{"id":113811,"date":"2026-10-07T14:25:35","date_gmt":"2026-10-07T06:25:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/113811.html"},"modified":"2026-10-07T14:25:35","modified_gmt":"2026-10-07T06:25:35","slug":"ai-agent%e9%95%bf%e8%ae%b0%e5%bf%86%e6%a8%a1%e5%9d%97%e6%80%8e%e4%b9%88%e5%ae%9e%e7%8e%b0%ef%bc%9f%e5%8f%82%e8%80%83%e7%9e%ac%e7%bb%b4ai%e7%9a%84%e6%9e%b6%e6%9e%84%e6%80%9d%e8%b7%af","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/113811.html","title":{"rendered":"AI Agent\u957f\u8bb0\u5fc6\u6a21\u5757\u600e\u4e48\u5b9e\u73b0\uff1f\u53c2\u8003\u77ac\u7ef4AI\u7684\u67b6\u6784\u601d\u8def"},"content":{"rendered":"

\u73b0\u5728\u5927\u5bb6\u505a AI Agent，\u90fd\u80fd\u642d\u4e2a\u57fa\u7840\u7684\u4efb\u52a1\u5faa\u73af：\u63a5\u6536\u7528\u6237\u8f93\u5165 \u2192 \u8c03\u7528\u5de5\u5177 \u2192 \u8fd4\u56de\u7ed3\u679c\u3002\u4f46\u505a\u51fa\u6765\u7684 Agent \u7279\u522b\u201c\u5065\u5fd8\u201d：\u7528\u6237\u804a\u4e86\u534a\u5c0f\u65f6，\u524d\u9762\u8bf4\u8fc7\u7684\u4fe1\u606f\u8f6c\u5934\u5c31\u5fd8，\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u8981\u91cd\u65b0\u8bf4\u4e00\u904d\u80cc\u666f，\u4f53\u9a8c\u7279\u522b\u5dee\u3002
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\u957f\u8bb0\u5fc6\u7684\u4e09\u5c42\u5b58\u50a8\u67b6\u6784<\/h3>\n

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#mermaid-svg-Ce14kdeUw0v23U8s{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-Ce14kdeUw0v23U8s .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-Ce14kdeUw0v23U8s .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-Ce14kdeUw0v23U8s .error-icon{fill:#552222;}#mermaid-svg-Ce14kdeUw0v23U8s .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-Ce14kdeUw0v23U8s .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-Ce14kdeUw0v23U8s .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-Ce14kdeUw0v23U8s .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-Ce14kdeUw0v23U8s .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-Ce14kdeUw0v23U8s .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-Ce14kdeUw0v23U8s .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-Ce14kdeUw0v23U8s .marker{fill:#333333;stroke:#333333;}#mermaid-svg-Ce14kdeUw0v23U8s .marker.cross{stroke:#333333;}#mermaid-svg-Ce14kdeUw0v23U8s svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-Ce14kdeUw0v23U8s p{margin:0;}#mermaid-svg-Ce14kdeUw0v23U8s .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-Ce14kdeUw0v23U8s .cluster-label text{fill:#333;}#mermaid-svg-Ce14kdeUw0v23U8s .cluster-label span{color:#333;}#mermaid-svg-Ce14kdeUw0v23U8s .cluster-label span p{background-color:transparent;}#mermaid-svg-Ce14kdeUw0v23U8s .label text,#mermaid-svg-Ce14kdeUw0v23U8s span{fill:#333;color:#333;}#mermaid-svg-Ce14kdeUw0v23U8s .node rect,#mermaid-svg-Ce14kdeUw0v23U8s .node circle,#mermaid-svg-Ce14kdeUw0v23U8s .node ellipse,#mermaid-svg-Ce14kdeUw0v23U8s .node polygon,#mermaid-svg-Ce14kdeUw0v23U8s .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-Ce14kdeUw0v23U8s .rough-node .label text,#mermaid-svg-Ce14kdeUw0v23U8s .node .label text,#mermaid-svg-Ce14kdeUw0v23U8s .image-shape .label,#mermaid-svg-Ce14kdeUw0v23U8s .icon-shape .label{text-anchor:middle;}#mermaid-svg-Ce14kdeUw0v23U8s .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-Ce14kdeUw0v23U8s .rough-node .label,#mermaid-svg-Ce14kdeUw0v23U8s .node .label,#mermaid-svg-Ce14kdeUw0v23U8s .image-shape .label,#mermaid-svg-Ce14kdeUw0v23U8s .icon-shape .label{text-align:center;}#mermaid-svg-Ce14kdeUw0v23U8s .node.clickable{cursor:pointer;}#mermaid-svg-Ce14kdeUw0v23U8s .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-Ce14kdeUw0v23U8s .arrowheadPath{fill:#333333;}#mermaid-svg-Ce14kdeUw0v23U8s .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-Ce14kdeUw0v23U8s .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-Ce14kdeUw0v23U8s .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Ce14kdeUw0v23U8s .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-Ce14kdeUw0v23U8s .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Ce14kdeUw0v23U8s .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-Ce14kdeUw0v23U8s .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-Ce14kdeUw0v23U8s .cluster text{fill:#333;}#mermaid-svg-Ce14kdeUw0v23U8s .cluster span{color:#333;}#mermaid-svg-Ce14kdeUw0v23U8s div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-Ce14kdeUw0v23U8s .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-Ce14kdeUw0v23U8s rect.text{fill:none;stroke-width:0;}#mermaid-svg-Ce14kdeUw0v23U8s .icon-shape,#mermaid-svg-Ce14kdeUw0v23U8s .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Ce14kdeUw0v23U8s .icon-shape p,#mermaid-svg-Ce14kdeUw0v23U8s .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-Ce14kdeUw0v23U8s .icon-shape .label rect,#mermaid-svg-Ce14kdeUw0v23U8s .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Ce14kdeUw0v23U8s .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-Ce14kdeUw0v23U8s .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-Ce14kdeUw0v23U8s :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/span><\/p>\n

