u540e\u624d\u8c08\u4e09\u79cd\u7ba1\u7406\u7b56\u7565\u3002”<\/p>\n
\n
\u4ec0\u4e48\u662f Memory<\/span><\/h2>\n
\u8001\u5f20\u5728\u767d\u677f\u4e0a\u5199\u5bfc\u56fe\u5206\u7c7b\uff1a<\/p>\n
<\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>\u77ed\u671f\u8bb0\u5fc6\uff08Working \/ Session\uff09\n  - \u5bf9\u8bdd\u5386\u53f2\n  - \u67e5\u8be2\u7ed3\u679c\n  - \u4efb\u52a1\u72b6\u6001\n  \u2192 \u5f53\u524d\u4efb\u52a1\u6216\u4f1a\u8bdd\u7684\u4e0a\u4e0b\u6587\n\n\u957f\u671f\u8bb0\u5fc6\uff08Persistent\uff09\n  - \u8de8\u4efb\u52a1 \/ \u8de8\u4f1a\u8bdd\u7684\u7ecf\u9a8c\u4e0e\u77e5\u8bc6\n  \u2192 \u672c\u7bc7\u70b9\u5230\u4e3a\u6b62\uff1b\u6df1\u6316\u5728 Runtime\u00b7Store\n<\/code><\/pre>\n
“\u6bd4\u55bb\uff1a<\/p>\n
    \n
  • \n
    \u77ed\u671f<\/strong> = \u4eca\u5929\u8fd9\u901a\u7535\u8bdd\u7684\u5f55\u97f3\uff08\u540c\u4e00\u6b21\u4f1a\u8bdd\uff09  <\/section>\n<\/li>\n
  • \n
    \u957f\u671f<\/strong> = \u5ba2\u6237\u6863\u6848\u67dc\uff08\u6362\u7535\u8bdd\u7ebf\u8fd8\u80fd\u67e5\u5230\u504f\u597d\uff09<\/section>\n<\/li>\n<\/ul>\n
    LangChain \u77ed\u671f\u4fa7\u5e38\u89c1\u4e24\u6761\u5b9e\u73b0\u8def\uff1a<\/p>\n\n\n\n\n\n\n
    \u8def<\/th>\n\u505a\u6cd5<\/th>\n<\/tr>\n<\/thead>\n
    \u5916\u6302 list<\/td>\n\u81ea\u5df1 add_user<\/code> \/ add_ai<\/code>\uff0c\u6bcf\u6b21 invoke(messages)<\/code><\/td>\n<\/tr>\n
    \u6846\u67b6 State + checkpointer<\/td>\ncreate_agent(..., checkpointer=...)<\/code>\uff0c\u540c\u4e00 thread_id<\/code> \u81ea\u52a8\u7eed<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \u6301\u4e45\u5316 checkpointer\uff08\u5bfc\u56fe\u8ba4\u77e5\u7ea7\uff09\uff1aSqliteSaver<\/code> \/ PostgresSaver<\/code> \/ CosmosDBSaver<\/code>\u2014\u2014\u8fdb\u7a0b\u6302\u4e86\u8fd8\u80fd\u6062\u590d\uff1b\u6559\u5b66\u9ed8\u8ba4\u7528\u5185\u5b58\u7248 InMemorySaver<\/code>\uff0c\u751f\u4ea7\u6df1\u914d\u53e6\u8bae\u3002”<\/p>\n\n\n\n\n\n\n\n
    \u7b56\u7565<\/th>\n\u5bf9 State \u91cc\u5386\u53f2<\/th>\n\u53d1\u7ed9 LLM \u7684\u5185\u5bb9<\/th>\n\u98ce\u9669<\/th>\n<\/tr>\n<\/thead>\n
    \u4fee\u526a<\/td>\n\u4ecd\u5b8c\u6574\u4fdd\u7559<\/td>\n\u53ea\u9009\u4e00\u90e8\u5206\u53d1\u9001<\/td>\n\u6a21\u578b\u6682\u65f6\u770b\u4e0d\u89c1\u65e7\u7ec6\u8282<\/td>\n<\/tr>\n
    \u5220\u9664<\/td>\n\u771f\u6b63\u5220\u6389<\/td>\n\u5386\u53f2\u4e2d\u4e0d\u518d\u5b58\u5728<\/td>\n\u4e0d\u53ef\u6062\u590d\uff0c\u614e\u7528<\/td>\n<\/tr>\n
    \u603b\u7ed3<\/td>\n\u65e7\u8f6e\u53d8\u6458\u8981<\/td>\n\u6458\u8981 + \u6700\u8fd1\u6d88\u606f<\/td>\n\u7ec6\u8282\u53ef\u80fd\u88ab\u538b\u6241\uff1b\u53ef\u7528 SummarizationMiddleware<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \u5c0f\u660e\uff1a”\u90a3\u6211\u9a8c\u6536\u5565\uff1f”<\/p>\n
