{"id":101648,"date":"2026-09-07T05:41:08","date_gmt":"2026-09-06T21:41:08","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/101648.html"},"modified":"2026-09-07T05:41:08","modified_gmt":"2026-09-06T21:41:08","slug":"ag-17_%e8%ae%b0%e5%bf%86%e4%b8%8e%e7%bc%93%e5%ad%98%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/101648.html","title":{"rendered":"AG-17_\u8bb0\u5fc6\u4e0e\u7f13\u5b58\u7cfb\u7edf\u8bbe\u8ba1"},"content":{"rendered":"

\u8bb0\u5fc6\u4e0e\u7f13\u5b58\u7cfb\u7edf\u8bbe\u8ba1<\/h2>\n

Agent \u7684\u8bb0\u5fc6\u4e0d\u662f\u4e00\u5757\u94c1\u677f\u2014\u2014\u5b83\u662f\u5206\u5c42\u7684，\u50cf\u91d1\u5b57\u5854\u4e00\u6837，\u6bcf\u4e00\u5c42\u6709\u4e0d\u540c\u7684\u5bb9\u91cf\u3001\u901f\u5ea6\u548c\u6301\u4e45\u6027\u3002<\/p>\n

\u524d\u8a00<\/h3>\n

\u5982\u679c\u628a AI Agent \u6bd4\u4f5c\u4e00\u4e2a\u4eba，\u90a3\u4e48\u8bb0\u5fc6\u7cfb\u7edf\u5c31\u662f\u5b83\u7684"\u5927\u8111"\u3002\u4f46\u4eba\u7684\u8bb0\u5fc6\u4e0d\u662f\u5355\u4e00\u7684\u5b58\u50a8\u7cfb\u7edf\u2014\u2014\u6211\u4eec\u6709\u77ac\u65f6\u8bb0\u5fc6（\u89c6\u89c9\u6682\u7559）\u3001\u5de5\u4f5c\u8bb0\u5fc6（\u5f53\u524d\u601d\u8003\u7684\u5185\u5bb9）\u3001\u77ed\u671f\u8bb0\u5fc6（\u4eca\u5929\u53d1\u751f\u7684\u4e8b）\u548c\u957f\u671f\u8bb0\u5fc6（\u7ae5\u5e74\u7ecf\u5386）\u3002Agent \u7684\u8bb0\u5fc6\u7cfb\u7edf\u4e5f\u9700\u8981\u7c7b\u4f3c\u7684\u5206\u5c42\u8bbe\u8ba1\u3002<\/p>\n

\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8 Agent \u8bb0\u5fc6\u4e0e\u7f13\u5b58\u7cfb\u7edf\u7684\u4e09\u5c42\u67b6\u6784：\u77ed\u671f Prompt Cache\u3001\u4e2d\u671f\u4f1a\u8bdd\u5185\u7f13\u5b58 \u548c \u957f\u671f\u8de8\u4f1a\u8bdd\u6301\u4e45\u5316\u3002\u6211\u4eec\u5c06\u4ece Anthropic \u7684 Prompt Caching \u673a\u5236\u51fa\u53d1，\u9010\u6b65\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u591a\u7ea7\u7f13\u5b58\u7cfb\u7edf，\u5e76\u8ba8\u8bba\u7f13\u5b58\u5931\u6548\u7b56\u7565\u8fd9\u4e00\u6838\u5fc3\u5de5\u7a0b\u95ee\u9898\u3002<\/p>\n

Agent \u8bb0\u5fc6\u7684\u9700\u6c42\u5c42\u6b21<\/h3>\n

\"Agent<\/p>\n

\u4e09\u5c42\u8bb0\u5fc6\u6a21\u578b<\/h4>\n

\u501f\u9274\u8ba4\u77e5\u5fc3\u7406\u5b66\u7684\u8bb0\u5fc6\u5206\u5c42\u7406\u8bba，Agent \u7684\u8bb0\u5fc6\u7cfb\u7edf\u53ef\u4ee5\u5206\u4e3a\u4e09\u5c42：<\/p>\n

#mermaid-svg-Obww1v5KviSQDuIA{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-Obww1v5KviSQDuIA .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-Obww1v5KviSQDuIA .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-Obww1v5KviSQDuIA .error-icon{fill:#552222;}#mermaid-svg-Obww1v5KviSQDuIA .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-Obww1v5KviSQDuIA .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-Obww1v5KviSQDuIA .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-Obww1v5KviSQDuIA .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-Obww1v5KviSQDuIA .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-Obww1v5KviSQDuIA .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-Obww1v5KviSQDuIA .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-Obww1v5KviSQDuIA .marker{fill:#333333;stroke:#333333;}#mermaid-svg-Obww1v5KviSQDuIA .marker.cross{stroke:#333333;}#mermaid-svg-Obww1v5KviSQDuIA svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-Obww1v5KviSQDuIA p{margin:0;}#mermaid-svg-Obww1v5KviSQDuIA .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-Obww1v5KviSQDuIA .cluster-label text{fill:#333;}#mermaid-svg-Obww1v5KviSQDuIA .cluster-label span{color:#333;}#mermaid-svg-Obww1v5KviSQDuIA .cluster-label span p{background-color:transparent;}#mermaid-svg-Obww1v5KviSQDuIA .label text,#mermaid-svg-Obww1v5KviSQDuIA span{fill:#333;color:#333;}#mermaid-svg-Obww1v5KviSQDuIA .node rect,#mermaid-svg-Obww1v5KviSQDuIA .node circle,#mermaid-svg-Obww1v5KviSQDuIA .node ellipse,#mermaid-svg-Obww1v5KviSQDuIA .node polygon,#mermaid-svg-Obww1v5KviSQDuIA .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-Obww1v5KviSQDuIA .rough-node .label text,#mermaid-svg-Obww1v5KviSQDuIA .node .label text,#mermaid-svg-Obww1v5KviSQDuIA .image-shape .label,#mermaid-svg-Obww1v5KviSQDuIA .icon-shape .label{text-anchor:middle;}#mermaid-svg-Obww1v5KviSQDuIA .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-Obww1v5KviSQDuIA .rough-node .label,#mermaid-svg-Obww1v5KviSQDuIA .node .label,#mermaid-svg-Obww1v5KviSQDuIA .image-shape .label,#mermaid-svg-Obww1v5KviSQDuIA .icon-shape .label{text-align:center;}#mermaid-svg-Obww1v5KviSQDuIA .node.clickable{cursor:pointer;}#mermaid-svg-Obww1v5KviSQDuIA .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-Obww1v5KviSQDuIA .arrowheadPath{fill:#333333;}#mermaid-svg-Obww1v5KviSQDuIA .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-Obww1v5KviSQDuIA .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-Obww1v5KviSQDuIA .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Obww1v5KviSQDuIA .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-Obww1v5KviSQDuIA .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Obww1v5KviSQDuIA .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-Obww1v5KviSQDuIA .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-Obww1v5KviSQDuIA .cluster text{fill:#333;}#mermaid-svg-Obww1v5KviSQDuIA .cluster span{color:#333;}#mermaid-svg-Obww1v5KviSQDuIA 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-Obww1v5KviSQDuIA .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-Obww1v5KviSQDuIA rect.text{fill:none;stroke-width:0;}#mermaid-svg-Obww1v5KviSQDuIA .icon-shape,#mermaid-svg-Obww1v5KviSQDuIA .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Obww1v5KviSQDuIA .icon-shape p,#mermaid-svg-Obww1v5KviSQDuIA .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-Obww1v5KviSQDuIA .icon-shape .label rect,#mermaid-svg-Obww1v5KviSQDuIA .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Obww1v5KviSQDuIA .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-Obww1v5KviSQDuIA .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-Obww1v5KviSQDuIA :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