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\u662f<\/p>\n

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\u7528\u6237\u8f93\u5165<\/p>\n

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\u77ed\u671f\u5de5\u4f5c\u8bb0\u5fc6（\u63d0\u793a\u8bcd\u7a97\u53e3，\u6700\u8fd1 5-10 \u8f6e）<\/p>\n

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\u4e22\u5f03，\u4e0d\u5199\u5165\u8bb0\u5fc6<\/p>\n

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\u4e2d\u671f\u4e8b\u5b9e\u8bb0\u5fc6（\u5411\u91cf\u6570\u636e\u5e93）<\/p>\n

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\u957f\u671f\u504f\u597d\u8bb0\u5fc6（\u7528\u6237\u753b\u50cf）<\/p>\n

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\u62fc\u5165\u63d0\u793a\u8bcd，\u751f\u6210\u56de\u590d<\/p>\n

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\u7b2c\u4e00\u5c42：\u77ed\u671f\u5de5\u4f5c\u8bb0\u5fc6<\/h4>\n

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\u7b2c\u4e8c\u5c42：\u4e2d\u671f\u4e8b\u5b9e\u8bb0\u5fc6<\/h4>\n

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\u7b2c\u4e09\u5c42：\u957f\u671f\u504f\u597d\u8bb0\u5fc6<\/h4>\n

\u8de8\u5bf9\u8bdd\u7684\u7528\u6237\u504f\u597d，\u6bd4\u5982\u7528\u6237\u559c\u6b22\u7b80\u6d01\u7684\u56de\u590d\u3001\u4e0d\u559c\u6b22\u88ab\u63a8\u9500\u3001\u4e4b\u524d\u5bf9\u4ec0\u4e48\u95ee\u9898\u7279\u522b\u53cd\u611f，\u8fd9\u4e9b\u4fe1\u606f\u5b58\u5230\u7528\u6237\u753b\u50cf\u91cc，\u662f\u4e0d\u4f1a\u968f\u5bf9\u8bdd\u5220\u9664\u7684，\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u52a0\u8f7d，\u7528\u6765\u8c03\u6574 Agent \u7684\u56de\u590d\u98ce\u683c\u3002<\/p>\n

\u8bb0\u5fc6\u7684\u5199\u5165\u548c\u53ec\u56de\u903b\u8f91<\/h3>\n

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  • \u6bcf\u8f6e\u5bf9\u8bdd\u7ed3\u675f\u540e，\u8ba9\u5927\u6a21\u578b\u5224\u65ad：\u8fd9\u8f6e\u5bf9\u8bdd\u91cc\u6709\u6ca1\u6709\u9700\u8981\u957f\u671f\u8bb0\u4f4f\u7684\u4e8b\u5b9e\u4fe1\u606f？<\/li>\n
  • \u5982\u679c\u6709，\u5c31\u628a\u4fe1\u606f\u63d0\u53d6\u6210\u7ed3\u6784\u5316\u7684\u4e8b\u5b9e\u6761\u76ee，\u6253\u4e0a\u65f6\u95f4\u3001\u6807\u7b7e，\u5b58\u5230\u5bf9\u5e94\u7684\u8bb0\u5fc6\u5c42\u91cc\u3002<\/li>\n
  • \u4e0b\u6b21\u5bf9\u8bdd\u5f00\u59cb\u7684\u65f6\u5019，\u6839\u636e\u5f53\u524d\u7528\u6237\u7684\u95ee\u9898，\u4ece\u5411\u91cf\u6570\u636e\u5e93\u91cc\u53ec\u56de\u6700\u76f8\u5173\u7684 3-5 \u6761\u8bb0\u5fc6，\u62fc\u5230\u63d0\u793a\u8bcd\u91cc\u3002
    \n\u8fd9\u6837\u65e2\u4e0d\u4f1a\u628a\u8bb0\u5fc6\u6491\u7206，\u53c8\u80fd\u4fdd\u8bc1 Agent \u9700\u8981\u7684\u65f6\u5019，\u80fd\u62ff\u5230\u4e4b\u524d\u7528\u6237\u8bf4\u8fc7\u7684\u5173\u952e\u4fe1\u606f\u3002<\/li>\n

    \u4e0b\u9762\u7528\u4e00\u4e2a Python \u793a\u4f8b，\u628a\u300c\u5199\u5165\u5224\u65ad\u300d\u548c\u300c\u53ec\u56de\u62fc\u63a5\u300d\u8fd9\u4e24\u6b65\u4e32\u8d77\u6765\u770b：<\/p>\n

    from<\/span> typing import<\/span> List,<\/span> Dict
    \nimport<\/span> json<\/p>\n