    “\u4e24\u6837\uff1a\u2460 \u540c\u4e00 thread_id<\/code> \u591a\u8f6e\u80fd\u7eed\u804a\uff1b\u2461 \u81f3\u5c11\u641e\u6e05\u4e00\u79cd\u7ba1\u7406\u7b56\u7565\u548c\u53e6\u4e24\u79cd\u7684\u5dee\u522b\u3002”<\/p>\n
    \n
    \u4ee3\u7801\u62c6\u89e3\uff1a\u4ece list \u5230 thread_id<\/span><\/h2>\n
    1. \u5916\u6302 ShortTermMemory<\/span><\/h3>\n
    memory.py<\/code>\uff1a<\/p>\n
    <\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>class<\/span> ShortTermMemory<\/span>:\n  def<\/span> __init__<\/span>(self, system: str<\/span><\/span>) -> None<\/span>:\n    self<\/span>._messages: list<\/span>[BaseMessage] = [SystemMessage(content=system)]\n\n  def<\/span> add_user<\/span>(self, text: str<\/span><\/span>) -> None<\/span>:\n    self<\/span>._messages.append(HumanMessage(content=text))\n\n  def<\/span> add_ai<\/span>(self, text: str<\/span><\/span>) -> None<\/span>:\n    self<\/span>._messages.append(AIMessage(content=text))\n\n  def<\/span> as_messages<\/span>(self<\/span>) -> list<\/span>[BaseMessage]:\n    return<\/span> list<\/span>(self<\/span>._messages)\n\n  def<\/span> clear<\/span>(self<\/span>) -> None<\/span>:\n    \"\"\"\u6e05\u7a7a\u5bf9\u8bdd\uff0c\u4fdd\u7559 system\u3002\"\"\"<\/span>\n    del<\/span> self<\/span>._messages[1<\/span>:]\n<\/code><\/pre>\n
    main.py<\/code> \u91cc\u6bcf\u6b21\u95ee\u7b54\u90fd\u5e26\u7740\u5386\u53f2\uff1a<\/p>\n
    <\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>def<\/span> ask<\/span>(user_text: str<\/span><\/span>) -> str<\/span>:\n  memory.add_user(user_text)\n  ai = model.invoke(memory.as_messages())\n  text = ai.content or<\/span> \"\"<\/span>\n  memory.add_ai(text)\n  return<\/span> text\n<\/code><\/pre>\n
    “\u8fd9\u662f\u6700\u76f4\u89c2\u7684\u77ed\u671f\u8bb0\u5fc6\uff1a\u6d88\u606f\u94fe\u5c31\u662f\u5927\u8111\u7684\u5de5\u4f5c\u53f0<\/strong>\u3002\/clear<\/code> \u5bf9\u5e94 memory.clear()<\/code>\u2014\u2014\u5220\u7684\u662f list \u91cc\u7684\u5bf9\u8bdd\uff0csystem \u7559\u4e0b\u3002
    \n\u7f3a\u70b9\uff1a\u548c Agent \u5de5\u5177\u5faa\u73af\u5404\u7ba1\u5404\u7684\uff0c\u8981\u81ea\u5df1\u628a list \u5582\u8fdb create_agent<\/code> \u7684 messages<\/code>\u3002”<\/p>\n
    2. InMemorySaver + thread_id<\/span><\/h3>\n
    agent.py<\/code>\uff1a<\/p>\n