\u68c0\u7d22<\/p>\n

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

\u52a0\u8f7d<\/p>\n

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

\u77ed\u671f\u8bb0\u5fc6 Short-term<\/p>\n

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

Prompt Cache<\/p>\n

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

KV Cache<\/p>\n

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

token \u7f13\u5b58<\/p>\n

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

\u4e2d\u671f\u8bb0\u5fc6 Medium-term<\/p>\n

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

\u5de5\u5177\u7ed3\u679c\u7f13\u5b58<\/p>\n

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

\u4e2d\u95f4\u8ba1\u7b97<\/p>\n

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

\u4f1a\u8bdd\u4e0a\u4e0b\u6587<\/p>\n

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

\u957f\u671f\u8bb0\u5fc6 Long-term<\/p>\n

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

\u7528\u6237\u504f\u597d<\/p>\n

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

\u5386\u53f2\u4ea4\u4e92<\/p>\n

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

\u77e5\u8bc6\u79ef\u7d2f<\/p>\n

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

\u6bcf\u4e00\u5c42\u7684\u8bbf\u95ee\u6a21\u5f0f\u3001\u5bb9\u91cf\u9650\u5236\u548c\u5931\u6548\u7b56\u7565\u90fd\u622a\u7136\u4e0d\u540c：<\/p>\n\n\u5c42\u7ea7\u5bb9\u91cf\u5ef6\u8fdf\u6301\u4e45\u6027\u5178\u578b\u7528\u9014<\/tr>\n\n\n\n\n
\u77ed\u671f Prompt Cache<\/td>\n~100KB tokens<\/td>\n<100ms<\/td>\n\u5206\u949f\u7ea7<\/td>\n\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u5b9a\u4e49<\/td>\n<\/tr>\n
\u4e2d\u671f\u4f1a\u8bdd\u7f13\u5b58<\/td>\n~10MB<\/td>\n<10ms<\/td>\n\u4f1a\u8bdd\u7ea7<\/td>\n\u5de5\u5177\u8f93\u51fa\u3001\u4e2d\u95f4\u7ed3\u679c<\/td>\n<\/tr>\n
\u957f\u671f\u6301\u4e45\u5316\u5b58\u50a8<\/td>\n~GB\u7ea7<\/td>\n<100ms<\/td>\n\u6c38\u4e45<\/td>\n\u7528\u6237\u753b\u50cf\u3001\u5386\u53f2\u8bb0\u5f55<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e3a\u4ec0\u4e48\u9700\u8981\u5206\u5c42？<\/h4>\n

\u5355\u5c42\u7f13\u5b58\u65e0\u6cd5\u6ee1\u8db3 Agent \u7684\u591a\u6837\u5316\u9700\u6c42\u3002\u8003\u8651\u4ee5\u4e0b\u573a\u666f：<\/p>\n

  • \u91cd\u590d\u5de5\u5177\u8c03\u7528：Agent \u5728\u4e00\u6b21\u4f1a\u8bdd\u4e2d\u591a\u6b21\u8bfb\u53d6\u540c\u4e00\u4e2a\u6587\u4ef6，\u7b2c\u4e8c\u6b21\u5e94\u8be5\u8d70\u7f13\u5b58<\/li>\n
  • \u7cfb\u7edf\u63d0\u793a\u8bcd\u590d\u7528：\u6bcf\u6b21 API \u8c03\u7528\u90fd\u53d1\u9001\u76f8\u540c\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd，\u5e94\u8be5\u5229\u7528 Prompt Cache<\/li>\n
  • \u7528\u6237\u504f\u597d\u8bb0\u5fc6：\u7528\u6237\u544a\u8bc9 Agent \u201c\u6211\u559c\u6b22\u7528 TypeScript\u201d，\u4e0b\u6b21\u4f1a\u8bdd\u5e94\u8be5\u8bb0\u4f4f<\/li>\n

    \u8fd9\u4e09\u4e2a\u573a\u666f\u5206\u522b\u5bf9\u5e94\u4e09\u4e2a\u4e0d\u540c\u7684\u7f13\u5b58\u5c42\u7ea7，\u4f7f\u7528\u4e0d\u540c\u7684\u5b58\u50a8\u4ecb\u8d28\u548c\u5931\u6548\u7b56\u7565\u3002<\/p>\n

    \u77ed\u671f\u7f13\u5b58：Prompt Cache<\/h3>\n

    \"\u77ed\u671f\u7f13\u5b58\uff1aPrompt<\/p>\n

    Anthropic Prompt Caching \u673a\u5236<\/h4>\n

    Anthropic \u5728 2024 \u5e74\u63a8\u51fa\u4e86 Prompt Caching \u529f\u80fd，\u5141\u8bb8\u5f00\u53d1\u8005\u6807\u8bb0\u6d88\u606f\u4e2d\u7684\u9759\u6001\u90e8\u5206\u8fdb\u884c\u7f13\u5b58\u3002\u88ab\u7f13\u5b58\u7684\u524d\u7f00（prefix）\u5728\u540e\u7eed\u8bf7\u6c42\u4e2d\u65e0\u9700\u91cd\u65b0\u5904\u7406，\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u9996 token \u5ef6\u8fdf（TTFT）\u548c\u6210\u672c\u3002<\/p>\n