    # \u5047\u8bbe\u8fd9\u662f\u4f60\u7684\u5411\u91cf\u6570\u636e\u5e93\u5ba2\u6237\u7aef，\u5c01\u88c5\u4e86\u76f8\u4f3c\u5ea6\u68c0\u7d22<\/span>
    \nclass<\/span> VectorDB<\/span>:<\/span>
    \n def<\/span> search<\/span>(<\/span>self,<\/span> query:<\/span> str<\/span>,<\/span> top_k:<\/span> int<\/span> =<\/span> 5<\/span>)<\/span> –<\/span>><\/span> List[<\/span>Dict]<\/span>:<\/span>
    \n # \u5b9e\u9645\u9879\u76ee\u4e2d\u8fd9\u91cc\u4f1a\u8c03\u7528 FAISS \/ Milvus \/ pgvector \u7b49<\/span>
    \n # \u8fd4\u56de\u5f62\u5982 [{"id": "fact_001", "text": "\u7528\u6237\u662f\u957f\u6c99\u7684\u88c5\u4fee\u516c\u53f8", "score": 0.92}, …]<\/span>
    \n .<\/span>.<\/span>.<\/span><\/p>\n

    def<\/span> judge_should_write<\/span>(<\/span>conversation:<\/span> str<\/span>,<\/span> llm)<\/span> –<\/span>><\/span> bool<\/span>:<\/span>
    \n """
    \n \u7b2c 1 \u6b65：\u8ba9\u5927\u6a21\u578b\u5224\u65ad\u8fd9\u8f6e\u5bf9\u8bdd\u91cc\u6709\u6ca1\u6709\u503c\u5f97\u957f\u671f\u8bb0\u4f4f\u7684\u4e8b\u5b9e\u3002
    \n \u8fd4\u56de True \u8868\u793a\u9700\u8981\u5199\u5165\u8bb0\u5fc6，False \u8868\u793a\u53ea\u662f\u95f2\u804a\/\u4e34\u65f6\u5185\u5bb9\u3002
    \n """<\/span>
    \n prompt =<\/span> f"""
    \n \u5224\u65ad\u4e0b\u9762\u8fd9\u8f6e\u5bf9\u8bdd\u4e2d\u662f\u5426\u5305\u542b\u9700\u8981\u957f\u671f\u8bb0\u4f4f\u7684\u7528\u6237\u4e8b\u5b9e
    \n （\u5982\u8eab\u4efd\u3001\u504f\u597d\u3001\u9700\u6c42\u3001\u91cd\u8981\u627f\u8bfa\u7b49）\u3002
    \n \u53ea\u56de\u7b54 yes \u6216 no，\u4e0d\u8981\u8f93\u51fa\u5176\u5b83\u5185\u5bb9\u3002<\/p>\n

    \u5bf9\u8bdd：
    \n <\/span>{<\/span>conversation}<\/span><\/span>
    \n """<\/span><\/span>
    \n answer =<\/span> llm.<\/span>chat(<\/span>prompt)<\/span>.<\/span>strip(<\/span>)<\/span>.<\/span>lower(<\/span>)<\/span>
    \n return<\/span> answer ==<\/span> "yes"<\/span><\/p>\n

    def<\/span> extract_facts<\/span>(<\/span>conversation:<\/span> str<\/span>,<\/span> llm)<\/span> –<\/span>><\/span> List[<\/span>Dict]<\/span>:<\/span>
    \n """
    \n \u7b2c 2 \u6b65：\u628a\u5bf9\u8bdd\u91cc\u7684\u5173\u952e\u4e8b\u5b9e\u63d0\u53d6\u6210\u7ed3\u6784\u5316\u6761\u76ee，
    \n \u6253\u4e0a\u65f6\u95f4\u3001\u6807\u7b7e，\u65b9\u4fbf\u540e\u7eed\u6309\u8bed\u4e49\u53ec\u56de\u3002
    \n """<\/span>
    \n prompt =<\/span> f"""
    \n \u4ece\u4e0b\u9762\u7684\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u9700\u8981\u957f\u671f\u8bb0\u4f4f\u7684\u4e8b\u5b9e，\u8f93\u51fa JSON \u6570\u7ec4\u3002
    \n \u6bcf\u4e2a\u5143\u7d20\u5305\u542b\u5b57\u6bb5：text（\u4e8b\u5b9e\u5185\u5bb9）\u3001tag（\u5206\u7c7b\u6807\u7b7e，\u5982 identity\/preference\/requirement）\u3002
    \n \u6ca1\u6709\u53ef\u63d0\u53d6\u7684\u4e8b\u5b9e\u5c31\u8fd4\u56de []\u3002<\/p>\n

    \u5bf9\u8bdd：
    \n <\/span>{<\/span>conversation}<\/span><\/span>
    \n """<\/span><\/span>
    \n raw =<\/span> llm.<\/span>chat(<\/span>prompt)<\/span>
    \n return<\/span> json.<\/span>loads(<\/span>raw)<\/span><\/p>\n

    def<\/span> recall_and_build_prompt<\/span>(<\/span>user_question:<\/span> str<\/span>,<\/span> db:<\/span> VectorDB,<\/span> llm)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n """
    \n \u7b2c 3 \u6b65：\u6839\u636e\u5f53\u524d\u95ee\u9898\u53ec\u56de\u6700\u76f8\u5173\u7684 3-5 \u6761\u8bb0\u5fc6，
    \n \u62fc\u63a5\u5230\u63d0\u793a\u8bcd\u91cc，\u8ba9 Agent \u5728\u56de\u7b54\u65f6\u80fd\u5e26\u4e0a\u5386\u53f2\u80cc\u666f\u3002
    \n """<\/span>
    \n memories =<\/span> db.<\/span>search(<\/span>user_question,<\/span> top_k=<\/span>5<\/span>)<\/span>
    \n memory_block =<\/span> "\\\\n"<\/span>.<\/span>join(<\/span>f"- <\/span>{<\/span>m[<\/span>'text'<\/span>]<\/span>}<\/span><\/span>"<\/span><\/span> for<\/span> m in<\/span> memories)<\/span><\/p>\n

    prompt =<\/span> f"""
    \n \u4ee5\u4e0b\u662f\u8be5\u7528\u6237\u4e4b\u524d\u63d0\u5230\u8fc7\u7684\u76f8\u5173\u80cc\u666f\u4fe1\u606f：
    \n <\/span>{<\/span>memory_block}<\/span><\/span><\/p>\n