    <\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>from<\/span> langgraph.checkpoint.memory import<\/span> InMemorySaver\n\ndef<\/span> build_default_agent<\/span>():\n  \"\"\"\u9ed8\u8ba4 AgentState\uff08\u4ec5 messages\uff09+ \u8fdb\u7a0b\u5185 checkpointer\u3002\"\"\"<\/span>\n  return<\/span> create_agent(\n    get_chat_model(),\n    tools=DEFAULT_TOOLS,\n    system_prompt=\"\u4f60\u662f\u7b80\u6d01\u52a9\u6559\u3002\u8bb0\u4f4f\u7528\u6237\u8bf4\u8fc7\u7684\u79f0\u547c\uff1b\u56de\u7b54\u5c3d\u91cf\u77ed\u3002\"<\/span>,\n    checkpointer=InMemorySaver(),\n  )\n<\/code><\/pre>\n
    main.py<\/code> Demo A\u2014\u2014\u540c\u4e00 thread \u7eed\u804a<\/strong>\uff1a<\/p>\n
    <\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>def<\/span> demo_default_state<\/span>() -> None<\/span>:\n  agent = build_default_agent()\n  config = {\"configurable\"<\/span>: {\"thread_id\"<\/span>: \"day9-default\"<\/span>}}\n\n  r1 = agent.invoke(\n    {\"messages\"<\/span>: [{\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: \"\u6211\u53eb\u5c0f\u660e\"<\/span>}]},\n    config,\n  )\n  r2 = agent.invoke(\n    {\"messages\"<\/span>: [{\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: \"\u6211\u53eb\u4ec0\u4e48\uff1f\"<\/span>}]},\n    config,\n  )\n<\/code><\/pre>\n
    “\u5173\u952e\u4e24\u53e5\uff1a<\/p>\n
      \n
    1. \n
      \u521b\u5efa\u65f6\u6302\u4e0a checkpointer=InMemorySaver()<\/code>  <\/section>\n<\/li>\n
    2. \n
      \u6bcf\u6b21 invoke<\/code> \u5e26\u540c\u4e00 config.thread_id<\/code><\/section>\n<\/li>\n<\/ol>\n
      \u6362\u4e00\u4e2a thread_id<\/code>\uff0c\u5c31\u662f\u53e6\u4e00\u901a\u7535\u8bdd\uff0c\u4e92\u4e0d\u4e32\u8bdd\u3002\u8fd9\u5c31\u662f\u5bfc\u56fe\u91cc\u7684\u81ea\u52a8\u5316\u77ed\u671f\u8bb0\u5fc6\u65b9\u6848\u3002”<\/p>\n
      3. \u77ed\u671f\u4e0d\u6b62 messages\uff1a\u81ea\u5b9a\u4e49 State \u5b57\u6bb5<\/span><\/h3>\n
      state.py<\/code>\uff1a<\/p>\n
      <\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>class<\/span> CustomState<\/span>(AgentState<\/span>):\n  session_start: NotRequired[str<\/span>]\n  visit_count: NotRequired[int<\/span>]\n  model_call_count: NotRequired[int<\/span>]\n<\/code><\/pre>\n
      \u5de5\u5177\u91cc\u8bfb \/ \u5199\uff08\u4efb\u52a1\u72b6\u6001\u4e5f\u662f\u77ed\u671f\u8bb0\u5fc6\u7684\u4e00\u79cd\uff09\uff1a<\/p>\n
      <\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>@tool<\/span>\ndef<\/span> get_session_info<\/span>(runtime: ToolRuntime<\/span>) -> str<\/span>:\n  state = runtime.state\n  ...\n  return<\/span> f\"session_start={start}<\/span>; visit_count={visits}<\/span>; ...\"<\/span>\n\n@tool<\/span>\ndef<\/span> bump_visit<\/span>(runtime: ToolRuntime<\/span>) -> Command:\n  count = int<\/span>(runtime.state.get(\"visit_count\"<\/span>) or<\/span> 0<\/span>) + 1<\/span>\n  return<\/span> Command(update={\"visit_count\"<\/span>: count, \"messages\"<\/span>: [...]})\n<\/code><\/pre>\n