    Prompt Cache \u7684\u5de5\u4f5c\u539f\u7406\u57fa\u4e8e\u4e00\u4e2a\u5173\u952e\u89c2\u5bdf：Transformer \u6a21\u578b\u7684 KV Cache \u53ef\u4ee5\u8de8\u8bf7\u6c42\u590d\u7528\u3002\u5f53\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u5de5\u5177\u5b9a\u4e49\u5728\u591a\u6b21\u8bf7\u6c42\u4e2d\u4fdd\u6301\u4e0d\u53d8\u65f6，\u6a21\u578b\u4e0d\u9700\u8981\u91cd\u65b0\u8ba1\u7b97\u8fd9\u4e9b token \u7684\u6ce8\u610f\u529b\u72b6\u6001\u3002<\/p>\n

    from<\/span> anthropic import<\/span> Anthropic<\/p>\n

    client =<\/span> Anthropic(<\/span>)<\/span><\/p>\n

    # Prompt Cache \u7684\u6838\u5fc3\u7528\u6cd5：\u6807\u8bb0\u9759\u6001\u524d\u7f00<\/span>
    \nresponse =<\/span> client.<\/span>messages.<\/span>create(<\/span>
    \n model=<\/span>"claude-sonnet-4-20250514"<\/span>,<\/span>
    \n max_tokens=<\/span>1024<\/span>,<\/span>
    \n system=<\/span>[<\/span>
    \n {<\/span>
    \n "type"<\/span>:<\/span> "text"<\/span>,<\/span>
    \n "text"<\/span>:<\/span> "\u4f60\u662f\u4e00\u4e2a\u4ee3\u7801\u5206\u6790\u52a9\u624b\u3002\u4f60\u7684\u4efb\u52a1\u662f\u5206\u6790\u7528\u6237\u63d0\u4f9b\u7684\u4ee3\u7801…"<\/span> *<\/span> 100<\/span>,<\/span>
    \n # cache_control \u6807\u8bb0\u6b64\u6bb5\u4e3a\u53ef\u7f13\u5b58<\/span>
    \n # Anthropic \u4f1a\u81ea\u52a8\u7f13\u5b58\u6b64\u524d\u7f00，\u540e\u7eed\u8bf7\u6c42\u590d\u7528<\/span>
    \n "cache_control"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "ephemeral"<\/span>}<\/span>
    \n }<\/span>
    \n ]<\/span>,<\/span>
    \n tools=<\/span>[<\/span>
    \n {<\/span>
    \n "name"<\/span>:<\/span> "read_file"<\/span>,<\/span>
    \n "description"<\/span>:<\/span> "\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9"<\/span>,<\/span>
    \n "input_schema"<\/span>:<\/span> {<\/span>
    \n "type"<\/span>:<\/span> "object"<\/span>,<\/span>
    \n "properties"<\/span>:<\/span> {<\/span>"path"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>}<\/span>}<\/span>,<\/span>
    \n "required"<\/span>:<\/span> [<\/span>"path"<\/span>]<\/span>
    \n }<\/span>,<\/span>
    \n # \u5de5\u5177\u5b9a\u4e49\u4e5f\u53ef\u4ee5\u7f13\u5b58，\u901a\u5e38\u5360token\u6bd4\u4f8b\u4e0d\u5c0f<\/span>
    \n "cache_control"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "ephemeral"<\/span>}<\/span>
    \n }<\/span>
    \n ]<\/span>,<\/span>
    \n messages=<\/span>[<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> "\u5206\u6790 main.py"<\/span>}<\/span>]<\/span>
    \n)<\/span><\/p>\n

    # \u4ece\u54cd\u5e94\u4e2d\u53ef\u4ee5\u770b\u5230\u7f13\u5b58\u547d\u4e2d\u60c5\u51b5<\/span>
    \nprint<\/span>(<\/span>f"Cache creation: <\/span>{<\/span>response.<\/span>usage.<\/span>cache_creation_input_tokens}<\/span><\/span>"<\/span><\/span>)<\/span>
    \nprint<\/span>(<\/span>f"Cache read: <\/span>{<\/span>response.<\/span>usage.<\/span>cache_read_input_tokens}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    Prompt Cache \u7684\u547d\u4e2d\u7b56\u7565<\/h4>\n

    Prompt Cache \u7684\u547d\u4e2d\u6709\u4e00\u4e2a\u91cd\u8981\u7ea6\u675f：\u7f13\u5b58\u524d\u7f00\u5fc5\u987b\u5b8c\u5168\u5339\u914d\u3002\u8fd9\u610f\u5473\u7740：<\/p>\n

      \n
    • \u7cfb\u7edf\u63d0\u793a\u8bcd\u5fc5\u987b\u9010\u5b57\u8282\u76f8\u540c<\/li>\n
    • \u5de5\u5177\u5b9a\u4e49\u7684\u987a\u5e8f\u548c\u5185\u5bb9\u4e0d\u80fd\u6539\u53d8<\/li>\n
    • \u53ea\u6709\u524d\u7f00\u90e8\u5206\u53ef\u4ee5\u7f13\u5b58，\u4e2d\u95f4\u7684\u53d8\u66f4\u4f1a\u5bfc\u81f4\u540e\u7eed\u7f13\u5b58\u5931\u6548<\/li>\n<\/ul>\n

      \u56e0\u6b64，\u6700\u4f73\u5b9e\u8df5\u662f\u5c06\u4e0d\u53d8\u7684\u5185\u5bb9\u653e\u5728\u6d88\u606f\u5e8f\u5217\u7684\u6700\u524d\u9762，\u5c06\u53d8\u5316\u7684\u5185\u5bb9（\u5982\u7528\u6237\u6d88\u606f）\u653e\u5728\u6700\u540e\u9762\u3002<\/p>\n

      \u7f13\u5b58\u6210\u672c\u5206\u6790<\/h4>\n

      Prompt Cache \u5e76\u975e\u514d\u8d39\u3002Anthropic \u7684\u5b9a\u4ef7\u6a21\u578b\u662f：<\/p>\n

        \n
      • \u7f13\u5b58\u5199\u5165（\u9996\u6b21\u521b\u5efa）：\u6bd4\u666e\u901a\u8f93\u5165 token \u8d35 25%<\/li>\n
      • \u7f13\u5b58\u8bfb\u53d6（\u547d\u4e2d）：\u6bd4\u666e\u901a\u8f93\u5165 token \u4fbf\u5b9c 90%<\/li>\n
      • \u7f13\u5b58 TTL：\u9ed8\u8ba4 5 \u5206\u949f，\u53ef\u914d\u7f6e<\/li>\n<\/ul>\n