    \u8bf7\u7ed3\u5408\u4ee5\u4e0a\u80cc\u666f，\u56de\u7b54\u7528\u6237\u5f53\u524d\u7684\u95ee\u9898：
    \n <\/span>{<\/span>user_question}<\/span><\/span>
    \n """<\/span><\/span>
    \n return<\/span> prompt<\/p>\n

    # \u4f7f\u7528\u793a\u610f<\/span>
    \n# if judge_should_write(last_round, llm):<\/span>
    \n# facts = extract_facts(last_round, llm)<\/span>
    \n# for f in facts:<\/span>
    \n# db.upsert(f) # \u5199\u5165\u5411\u91cf\u6570\u636e\u5e93<\/span>
    \n# prompt = recall_and_build_prompt(current_question, db, llm)<\/span><\/p>\n

    \u6838\u5fc3\u903b\u8f91\u5c31\u4e09\u6b65：\u5148\u8ba9\u5927\u6a21\u578b\u5224\u65ad\u8fd9\u8f6e\u5bf9\u8bdd\u503c\u4e0d\u503c\u5f97\u8bb0，\u503c\u5f97\u5c31\u628a\u4e8b\u5b9e\u7ed3\u6784\u5316\u540e\u5199\u5165\u5411\u91cf\u5e93；\u4e0b\u6b21\u7528\u6237\u63d0\u95ee\u65f6，\u518d\u7528\u5f53\u524d\u95ee\u9898\u53bb\u5411\u91cf\u5e93\u53ec\u56de\u6700\u76f8\u5173\u7684\u51e0\u6761\u8bb0\u5fc6，\u62fc\u8fdb\u63d0\u793a\u8bcd\u3002\u8fd9\u6837\u65e2\u4e0d\u4f1a\u628a\u8bb0\u5fc6\u5e93\u6491\u7206，\u53c8\u80fd\u4fdd\u8bc1 Agent \u5728\u9700\u8981\u7684\u65f6\u5019\u62ff\u5230\u4e4b\u524d\u7684\u5173\u952e\u4fe1\u606f\u3002<\/p>\n

    \u4e0b\u9762\u662f\u300c\u5199\u5165\u5224\u65ad \u2192 \u4e8b\u5b9e\u63d0\u53d6 \u2192 \u53ec\u56de\u62fc\u63a5 \u2192 \u751f\u6210\u56de\u590d\u300d\u7684\u5b8c\u6574\u6d41\u7a0b\u56fe：<\/p>\n

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    \u5426<\/p>\n

    <\/span><\/p>\n

    \u662f<\/p>\n

    <\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    \u6bcf\u8f6e\u5bf9\u8bdd\u7ed3\u675f<\/p>\n

    <\/span><\/p>\n

    \u5927\u6a21\u578b\u5224\u65ad\u662f\u5426\u6709\u503c\u5f97\u957f\u671f\u8bb0\u4f4f\u7684\u4e8b\u5b9e？<\/p>\n

    <\/span><\/p>\n

    \u4e22\u5f03，\u4e0d\u5199\u5165\u8bb0\u5fc6<\/p>\n

    <\/span><\/p>\n

    \u63d0\u53d6\u7ed3\u6784\u5316\u4e8b\u5b9e\u6761\u76ee\u6253\u4e0a\u65f6\u95f4\u3001\u6807\u7b7e<\/p>\n

    <\/span><\/p>\n

    \u5199\u5165\u5bf9\u5e94\u8bb0\u5fc6\u5c42（\u4e2d\u671f\u4e8b\u5b9e \/ \u957f\u671f\u504f\u597d）<\/p>\n

    <\/span><\/p>\n

    \u4e0b\u6b21\u5bf9\u8bdd\u5f00\u59cb<\/p>\n

    <\/span><\/p>\n

    \u6309\u5f53\u524d\u95ee\u9898\u53ec\u56de\u6700\u76f8\u5173\u7684 3-5 \u6761\u8bb0\u5fc6<\/p>\n

    <\/span><\/p>\n

    \u62fc\u5165\u63d0\u793a\u8bcd<\/p>\n

    <\/span><\/p>\n

    \u751f\u6210\u56de\u590d<\/p>\n

    <\/span><\/p>\n

    \u5fc5\u987b\u505a\u7684\u8bb0\u5fc6\u9057\u5fd8\u673a\u5236<\/h3>\n

    \u4eba\u7684\u8bb0\u5fc6\u662f\u4f1a\u5fd8\u7684，Agent \u4e5f\u4e0d\u80fd\u628a\u6240\u6709\u4fe1\u606f\u90fd\u5b58\u7740，\u4e0d\u7136\u65f6\u95f4\u957f\u4e86\u8bb0\u5fc6\u5e93\u5168\u662f\u5783\u573e\u4fe1\u606f\u3002
    \n\u6211\u4eec\u505a\u4e86\u4e24\u4e2a\u9057\u5fd8\u89c4\u5219：<\/p>\n