      “\u77ed\u671f\u5305\u62ec\u5bf9\u8bdd\u5386\u53f2\u3001\u67e5\u8be2\u7ed3\u679c\u3001\u4efb\u52a1\u72b6\u6001<\/strong>\u2014\u2014visit_count<\/code> \u5c31\u662f\u4efb\u52a1\u72b6\u6001\u5b57\u6bb5\u3002\u6df1\u8bb2 Runtime \u4e09\u5206\u6cd5\u653e\u5230\u540e\u9762\u7bc7\uff1b\u8fd9\u91cc\u53ea\u8981\u77e5\u9053\uff1a\u77ed\u671f \u2260 \u53ea\u80fd\u5b58\u804a\u5929\u8bb0\u5f55\u3002”<\/p>\n
      4. \u4e09\u79cd\u7ba1\u7406\u7b56\u7565<\/span><\/h3>\n
      \u5bfc\u56fe\u539f\u6587\u8981\u523b\u8fdb\u8111\u5b50\uff1a<\/p>\n
        \n
      • \n
        \u4fee\u526a<\/strong>\uff1aState \u91cc\u5217\u8868\u4ecd\u5b8c\u6574\uff0c\u53ea\u662f\u53d1\u9001\u524d\u5c11\u5e26\u4e00\u4e9b  <\/section>\n<\/li>\n
      • \n
        \u5220\u9664<\/strong>\uff1aState \u91cc\u771f\u6ca1\u6709\u4e86\uff08\u7c7b\u4f3c Day6 clear<\/code> \u7684\u5c40\u90e8\u7248\uff0c\u66f4\u5371\u9669\uff09  <\/section>\n<\/li>\n
      • \n
        \u603b\u7ed3<\/strong>\uff1a\u65e7\u6d88\u606f\u53d8\u6458\u8981\uff0c\u518d\u62fc\u4e0a\u6700\u8fd1\u6d88\u606f\uff1b\u6846\u67b6\u4fa7\u6709 SummarizationMiddleware<\/code><\/section>\n<\/li>\n<\/ul>\n
        \u603b\u7ed3\u4e2d\u95f4\u4ef6\uff08\u7b56\u7565\u6f14\u793a\u7528\uff09\uff1a<\/p>\n
        <\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>SummarizationMiddleware(\n  model=model,\n  trigger=(\"messages\"<\/span>, 6<\/span>),  # \u89e6\u8fbe\u6761\u6570\u540e\u89e6\u53d1<\/span>\n  keep=(\"messages\"<\/span>, 2<\/span>),   # \u4fdd\u7559\u6700\u8fd1\u82e5\u5e72\u6761<\/span>\n)\n<\/code><\/pre>\n
        \u6302\u4e0a\u540c\u4e00 checkpointer<\/code> + thread_id<\/code>\uff0c\u591a\u8f6e\u4e4b\u540e\u65e7\u5bf9\u8bdd\u4f1a\u88ab\u6458\u8981\u538b\u7f29\u2014\u2014\u8fd9\u5c31\u662f\u300c\u603b\u7ed3\u7b56\u7565\u300d\u7684\u53ef\u8fd0\u884c\u5bf9\u7167\u3002\u4fee\u526a \/ \u5220\u9664\u53ef\u5148\u8bb0\u6982\u5ff5\u8868\uff0c\u751f\u4ea7\u518d\u9009\u578b\u3002<\/p>\n
        \u5c0f\u660e\u590d\u8ff0\uff1a”\u77ed\u671f\u7528 list \u6216 checkpointer+thread\uff1b\u7206\u4e86\u5c31\u4fee\u526a\u3001\u614e\u5220\u9664\u3001\u6216\u603b\u7ed3\uff1b\u957f\u671f\u8fdb Store\u3002”<\/p>\n
        \n
        \u603b\u7ed3<\/span><\/h2>\n
        \u8001\u5f20\u8bf4\uff1a”\u7b2c\u4e03\u7bc7\u53ea\u529e\u4e00\u4ef6\u4e8b\u2014\u2014\u8ba9 Agent \u8bb0\u5f97\u4f4f\uff0c\u5e76\u77e5\u9053\u8bb0\u4e0d\u4f4f\u65f6\u600e\u4e48\u529e\u3002”<\/p>\n
        “\u4e09\u4e2a\u6838\u5fc3\u7406\u89e3\uff1a<\/p>\n
          \n
        1. \n
          \u77ed\u671f vs \u957f\u671f<\/strong> \u2014\u2014 \u4f1a\u8bdd\u4e0a\u4e0b\u6587 vs \u8de8\u4f1a\u8bdd\u7ecf\u9a8c\uff1b\u672c\u7bc7\u4e3b\u653b\u77ed\u671f  <\/section>\n<\/li>\n