        \u8fd9\u610f\u5473\u7740\u53ea\u6709\u5f53\u540c\u4e00\u524d\u7f00\u88ab\u591a\u6b21\u8bf7\u6c42\u65f6，\u7f13\u5b58\u624d\u6709\u6536\u76ca\u3002\u5bf9\u4e8e\u5178\u578b\u7684 Agent \u4f1a\u8bdd（10+ \u8f6e\u5bf9\u8bdd），Prompt Cache \u51e0\u4e4e\u603b\u662f\u5212\u7b97\u7684\u3002<\/p>\n

        \u4e2d\u671f\u7f13\u5b58：\u4f1a\u8bdd\u5185\u7f13\u5b58<\/h3>\n

        \"\u4e2d\u671f\u7f13\u5b58\uff1a\u4f1a\u8bdd\u5185\u7f13\u5b58\"<\/p>\n

        \u5de5\u5177\u7ed3\u679c\u7f13\u5b58<\/h4>\n

        \u5728\u4e00\u6b21 Agent \u4f1a\u8bdd\u4e2d，\u540c\u4e00\u4e2a\u5de5\u5177\u53ef\u80fd\u88ab\u591a\u6b21\u8c03\u7528\u3002\u4f8b\u5982，Agent \u53ef\u80fd\u5728\u5206\u6790\u4ee3\u7801\u65f6\u591a\u6b21\u8bfb\u53d6\u540c\u4e00\u4e2a\u6587\u4ef6\u3002\u5982\u679c\u6bcf\u6b21\u90fd\u91cd\u65b0\u6267\u884c\u5de5\u5177\u8c03\u7528，\u4e0d\u4ec5\u6d6a\u8d39\u65f6\u95f4，\u8fd8\u53ef\u80fd\u56e0\u4e3a\u6587\u4ef6\u5728\u4e24\u6b21\u8bfb\u53d6\u4e4b\u95f4\u88ab\u4fee\u6539\u800c\u5bfc\u81f4\u4e0d\u4e00\u81f4\u3002<\/p>\n

        \u5de5\u5177\u7ed3\u679c\u7f13\u5b58\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898：\u540c\u4e00\u4e2a\u5de5\u5177\u3001\u76f8\u540c\u7684\u8f93\u5165\u53c2\u6570，\u5728\u4e00\u6b21\u4f1a\u8bdd\u5185\u53ea\u6267\u884c\u4e00\u6b21\u3002<\/p>\n

        import<\/span> hashlib
        \nimport<\/span> json
        \nimport<\/span> time
        \nfrom<\/span> typing import<\/span> Any,<\/span> Dict,<\/span> Optional
        \nfrom<\/span> dataclasses import<\/span> dataclass,<\/span> field<\/p>\n

        @dataclass<\/span>
        \nclass<\/span> CacheEntry<\/span>:<\/span>
        \n """\u7f13\u5b58\u6761\u76ee – \u5b58\u50a8\u5355\u6b21\u5de5\u5177\u8c03\u7528\u7684\u7ed3\u679c"""<\/span>
        \n key:<\/span> str<\/span> # \u7f13\u5b58\u952e（\u5de5\u5177\u540d + \u53c2\u6570\u54c8\u5e0c）<\/span>
        \n value:<\/span> Any # \u7f13\u5b58\u503c（\u5de5\u5177\u8f93\u51fa）<\/span>
        \n created_at:<\/span> float<\/span> # \u521b\u5efa\u65f6\u95f4\u6233<\/span>
        \n ttl:<\/span> int<\/span> # \u751f\u5b58\u65f6\u95f4（\u79d2）<\/span>
        \n hit_count:<\/span> int<\/span> =<\/span> 0<\/span> # \u547d\u4e2d\u6b21\u6570，\u7528\u4e8e LRU\/LFU \u6dd8\u6c70<\/span>
        \n size_bytes:<\/span> int<\/span> =<\/span> 0<\/span> # \u6761\u76ee\u5927\u5c0f，\u7528\u4e8e\u5bb9\u91cf\u7ba1\u7406<\/span><\/p>\n

        def<\/span> is_expired<\/span>(<\/span>self)<\/span> –<\/span>><\/span> bool<\/span>:<\/span>
        \n """\u68c0\u67e5\u7f13\u5b58\u662f\u5426\u8fc7\u671f"""<\/span>
        \n return<\/span> time.<\/span>time(<\/span>)<\/span> –<\/span> self.<\/span>created_at ><\/span> self.<\/span>ttl<\/p>\n

        class<\/span> ToolResultCache<\/span>:<\/span>
        \n """\u5de5\u5177\u7ed3\u679c\u7f13\u5b58 – \u4f1a\u8bdd\u7ea7\u522b\u7684\u5de5\u5177\u8f93\u51fa\u7f13\u5b58"""<\/span><\/p>\n

        def<\/span> __init__<\/span>(<\/span>self,<\/span> max_size_mb:<\/span> int<\/span> =<\/span> 50<\/span>,<\/span> default_ttl:<\/span> int<\/span> =<\/span> 600<\/span>)<\/span>:<\/span>
        \n self.<\/span>cache:<\/span> Dict[<\/span>str<\/span>,<\/span> CacheEntry]<\/span> =<\/span> {<\/span>}<\/span>
        \n self.<\/span>max_size_bytes =<\/span> max_size_mb *<\/span> 1024<\/span> *<\/span> 1024<\/span>
        \n self.<\/span>default_ttl =<\/span> default_ttl
        \n self.<\/span>current_size =<\/span> 0<\/span>
        \n self.<\/span>stats =<\/span> {<\/span>'hits'<\/span>:<\/span> 0<\/span>,<\/span> 'misses'<\/span>:<\/span> 0<\/span>,<\/span> 'evictions'<\/span>:<\/span> 0<\/span>}<\/span><\/p>\n

        def<\/span> _make_key<\/span>(<\/span>self,<\/span> tool_name:<\/span> str<\/span>,<\/span> params:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
        \n """\u751f\u6210\u7f13\u5b58\u952e – \u5de5\u5177\u540d + \u53c2\u6570\u7684\u786e\u5b9a\u6027\u54c8\u5e0c"""<\/span>
        \n # \u5bf9\u53c2\u6570\u6392\u5e8f\u4ee5\u4fdd\u8bc1\u76f8\u540c\u53c2\u6570\u4ea7\u751f\u76f8\u540c\u7684\u952e<\/span>
        \n param_str =<\/span> json.<\/span>dumps(<\/span>params,<\/span> sort_keys=<\/span>True<\/span>,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span>
        \n hash_val =<\/span> hashlib.<\/span>sha256(<\/span>f"<\/span>{<\/span>tool_name}<\/span><\/span>:<\/span>{<\/span>param_str}<\/span><\/span>"<\/span><\/span>.<\/span>encode(<\/span>)<\/span>)<\/span>.<\/span>hexdigest(<\/span>)<\/span>[<\/span>:<\/span>16<\/span>]<\/span>
        \n return<\/span> f"<\/span>{<\/span>tool_name}<\/span><\/span>:<\/span>{<\/span>hash_val}<\/span><\/span>"<\/span><\/span><\/p>\n