  • \u8fc7\u671f\u7684\u4e34\u65f6\u4e8b\u5b9e\u81ea\u52a8\u5220\u9664：\u6bd4\u5982\u7528\u6237\u8bf4\u201c\u6211\u660e\u5929\u8981\u51fa\u5dee\u201d，\u8fd9\u4e2a\u4fe1\u606f\u8fc7\u4e86\u660e\u5929\u5c31\u6ca1\u7528\u4e86，\u81ea\u52a8\u5220\u6389\u3002<\/li>\n
  • \u7528\u6237\u660e\u786e\u8bf4\u201c\u5fd8\u6389\u8fd9\u4e2a\u4e8b\u201d，\u5c31\u7acb\u523b\u628a\u5bf9\u5e94\u7684\u8bb0\u5fc6\u6761\u76ee\u5220\u6389\u3002
    \n\u52a0\u4e0a\u9057\u5fd8\u673a\u5236\u4e4b\u540e，\u8bb0\u5fc6\u5e93\u4e0d\u4f1a\u8d8a\u6765\u8d8a\u81c3\u80bf，\u53ec\u56de\u7684\u5185\u5bb9\u4e5f\u90fd\u662f\u6709\u7528\u7684\u4fe1\u606f，\u51c6\u786e\u7387\u6bd4\u5168\u91cf\u5b58\u50a8\u9ad8\u5f88\u591a\u3002<\/li>\n

    \u4e0b\u9762\u7528\u4e00\u4e2a Python \u793a\u4f8b，\u628a\u300c\u8fc7\u671f\u81ea\u52a8\u5220\u9664\u300d\u548c\u300c\u7528\u6237\u660e\u786e\u5220\u9664\u300d\u8fd9\u4e24\u79cd\u9057\u5fd8\u64cd\u4f5c\u4e32\u8d77\u6765\u770b：<\/p>\n

    from<\/span> typing import<\/span> List,<\/span> Dict
    \nfrom<\/span> datetime import<\/span> datetime,<\/span> timedelta<\/p>\n

    # \u5047\u8bbe\u8fd9\u662f\u4f60\u7684\u5411\u91cf\u6570\u636e\u5e93\u5ba2\u6237\u7aef，\u5c01\u88c5\u4e86\u6309\u6761\u4ef6\u5220\u9664\u7684\u80fd\u529b<\/span>
    \nclass<\/span> VectorDB<\/span>:<\/span>
    \n def<\/span> delete_by_ids<\/span>(<\/span>self,<\/span> ids:<\/span> List[<\/span>str<\/span>]<\/span>)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
    \n # \u5b9e\u9645\u9879\u76ee\u4e2d\u8fd9\u91cc\u4f1a\u8c03\u7528 FAISS \/ Milvus \/ pgvector \u7684 delete \u63a5\u53e3<\/span>
    \n # \u4f8b\u5982：collection.delete(ids=ids)<\/span>
    \n .<\/span>.<\/span>.<\/span><\/p>\n

    def<\/span> delete_by_filter<\/span>(<\/span>self,<\/span> filter_expr:<\/span> str<\/span>)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
    \n # \u6309\u5143\u6570\u636e\u8fc7\u6ee4\u5220\u9664，\u4f8b\u5982\u8fc7\u671f\u65f6\u95f4 < \u5f53\u524d\u65f6\u95f4<\/span>
    \n # \u4f8b\u5982：collection.delete(filter="expire_at < '2026-10-08 00:00:00'")<\/span>
    \n .<\/span>.<\/span>.<\/span><\/p>\n

    def<\/span> auto_delete_expired<\/span>(<\/span>db:<\/span> VectorDB,<\/span> now:<\/span> datetime =<\/span> None<\/span>)<\/span> –<\/span>><\/span> int<\/span>:<\/span>
    \n """
    \n \u89c4\u5219 1：\u8fc7\u671f\u4e34\u65f6\u4e8b\u5b9e\u81ea\u52a8\u5220\u9664\u3002
    \n \u6bcf\u6761\u8bb0\u5fc6\u5728\u5199\u5165\u65f6\u90fd\u5e26\u4e00\u4e2a expire_at \u65f6\u95f4\u6233，
    \n \u5b9a\u671f\u626b\u63cf（\u6bd4\u5982\u6bcf\u5c0f\u65f6\u8dd1\u4e00\u6b21）\u628a\u5df2\u8fc7\u671f\u7684\u6761\u76ee\u5220\u6389\u3002
    \n """<\/span>
    \n now =<\/span> now or<\/span> datetime.<\/span>now(<\/span>)<\/span>
    \n # \u6784\u9020\u8fc7\u6ee4\u8868\u8fbe\u5f0f：\u5220\u9664\u6240\u6709 expire_at \u65e9\u4e8e\u5f53\u524d\u65f6\u95f4\u7684\u8bb0\u5fc6<\/span>
    \n filter_expr =<\/span> f"expire_at < '<\/span>{<\/span>now.<\/span>isoformat(<\/span>)<\/span>}<\/span><\/span>'"<\/span><\/span>
    \n db.<\/span>delete_by_filter(<\/span>filter_expr)<\/span>
    \n # \u5b9e\u9645\u9879\u76ee\u4e2d\u8fd9\u91cc\u4f1a\u8fd4\u56de\u5220\u9664\u6761\u6570，\u4fbf\u4e8e\u8bb0\u5f55\u65e5\u5fd7<\/span>
    \n return<\/span> 0<\/span><\/p>\n

    def<\/span> delete_by_user_request<\/span>(<\/span>db:<\/span> VectorDB,<\/span> memory_id:<\/span> str<\/span>)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
    \n """
    \n \u89c4\u5219 2：\u7528\u6237\u660e\u786e\u8bf4\u201c\u5fd8\u6389\u8fd9\u4e2a\u4e8b\u201d，\u7acb\u523b\u5220\u9664\u5bf9\u5e94\u6761\u76ee\u3002
    \n \u8fd9\u91cc memory_id \u662f\u5411\u91cf\u5e93\u91cc\u8be5\u6761\u8bb0\u5fc6\u7684\u552f\u4e00 id，
    \n \u901a\u5e38\u7531\u53ec\u56de\u65f6\u8fd4\u56de，\u6216\u7531\u7528\u6237\u6307\u8ba4\u7684\u67d0\u6761\u8bb0\u5fc6\u89e3\u6790\u5f97\u5230\u3002
    \n """<\/span>
    \n db.<\/span>delete_by_ids(<\/span>[<\/span>memory_id]<\/span>)<\/span><\/p>\n