        2. \n
          \u7eed\u804a\u516c\u5f0f<\/strong> \u2014\u2014 checkpointer<\/code> + \u540c\u4e00 thread_id<\/code>\uff08\u6216 Day6 \u5916\u6302 list\uff09  <\/section>\n<\/li>\n
        3. \n
          \u7206\u7a97\u4e09\u7b56\u7565<\/strong> \u2014\u2014 \u4fee\u526a \u2260 \u5220\u9664 \u2260 \u603b\u7ed3\uff1b\u603b\u7ed3\u53ef\u7528 SummarizationMiddleware”<\/section>\n<\/li>\n<\/ol>\n
          LangChain \u652f\u7ebf\u8fdb\u5ea6\uff1a<\/p>\n
          <\/ellipse><\/ellipse><\/ellipse><\/svg><\/section>\u2026 \u2192 Tools \u4e0e Tool Agent\n    \u2193\nMemory\uff08\u672c\u7bc7\uff1a\u77ed\u671f \/ \u6301\u4e45\u5316\u8ba4\u77e5 \/ \u7ba1\u7406\u7b56\u7565\uff09\n    \u2193\nAI \u79c1\u53a8\u5b9e\u6218 \u2192 Runtime\uff08State\/Store\/Context\uff09\u2192 \u2026\n<\/code><\/pre>\n
          \u5c0f\u660e\u8bf4\uff1a”\u4e0b\u4e00\u7bc7\u8be5\u628a\u770b\u56fe\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u634f\u6210\u4e00\u4e2a\u79c1\u53a8 Demo \u4e86\u3002”<\/p>\n
          “\u5bf9\u3002\u4e0b\u4e00\u7bc7\uff1a\u5165\u95e8\u5b9e\u6218\uff1aAI \u79c1\u53a8<\/strong>“<\/p>\n
          \n
          \u6ca1\u6709\u8bb0\u5fc6\u7684 Agent \u53ea\u662f\u4e00\u6b21\u6027\u8ba1\u7b97\u5668\uff1bcheckpointer + thread_id \u8ba9\u4f1a\u8bdd\u6709\u4e86\u8fde\u7eed\u5267\uff0c\u7ba1\u7406\u7b56\u7565\u5219\u9632\u6b62\u5267\u96c6\u65e0\u9650\u6ce8\u6c34\u6491\u7206\u4e0a\u4e0b\u6587\u3002<\/strong><\/p>\n<\/blockquote>\n<\/section>\n","protected":false},"excerpt":{"rendered":"
          \u4e0a\u7bc7\u4f60\u7ed9 Agent \u88c5\u597d\u4e86\u624b\u811a\u2014\u2014@tool\u3001\u591a\u6b65\u5faa\u73af\u3001\u5de5\u5177\u5206\u5305\u3002\u53ef\u4e00\u5173\u4e0a\u8fdb\u7a0b\uff0c\u6216\u6362\u4e00\u8f6e\u63d0\u95ee\uff0c\u5b83\u5c31\u300c\u4e0d\u8bb0\u5f97\u4f60 […]<\/p>\n","protected":false},"author":1,"featured_media":3856,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[163,165],"tags":[167,168,170],"_links":{"self":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts\/3855"}],"collection":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3855"}],"version-history":[{"count":1,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts\/3855\/revisions"}],"predecessor-version":[{"id":3857,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts\/3855\/revisions\/3857"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/media\/3856"}],"wp:attachment":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3855"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3855"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3855"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}