        def<\/span> get<\/span>(<\/span>self,<\/span> tool_name:<\/span> str<\/span>,<\/span> params:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>)<\/span> –<\/span>><\/span> Optional[<\/span>Any]<\/span>:<\/span>
        \n """\u67e5\u8be2\u7f13\u5b58 – \u8fd4\u56de None \u8868\u793a\u672a\u547d\u4e2d"""<\/span>
        \n key =<\/span> self.<\/span>_make_key(<\/span>tool_name,<\/span> params)<\/span>
        \n entry =<\/span> self.<\/span>cache.<\/span>get(<\/span>key)<\/span><\/p>\n

        if<\/span> entry is<\/span> None<\/span>:<\/span>
        \n self.<\/span>stats[<\/span>'misses'<\/span>]<\/span> +=<\/span> 1<\/span>
        \n return<\/span> None<\/span><\/p>\n

        if<\/span> entry.<\/span>is_expired(<\/span>)<\/span>:<\/span>
        \n # \u8fc7\u671f\u6761\u76ee，\u5220\u9664\u5e76\u8fd4\u56de\u672a\u547d\u4e2d<\/span>
        \n self.<\/span>_remove_entry(<\/span>key)<\/span>
        \n self.<\/span>stats[<\/span>'misses'<\/span>]<\/span> +=<\/span> 1<\/span>
        \n return<\/span> None<\/span><\/p>\n

        # \u547d\u4e2d！\u66f4\u65b0\u547d\u4e2d\u8ba1\u6570<\/span>
        \n entry.<\/span>hit_count +=<\/span> 1<\/span>
        \n self.<\/span>stats[<\/span>'hits'<\/span>]<\/span> +=<\/span> 1<\/span>
        \n return<\/span> entry.<\/span>value<\/p>\n

        def<\/span> put<\/span>(<\/span>self,<\/span> tool_name:<\/span> str<\/span>,<\/span> params:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>,<\/span>
        \n result:<\/span> Any,<\/span> ttl:<\/span> Optional[<\/span>int<\/span>]<\/span> =<\/span> None<\/span>)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
        \n """\u5199\u5165\u7f13\u5b58 – \u5e26\u5bb9\u91cf\u7ba1\u7406\u548c\u81ea\u52a8\u6dd8\u6c70"""<\/span>
        \n key =<\/span> self.<\/span>_make_key(<\/span>tool_name,<\/span> params)<\/span>
        \n value_bytes =<\/span> len<\/span>(<\/span>json.<\/span>dumps(<\/span>result,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span>.<\/span>encode(<\/span>'utf-8'<\/span>)<\/span>)<\/span><\/p>\n

        # \u5982\u679c\u5355\u6761\u7ed3\u679c\u8d85\u8fc7\u7f13\u5b58\u603b\u5bb9\u91cf\u7684 20%，\u4e0d\u7f13\u5b58<\/span>
        \n if<\/span> value_bytes ><\/span> self.<\/span>max_size_bytes *<\/span> 0.2<\/span>:<\/span>
        \n return<\/span><\/p>\n

        # \u5bb9\u91cf\u4e0d\u8db3\u65f6\u6267\u884c\u6dd8\u6c70<\/span>
        \n while<\/span> self.<\/span>current_size +<\/span> value_bytes ><\/span> self.<\/span>max_size_bytes:<\/span>
        \n self.<\/span>_evict_lfu(<\/span>)<\/span> # \u4f7f\u7528 LFU（\u6700\u4e0d\u7ecf\u5e38\u4f7f\u7528）\u6dd8\u6c70\u7b56\u7565<\/span><\/p>\n

        entry =<\/span> CacheEntry(<\/span>
        \n key=<\/span>key,<\/span>
        \n value=<\/span>result,<\/span>
        \n created_at=<\/span>time.<\/span>time(<\/span>)<\/span>,<\/span>
        \n ttl=<\/span>ttl or<\/span> self.<\/span>default_ttl,<\/span>
        \n size_bytes=<\/span>value_bytes
        \n )<\/span>
        \n self.<\/span>cache[<\/span>key]<\/span> =<\/span> entry
        \n self.<\/span>current_size +=<\/span> value_bytes<\/p>\n

        def<\/span> _evict_lfu<\/span>(<\/span>self)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
        \n """LFU \u6dd8\u6c70 – \u79fb\u9664\u547d\u4e2d\u6b21\u6570\u6700\u5c11\u7684\u6761\u76ee"""<\/span>
        \n if<\/span> not<\/span> self.<\/span>cache:<\/span>
        \n return<\/span>
        \n # \u627e\u5230\u547d\u4e2d\u6b21\u6570\u6700\u5c11\u7684\u6761\u76ee<\/span>
        \n lfu_key =<\/span> min<\/span>(<\/span>self.<\/span>cache,<\/span> key=<\/span>lambda<\/span> k:<\/span> self.<\/span>cache[<\/span>k]<\/span>.<\/span>hit_count)<\/span>
        \n self.<\/span>_remove_entry(<\/span>lfu_key)<\/span>
        \n self.<\/span>stats[<\/span>'evictions'<\/span>]<\/span> +=<\/span> 1<\/span><\/p>\n

        def<\/span> _remove_entry<\/span>(<\/span>self,<\/span> key:<\/span> str<\/span>)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
        \n """\u79fb\u9664\u7f13\u5b58\u6761\u76ee\u5e76\u66f4\u65b0\u5927\u5c0f\u7edf\u8ba1"""<\/span>
        \n entry =<\/span> self.<\/span>cache.<\/span>pop(<\/span>key,<\/span> None<\/span>)<\/span>
        \n if<\/span> entry:<\/span>
        \n self.<\/span>current_size -=<\/span> entry.<\/span>size_bytes<\/p>\n

        def<\/span> invalidate<\/span>(<\/span>self,<\/span> tool_name:<\/span> str<\/span>,<\/span> params:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>)<\/span> –<\/span>><\/span> bool<\/span>:<\/span>
        \n """\u624b\u52a8\u5931\u6548 – \u5f53\u5df2\u77e5\u6570\u636e\u6e90\u53d8\u5316\u65f6\u8c03\u7528"""<\/span>
        \n key =<\/span> self.<\/span>_make_key(<\/span>tool_name,<\/span> params)<\/span>
        \n if<\/span> key in<\/span> self.<\/span>cache:<\/span>
        \n self.<\/span>_remove_entry(<\/span>key)<\/span>
        \n return<\/span> True<\/span>
        \n return<\/span> False<\/span><\/p>\n