    # \u4f7f\u7528\u793a\u610f<\/span>
    \n# 1. \u5b9a\u65f6\u4efb\u52a1\u91cc\u8c03\u7528：auto_delete_expired(db)<\/span>
    \n# 2. \u7528\u6237\u8bf4\u201c\u5fd8\u6389\u6211\u4e0a\u6b21\u8bf4\u7684\u51fa\u5dee\u5b89\u6392\u201d\u65f6：<\/span>
    \n# memory_id = resolve_memory_id_from_user_intent(user_msg, db)<\/span>
    \n# delete_by_user_request(db, memory_id)<\/span><\/p>\n

    \u6838\u5fc3\u903b\u8f91\u5c31\u4e24\u6761：\u4e00\u662f\u7ed9\u6bcf\u6761\u4e34\u65f6\u8bb0\u5fc6\u6253\u4e0a expire_at \u65f6\u95f4\u6233，\u5b9a\u65f6\u628a\u8fc7\u671f\u7684\u6279\u91cf\u5220\u6389；\u4e8c\u662f\u7528\u6237\u660e\u786e\u8981\u6c42\u9057\u5fd8\u65f6，\u76f4\u63a5\u6309\u8bb0\u5fc6 id \u7cbe\u786e\u5220\u9664\u3002\u5220\u9664\u64cd\u4f5c\u90fd\u901a\u8fc7\u5411\u91cf\u6570\u636e\u5e93\u7684 delete \u63a5\u53e3\u5b8c\u6210，\u548c\u5199\u5165\u3001\u53ec\u56de\u5171\u7528\u540c\u4e00\u5957\u5b58\u50a8，\u4fdd\u8bc1\u8bb0\u5fc6\u5e93\u59cb\u7ec8\u5e72\u51c0\u3001\u53ec\u56de\u7ed3\u679c\u59cb\u7ec8\u6709\u6548\u3002<\/p>\n

    \u4e0b\u9762\u662f\u9057\u5fd8\u673a\u5236\u7684\u4e24\u79cd\u89e6\u53d1\u8def\u5f84\u6d41\u7a0b\u56fe：<\/p>\n

    #mermaid-svg-wjKw6go6sCYUBqLO{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-wjKw6go6sCYUBqLO .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-wjKw6go6sCYUBqLO .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-wjKw6go6sCYUBqLO .error-icon{fill:#552222;}#mermaid-svg-wjKw6go6sCYUBqLO .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-wjKw6go6sCYUBqLO .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-wjKw6go6sCYUBqLO .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-wjKw6go6sCYUBqLO .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-wjKw6go6sCYUBqLO .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-wjKw6go6sCYUBqLO .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-wjKw6go6sCYUBqLO .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-wjKw6go6sCYUBqLO .marker{fill:#333333;stroke:#333333;}#mermaid-svg-wjKw6go6sCYUBqLO .marker.cross{stroke:#333333;}#mermaid-svg-wjKw6go6sCYUBqLO svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-wjKw6go6sCYUBqLO p{margin:0;}#mermaid-svg-wjKw6go6sCYUBqLO .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-wjKw6go6sCYUBqLO .cluster-label text{fill:#333;}#mermaid-svg-wjKw6go6sCYUBqLO .cluster-label span{color:#333;}#mermaid-svg-wjKw6go6sCYUBqLO .cluster-label span p{background-color:transparent;}#mermaid-svg-wjKw6go6sCYUBqLO .label text,#mermaid-svg-wjKw6go6sCYUBqLO span{fill:#333;color:#333;}#mermaid-svg-wjKw6go6sCYUBqLO .node rect,#mermaid-svg-wjKw6go6sCYUBqLO .node circle,#mermaid-svg-wjKw6go6sCYUBqLO .node ellipse,#mermaid-svg-wjKw6go6sCYUBqLO .node polygon,#mermaid-svg-wjKw6go6sCYUBqLO .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-wjKw6go6sCYUBqLO .rough-node .label text,#mermaid-svg-wjKw6go6sCYUBqLO .node .label text,#mermaid-svg-wjKw6go6sCYUBqLO .image-shape .label,#mermaid-svg-wjKw6go6sCYUBqLO .icon-shape .label{text-anchor:middle;}#mermaid-svg-wjKw6go6sCYUBqLO .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-wjKw6go6sCYUBqLO .rough-node .label,#mermaid-svg-wjKw6go6sCYUBqLO .node .label,#mermaid-svg-wjKw6go6sCYUBqLO .image-shape .label,#mermaid-svg-wjKw6go6sCYUBqLO .icon-shape .label{text-align:center;}#mermaid-svg-wjKw6go6sCYUBqLO .node.clickable{cursor:pointer;}#mermaid-svg-wjKw6go6sCYUBqLO .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-wjKw6go6sCYUBqLO .arrowheadPath{fill:#333333;}#mermaid-svg-wjKw6go6sCYUBqLO .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-wjKw6go6sCYUBqLO .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-wjKw6go6sCYUBqLO .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-wjKw6go6sCYUBqLO .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-wjKw6go6sCYUBqLO .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-wjKw6go6sCYUBqLO .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-wjKw6go6sCYUBqLO .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-wjKw6go6sCYUBqLO .cluster text{fill:#333;}#mermaid-svg-wjKw6go6sCYUBqLO .cluster span{color:#333;}#mermaid-svg-wjKw6go6sCYUBqLO div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-wjKw6go6sCYUBqLO .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-wjKw6go6sCYUBqLO rect.text{fill:none;stroke-width:0;}#mermaid-svg-wjKw6go6sCYUBqLO .icon-shape,#mermaid-svg-wjKw6go6sCYUBqLO .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-wjKw6go6sCYUBqLO .icon-shape p,#mermaid-svg-wjKw6go6sCYUBqLO .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-wjKw6go6sCYUBqLO .icon-shape .label rect,#mermaid-svg-wjKw6go6sCYUBqLO .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-wjKw6go6sCYUBqLO .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-wjKw6go6sCYUBqLO .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-wjKw6go6sCYUBqLO :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/p>\n

    \u662f<\/p>\n

    <\/span><\/p>\n

    \u5426<\/p>\n

    <\/span><\/span><\/p>\n

    \u662f<\/p>\n

    <\/span><\/p>\n

    \u5426<\/p>\n

    <\/span><\/span><\/span><\/p>\n

    \u8bb0\u5fc6\u5e93\u4e2d\u7684\u6761\u76ee<\/p>\n

    <\/span><\/p>\n

    \u662f\u5426\u8fc7\u671f？expire_at < \u5f53\u524d\u65f6\u95f4<\/p>\n

    <\/span><\/p>\n

    \u81ea\u52a8\u6279\u91cf\u5220\u9664delete_by_filter<\/p>\n

    <\/span><\/p>\n

    \u4fdd\u7559<\/p>\n

    <\/span><\/p>\n

    \u7528\u6237\u662f\u5426\u660e\u786e\u8981\u6c42\u9057\u5fd8？<\/p>\n

    <\/span><\/p>\n

    \u6309\u8bb0\u5fc6 id \u7cbe\u786e\u5220\u9664delete_by_ids<\/p>\n

    <\/span><\/p>\n

    \u7ee7\u7eed\u4fdd\u7559，\u53c2\u4e0e\u540e\u7eed\u53ec\u56de<\/p>\n

    <\/span><\/p>\n

    \u8bb0\u5fc6\u5e93\u4fdd\u6301\u5e72\u51c0\u53ec\u56de\u7ed3\u679c\u59cb\u7ec8\u6709\u6548<\/p>\n

    <\/span><\/p>\n

    \u6027\u80fd\u4e0e\u8fb9\u754c\u6761\u4ef6<\/h4>\n

    \u4e09\u5c42\u5b58\u50a8\u67b6\u6784\u5728\u771f\u5b9e\u573a\u666f\u4e0b\u4f1a\u9047\u5230\u51e0\u4e2a\u5178\u578b\u7684\u6027\u80fd\u74f6\u9888，\u4e0b\u9762\u7ed3\u5408\u5177\u4f53\u6570\u503c\u5206\u6790\u4e00\u4e0b：<\/p>\n

    1. \u5355\u7528\u6237\u5bf9\u8bdd\u8d85\u8fc7 100 \u8f6e\u65f6\u7684\u53ec\u56de\u5ef6\u8fdf\u53d8\u5316<\/p>\n

    \u77ed\u671f\u5de5\u4f5c\u8bb0\u5fc6\u53ea\u4fdd\u7559\u6700\u8fd1 5-10 \u8f6e，\u6240\u4ee5\u5bf9\u8bdd\u8f6e\u6b21\u589e\u52a0\u5e76\u4e0d\u4f1a\u7ebf\u6027\u62d6\u6162\u63d0\u793a\u8bcd\u62fc\u63a5\u2014\u2014\u771f\u6b63\u5f71\u54cd\u5ef6\u8fdf\u7684\u662f\u4e2d\u671f\u4e8b\u5b9e\u8bb0\u5fc6\u7684\u53ec\u56de\u3002\u5f53\u5355\u7528\u6237\u5bf9\u8bdd\u8d85\u8fc7 100 \u8f6e\u65f6，\u5411\u91cf\u5e93\u4e2d\u8be5\u7528\u6237\u7684\u4e8b\u5b9e\u6761\u76ee\u53ef\u80fd\u7d2f\u79ef\u5230 200-500 \u6761\u3002\u6b64\u65f6\u5355\u6b21\u53ec\u56de（top_k=5）\u7684\u5ef6\u8fdf\u901a\u5e38\u5728 20-50ms \u91cf\u7ea7（\u4ee5 FAISS \u7684 IVF \u7d22\u5f15\u3001\u5355\u673a CPU \u4e3a\u4f8b），\u76f8\u6bd4 10 \u8f6e\u4ee5\u5185\u7684 5-15ms \u6709\u660e\u663e\u4e0a\u5347，\u4f46\u4ecd\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u3002\u771f\u6b63\u7684\u98ce\u9669\u5728\u4e8e：\u5982\u679c\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u505a\u4e00\u6b21\u300c\u5199\u5165\u5224\u65ad\u300d\u7684\u5927\u6a21\u578b\u8c03\u7528，100 \u8f6e\u4e0b\u6765\u7d2f\u8ba1\u7684 LLM \u8c03\u7528\u6210\u672c\u4f1a\u663e\u8457\u589e\u52a0\u3002<\/p>\n

    2. \u5411\u91cf\u6570\u636e\u5e93\u6761\u76ee\u8d85\u8fc7 10 \u4e07\u6761\u65f6\u7684\u68c0\u7d22\u6027\u80fd\u74f6\u9888<\/p>\n

    \u5f53\u5168\u5c40\u6761\u76ee\u8d85\u8fc7 10 \u4e07\u6761\u65f6，\u66b4\u529b\u68c0\u7d22（brute-force）\u7684\u5ef6\u8fdf\u4f1a\u98d9\u5347\u5230 200ms \u4ee5\u4e0a，\u5fc5\u987b\u5207\u6362\u7d22\u5f15\u7b56\u7565\u3002\u5efa\u8bae：<\/p>\n