        def<\/span> invalidate_by_prefix<\/span>(<\/span>self,<\/span> prefix:<\/span> str<\/span>)<\/span> –<\/span>><\/span> int<\/span>:<\/span>
        \n """\u6309\u524d\u7f00\u6279\u91cf\u5931\u6548 – \u4f8b\u5982\u5931\u6548\u6240\u6709 read_file \u7684\u7f13\u5b58"""<\/span>
        \n keys_to_remove =<\/span> [<\/span>k for<\/span> k in<\/span> self.<\/span>cache if<\/span> k.<\/span>startswith(<\/span>prefix)<\/span>]<\/span>
        \n for<\/span> key in<\/span> keys_to_remove:<\/span>
        \n self.<\/span>_remove_entry(<\/span>key)<\/span>
        \n return<\/span> len<\/span>(<\/span>keys_to_remove)<\/span><\/p>\n

        \u8fd9\u6bb5\u4ee3\u7801\u5b9e\u73b0\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u5de5\u5177\u7ed3\u679c\u7f13\u5b58，\u5305\u542b\u4ee5\u4e0b\u5173\u952e\u8bbe\u8ba1\u51b3\u7b56：<\/p>\n

      • \u7f13\u5b58\u952e\u751f\u6210：\u5de5\u5177\u540d + \u53c2\u6570\u7684\u786e\u5b9a\u6027\u54c8\u5e0c，\u4fdd\u8bc1\u76f8\u540c\u8c03\u7528\u4ea7\u751f\u76f8\u540c\u952e<\/li>\n
      • LFU \u6dd8\u6c70\u7b56\u7565：\u5728\u5bb9\u91cf\u4e0d\u8db3\u65f6\u79fb\u9664\u547d\u4e2d\u6b21\u6570\u6700\u5c11\u7684\u6761\u76ee，\u800c\u975e\u6700\u65e7\u7684\u6761\u76ee<\/li>\n
      • \u5355\u6761\u76ee\u5927\u5c0f\u9650\u5236：\u8d85\u8fc7\u603b\u5bb9\u91cf 20% \u7684\u7ed3\u679c\u4e0d\u7f13\u5b58，\u9632\u6b62\u5927\u6587\u4ef6\u6324\u5360\u7f13\u5b58\u7a7a\u95f4<\/li>\n
      • \u624b\u52a8\u5931\u6548\u673a\u5236：\u5f53\u5df2\u77e5\u6570\u636e\u6e90\u53d8\u5316\u65f6\u53ef\u4ee5\u4e3b\u52a8\u4f7f\u7f13\u5b58\u5931\u6548<\/li>\n

        \u4e0a\u4e0b\u6587\u7a97\u53e3\u7f13\u5b58<\/h4>\n

        \u9664\u4e86\u5de5\u5177\u7ed3\u679c，Agent \u8fd8\u9700\u8981\u7f13\u5b58"\u4e0a\u4e0b\u6587\u7a97\u53e3"\u2014\u2014\u5373\u5f53\u524d\u53d1\u9001\u7ed9\u6a21\u578b\u7684\u5b8c\u6574\u6d88\u606f\u5e8f\u5217\u3002\u8fd9\u4e2a\u7f13\u5b58\u7684\u76ee\u7684\u4e0d\u662f\u907f\u514d\u91cd\u590d\u8ba1\u7b97，\u800c\u662f\u5feb\u901f\u6062\u590d\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u3002<\/p>\n

        \u5f53\u7528\u6237\u5728\u4f1a\u8bdd\u4e2d\u56de\u9000\u5230\u67d0\u4e2a\u5386\u53f2\u8282\u70b9\u65f6，Agent \u9700\u8981\u91cd\u5efa\u8be5\u8282\u70b9\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u5982\u679c\u6ca1\u6709\u7f13\u5b58，\u5c31\u9700\u8981\u4ece\u5934\u904d\u5386\u6240\u6709\u4e8b\u4ef6\u6765\u91cd\u5efa，\u8fd9\u5728\u957f\u4f1a\u8bdd\u4e2d\u53ef\u80fd\u5f88\u6162\u3002<\/p>\n

        \u957f\u671f\u8bb0\u5fc6：\u8de8\u4f1a\u8bdd\u6301\u4e45\u5316<\/h3>\n

        \u8bb0\u5fc6\u7684\u7ec4\u7ec7\u65b9\u5f0f<\/h4>\n

        \u957f\u671f\u8bb0\u5fc6\u9700\u8981\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u662f\u68c0\u7d22\u6548\u7387\u3002\u5f53\u7528\u6237\u8bf4"\u4e0a\u6b21\u6211\u4eec\u8ba8\u8bba\u7684\u90a3\u4e2a\u6027\u80fd\u4f18\u5316\u65b9\u6848"\u65f6，Agent \u9700\u8981\u4ece\u6d77\u91cf\u5386\u53f2\u8bb0\u5f55\u4e2d\u5feb\u901f\u627e\u5230\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n

        \u5e38\u89c1\u7684\u7ec4\u7ec7\u65b9\u5f0f\u5305\u62ec：<\/p>\n

      • \u65f6\u95f4\u7d22\u5f15：\u6309\u65e5\u671f\u7ec4\u7ec7，\u9002\u5408"\u4e0a\u5468\u7684\u5bf9\u8bdd"\u8fd9\u7c7b\u67e5\u8be2<\/li>\n
      • \u4e3b\u9898\u7d22\u5f15：\u6309\u8ba8\u8bba\u4e3b\u9898\u5206\u7c7b，\u9002\u5408"\u6027\u80fd\u4f18\u5316"\u8fd9\u7c7b\u67e5\u8be2<\/li>\n
      • \u5411\u91cf\u7d22\u5f15：\u5c06\u8bb0\u5fc6\u7f16\u7801\u4e3a\u5411\u91cf，\u652f\u6301\u8bed\u4e49\u76f8\u4f3c\u5ea6\u641c\u7d22<\/li>\n
      • \u56fe\u7d22\u5f15：\u8bb0\u5fc6\u4e4b\u95f4\u5efa\u7acb\u5173\u8054\u5173\u7cfb，\u652f\u6301\u5173\u8054\u67e5\u8be2<\/li>\n

        import<\/span> json
        \nfrom<\/span> datetime import<\/span> datetime
        \nfrom<\/span> typing import<\/span> List,<\/span> Dict,<\/span> Any,<\/span> Optional
        \nfrom<\/span> dataclasses import<\/span> dataclass,<\/span> field<\/p>\n

        @dataclass<\/span>
        \nclass<\/span> Memory<\/span>:<\/span>
        \n """\u5355\u6761\u957f\u671f\u8bb0\u5fc6"""<\/span>
        \n memory_id:<\/span> str<\/span>
        \n content:<\/span> str<\/span> # \u8bb0\u5fc6\u5185\u5bb9（\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0）<\/span>
        \n source_session_id:<\/span> str<\/span> # \u6765\u6e90\u4f1a\u8bddID<\/span>
        \n created_at:<\/span> str<\/span> # \u521b\u5efa\u65f6\u95f4<\/span>
        \n last_accessed:<\/span> str<\/span> # \u6700\u540e\u8bbf\u95ee\u65f6\u95f4<\/span>
        \n access_count:<\/span> int<\/span> =<\/span> 0<\/span> # \u8bbf\u95ee\u6b21\u6570<\/span>
        \n importance:<\/span> float<\/span> =<\/span> 0.5<\/span> # \u91cd\u8981\u6027\u8bc4\u5206（0-1）<\/span>
        \n tags:<\/span> List[<\/span>str<\/span>]<\/span> =<\/span> field(<\/span>default_factory=<\/span>list<\/span>)<\/span> # \u4e3b\u9898\u6807\u7b7e<\/span>
        \n embedding:<\/span> Optional[<\/span>List[<\/span>float<\/span>]<\/span>]<\/span> =<\/span> None<\/span> # \u5411\u91cf\u8868\u793a（\u7528\u4e8e\u8bed\u4e49\u641c\u7d22）<\/span><\/p>\n

        class<\/span> LongTermMemoryStore<\/span>:<\/span>
        \n """\u957f\u671f\u8bb0\u5fc6\u5b58\u50a8 – \u652f\u6301\u591a\u7ef4\u5ea6\u68c0\u7d22"""<\/span><\/p>\n

        def<\/span> __init__<\/span>(<\/span>self,<\/span> storage_path:<\/span> str<\/span> =<\/span> "memories.jsonl"<\/span>)<\/span>:<\/span>
        \n self.<\/span>storage_path =<\/span> storage_path
        \n self.<\/span>memories:<\/span> Dict[<\/span>str<\/span>,<\/span> Memory]<\/span> =<\/span> {<\/span>}<\/span>
        \n self.<\/span>_load_from_disk(<\/span>)<\/span><\/p>\n

        def<\/span> _load_from_disk<\/span>(<\/span>self)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
        \n """\u4ece\u78c1\u76d8\u52a0\u8f7d\u8bb0\u5fc6\u7d22\u5f15"""<\/span>
        \n try<\/span>:<\/span>
        \n with<\/span> open<\/span>(<\/span>self.<\/span>storage_path,<\/span> 'r'<\/span>,<\/span> encoding=<\/span>'utf-8'<\/span>)<\/span> as<\/span> f:<\/span>
        \n for<\/span> line in<\/span> f:<\/span>
        \n if<\/span> line.<\/span>strip(<\/span>)<\/span>:<\/span>
        \n data =<\/span> json.<\/span>loads(<\/span>line)<\/span>
        \n mem =<\/span> Memory(<\/span>**<\/span>data)<\/span>
        \n self.<\/span>memories[<\/span>mem.<\/span>memory_id]<\/span> =<\/span> mem
        \n except<\/span> FileNotFoundError:<\/span>
        \n pass<\/span> # \u9996\u6b21\u8fd0\u884c，\u65e0\u5386\u53f2\u8bb0\u5fc6<\/span><\/p>\n

        def<\/span> store<\/span>(<\/span>self,<\/span> content:<\/span> str<\/span>,<\/span> source_session_id:<\/span> str<\/span>,<\/span>
        \n importance:<\/span> float<\/span> =<\/span> 0.5<\/span>,<\/span> tags:<\/span> List[<\/span>str<\/span>]<\/span> =<\/span> None<\/span>)<\/span> –<\/span>><\/span> Memory:<\/span>
        \n """\u5b58\u50a8\u65b0\u8bb0\u5fc6"""<\/span>
        \n now =<\/span> datetime.<\/span>utcnow(<\/span>)<\/span>.<\/span>isoformat(<\/span>)<\/span> +<\/span> 'Z'<\/span>
        \n memory_id =<\/span> f"mem_<\/span>{<\/span>int<\/span>(<\/span>datetime.<\/span>utcnow(<\/span>)<\/span>.<\/span>timestamp(<\/span>)<\/span>)<\/span>}<\/span><\/span>_<\/span>{<\/span>id<\/span>(<\/span>content)<\/span> %<\/span> 10000<\/span>}<\/span><\/span>"<\/span><\/span><\/p>\n

        memory =<\/span> Memory(<\/span>
        \n memory_id=<\/span>memory_id,<\/span>
        \n content=<\/span>content,<\/span>
        \n source_session_id=<\/span>source_session_id,<\/span>
        \n created_at=<\/span>now,<\/span>
        \n last_accessed=<\/span>now,<\/span>
        \n importance=<\/span>importance,<\/span>
        \n tags=<\/span>tags or<\/span> [<\/span>]<\/span>
        \n )<\/span>
        \n self.<\/span>memories[<\/span>memory_id]<\/span> =<\/span> memory
        \n self.<\/span>_append_to_disk(<\/span>memory)<\/span>
        \n return<\/span> memory<\/p>\n

        def<\/span> retrieve_by_recency<\/span>(<\/span>self,<\/span> limit:<\/span> int<\/span> =<\/span> 10<\/span>)<\/span> –<\/span>><\/span> List[<\/span>Memory]<\/span>:<\/span>
        \n """\u6309\u65f6\u95f4\u68c0\u7d22 – \u6700\u8fd1\u7684\u8bb0\u5fc6\u4f18\u5148"""<\/span>
        \n sorted_memories =<\/span> sorted<\/span>(<\/span>
        \n self.<\/span>memories.<\/span>values(<\/span>)<\/span>,<\/span>
        \n key=<\/span>lambda<\/span> m:<\/span> m.<\/span>created_at,<\/span>
        \n reverse=<\/span>True<\/span>
        \n )<\/span>
        \n return<\/span> sorted_memories[<\/span>:<\/span>limit]<\/span><\/p>\n