      \n
    • \u4f7f\u7528 IVF-PQ \u6216 HNSW \u7d22\u5f15，10 \u4e07\u6761\u89c4\u6a21\u4e0b\u53ec\u56de\u5ef6\u8fdf\u53ef\u63a7\u5236\u5728 10-30ms；<\/li>\n
    • \u6309\u7528\u6237 ID \u505a\u5206\u533a（partition），\u628a\u68c0\u7d22\u8303\u56f4\u4ece\u300c\u5168\u5e93\u300d\u7f29\u5c0f\u5230\u300c\u8be5\u7528\u6237\u7684\u5b50\u96c6\u300d，\u901a\u5e38\u80fd\u518d\u964d\u4e00\u4e2a\u6570\u91cf\u7ea7；<\/li>\n
    • \u7ed9\u6761\u76ee\u6253\u4e0a user_id \u548c tag \u5143\u6570\u636e，\u53ec\u56de\u65f6\u5148\u7528\u8fc7\u6ee4\u6761\u4ef6\u7f29\u5c0f\u5019\u9009\u96c6，\u518d\u505a\u5411\u91cf\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n

      3. \u77ed\u671f\u5de5\u4f5c\u8bb0\u5fc6\u7a97\u53e3\u5927\u5c0f\u5bf9\u56de\u590d\u8d28\u91cf\u7684\u5f71\u54cd<\/p>\n

      \u7a97\u53e3\u592a\u5c0f（\u6bd4\u5982\u53ea\u4fdd\u7559 3 \u8f6e），Agent \u5bb9\u6613\u4e22\u5931\u5f53\u524d\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587，\u56de\u590d\u663e\u5f97\u300c\u65ad\u7247\u300d；\u7a97\u53e3\u592a\u5927（\u6bd4\u5982 20 \u8f6e\u4ee5\u4e0a），\u4e00\u65b9\u9762\u63d0\u793a\u8bcd\u53d8\u957f\u3001\u5355\u6b21\u63a8\u7406\u5ef6\u8fdf\u548c\u6210\u672c\u4e0a\u5347，\u53e6\u4e00\u65b9\u9762\u4f1a\u89e6\u53d1\u957f\u4e0a\u4e0b\u6587\u6ce8\u610f\u529b\u8870\u51cf，\u524d\u9762\u7684\u4fe1\u606f\u53cd\u800c\u88ab\u7a00\u91ca\u3002\u7ecf\u9a8c\u503c：5-10 \u8f6e\u662f\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u533a\u95f4，\u65e2\u80fd\u8986\u76d6\u5927\u591a\u6570\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587，\u53c8\u4e0d\u4f1a\u660e\u663e\u62d6\u6162\u63a8\u7406\u3002\u5982\u679c\u4efb\u52a1\u786e\u5b9e\u9700\u8981\u66f4\u957f\u7684\u4e0a\u4e0b\u6587，\u5efa\u8bae\u628a\u5173\u952e\u4fe1\u606f\u63d0\u524d\u6c89\u6dc0\u5230\u4e2d\u671f\u4e8b\u5b9e\u8bb0\u5fc6，\u800c\u4e0d\u662f\u65e0\u9650\u6269\u5927\u7a97\u53e3\u3002<\/p>\n

      4. \u9057\u5fd8\u673a\u5236\u5b9a\u65f6\u626b\u63cf\u9891\u7387\u4e0e\u7cfb\u7edf\u5f00\u9500\u7684\u5e73\u8861<\/p>\n

      \u8fc7\u671f\u626b\u63cf\u592a\u9891\u7e41（\u6bd4\u5982\u6bcf\u5206\u949f\u4e00\u6b21），\u4f1a\u53cd\u590d\u89e6\u53d1\u5411\u91cf\u5e93\u7684\u8fc7\u6ee4\u5220\u9664，\u5360\u7528\u6570\u636e\u5e93\u8fde\u63a5\u548c IO；\u592a\u7a00\u758f（\u6bd4\u5982\u6bcf\u5929\u4e00\u6b21），\u4e34\u65f6\u4e8b\u5b9e\u4f1a\u6b8b\u7559\u8f83\u4e45，\u53ec\u56de\u65f6\u53ef\u80fd\u62fc\u5165\u5df2\u5931\u6548\u7684\u4fe1\u606f\u3002\u5efa\u8bae：<\/p>\n

        \n
      • \u4e34\u65f6\u4e8b\u5b9e\u7684 expire_at \u7c92\u5ea6\u6309\u5c0f\u65f6\u8bbe\u7f6e，\u626b\u63cf\u9891\u7387\u8bbe\u4e3a\u6bcf\u5c0f\u65f6\u4e00\u6b21，\u4e0e\u8fc7\u671f\u7c92\u5ea6\u5bf9\u9f50；<\/li>\n
      • \u626b\u63cf\u65f6\u7528\u300c\u6279\u91cf\u8fc7\u6ee4\u5220\u9664\u300d\u800c\u975e\u9010\u6761\u5220\u9664，\u5355\u6b21\u5220\u9664 1000 \u6761\u4ee5\u5185\u7684\u5f00\u9500\u901a\u5e38\u5728\u51e0\u5341\u6beb\u79d2；<\/li>\n
      • \u628a\u626b\u63cf\u653e\u5230\u4f4e\u5cf0\u65f6\u6bb5（\u5982\u51cc\u6668），\u907f\u514d\u4e0e\u7528\u6237\u8bf7\u6c42\u9ad8\u5cf0\u4e89\u62a2\u6570\u636e\u5e93\u8d44\u6e90\u3002<\/li>\n<\/ul>\n

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