        def<\/span> retrieve_by_importance<\/span>(<\/span>self,<\/span> limit:<\/span> int<\/span> =<\/span> 10<\/span>)<\/span> –<\/span>><\/span> List[<\/span>Memory]<\/span>:<\/span>
        \n """\u6309\u91cd\u8981\u6027\u68c0\u7d22 – \u8bc4\u5206\u6700\u9ad8\u7684\u8bb0\u5fc6\u4f18\u5148"""<\/span>
        \n sorted_memories =<\/span> sorted<\/span>(<\/span>
        \n self.<\/span>memories.<\/span>values(<\/span>)<\/span>,<\/span>
        \n key=<\/span>lambda<\/span> m:<\/span> m.<\/span>importance,<\/span>
        \n reverse=<\/span>True<\/span>
        \n )<\/span>
        \n return<\/span> sorted_memories[<\/span>:<\/span>limit]<\/span><\/p>\n

        def<\/span> retrieve_by_tags<\/span>(<\/span>self,<\/span> tags:<\/span> List[<\/span>str<\/span>]<\/span>)<\/span> –<\/span>><\/span> List[<\/span>Memory]<\/span>:<\/span>
        \n """\u6309\u6807\u7b7e\u68c0\u7d22 – \u8fd4\u56de\u5305\u542b\u4efb\u4e00\u6807\u7b7e\u7684\u8bb0\u5fc6"""<\/span>
        \n return<\/span> [<\/span>
        \n m for<\/span> m in<\/span> self.<\/span>memories.<\/span>values(<\/span>)<\/span>
        \n if<\/span> set<\/span>(<\/span>tags)<\/span> &<\/span> set<\/span>(<\/span>m.<\/span>tags)<\/span>
        \n ]<\/span><\/p>\n

        def<\/span> decay_importance<\/span>(<\/span>self,<\/span> decay_factor:<\/span> float<\/span> =<\/span> 0.95<\/span>)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
        \n """\u91cd\u8981\u6027\u8870\u51cf – \u6a21\u62df\u9057\u5fd8\u66f2\u7ebf，\u957f\u671f\u672a\u8bbf\u95ee\u7684\u8bb0\u5fc6\u91cd\u8981\u6027\u964d\u4f4e"""<\/span>
        \n now =<\/span> datetime.<\/span>utcnow(<\/span>)<\/span>
        \n for<\/span> memory in<\/span> self.<\/span>memories.<\/span>values(<\/span>)<\/span>:<\/span>
        \n last_access =<\/span> datetime.<\/span>fromisoformat(<\/span>
        \n memory.<\/span>last_accessed.<\/span>rstrip(<\/span>'Z'<\/span>)<\/span>
        \n )<\/span>
        \n days_since_access =<\/span> (<\/span>now –<\/span> last_access)<\/span>.<\/span>days
        \n # \u6bcf\u5929\u8870\u51cf\u4e00\u6b21，\u8bbf\u95ee\u6b21\u6570\u8d8a\u591a\u8870\u51cf\u8d8a\u6162<\/span>
        \n effective_decay =<\/span> decay_factor **<\/span> (<\/span>days_since_access \/<\/span> max<\/span>(<\/span>memory.<\/span>access_count,<\/span> 1<\/span>)<\/span>)<\/span>
        \n memory.<\/span>importance *=<\/span> effective_decay<\/p>\n

        def<\/span> _append_to_disk<\/span>(<\/span>self,<\/span> memory:<\/span> Memory)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
        \n """\u8ffd\u52a0\u5199\u5165\u78c1\u76d8 – Append-only \u6a21\u5f0f"""<\/span>
        \n with<\/span> open<\/span>(<\/span>self.<\/span>storage_path,<\/span> 'a'<\/span>,<\/span> encoding=<\/span>'utf-8'<\/span>)<\/span> as<\/span> f:<\/span>
        \n data =<\/span> {<\/span>
        \n 'memory_id'<\/span>:<\/span> memory.<\/span>memory_id,<\/span>
        \n 'content'<\/span>:<\/span> memory.<\/span>content,<\/span>
        \n 'source_session_id'<\/span>:<\/span> memory.<\/span>source_session_id,<\/span>
        \n 'created_at'<\/span>:<\/span> memory.<\/span>created_at,<\/span>
        \n 'last_accessed'<\/span>:<\/span> memory.<\/span>last_accessed,<\/span>
        \n 'importance'<\/span>:<\/span> memory.<\/span>importance,<\/span>
        \n 'tags'<\/span>:<\/span> memory.<\/span>tags
        \n }<\/span>
        \n f.<\/span>write(<\/span>json.<\/span>dumps(<\/span>data,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span> +<\/span> '\\\\n'<\/span>)<\/span><\/p>\n

        \u8fd9\u6bb5\u957f\u671f\u8bb0\u5fc6\u5b58\u50a8\u7684\u5b9e\u73b0\u5305\u542b\u4e86\u51e0\u4e2a\u5173\u952e\u8bbe\u8ba1：<\/p>\n

      • \u591a\u7ef4\u68c0\u7d22：\u652f\u6301\u6309\u65f6\u95f4\u3001\u91cd\u8981\u6027\u548c\u6807\u7b7e\u4e09\u79cd\u65b9\u5f0f\u68c0\u7d22\u8bb0\u5fc6<\/li>\n
      • \u9057\u5fd8\u66f2\u7ebf：\u901a\u8fc7 decay_importance \u65b9\u6cd5\u6a21\u62df\u4eba\u7c7b\u7684\u9057\u5fd8\u673a\u5236\u2014\u2014\u957f\u671f\u672a\u8bbf\u95ee\u7684\u8bb0\u5fc6\u4f1a\u9010\u6e10\u964d\u4f4e\u91cd\u8981\u6027<\/li>\n
      • Append-only \u6301\u4e45\u5316：\u4e0e AG-16 \u4e2d\u8ba8\u8bba\u7684\u5b58\u50a8\u6a21\u5f0f\u4e00\u81f4，\u8bb0\u5fc6\u53ea\u8ffd\u52a0\u4e0d\u4fee\u6539<\/li>\n

        \u8bb0\u5fc6\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406<\/h4>\n

        \u957f\u671f\u8bb0\u5fc6\u4e0d\u80fd\u65e0\u9650\u589e\u957f\u3002\u9700\u8981\u4e00\u4e2a\u751f\u547d\u5468\u671f\u7ba1\u7406\u7b56\u7565：<\/p>\n

      • \u521b\u5efa：\u4ece\u4f1a\u8bdd\u4e2d\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u5b58\u5165\u957f\u671f\u8bb0\u5fc6<\/li>\n
      • \u6fc0\u6d3b：\u88ab\u68c0\u7d22\u5230\u65f6\u66f4\u65b0\u8bbf\u95ee\u8ba1\u6570\u548c\u6700\u540e\u8bbf\u95ee\u65f6\u95f4<\/li>\n
      • \u8870\u51cf：\u5b9a\u671f\u6267\u884c\u91cd\u8981\u6027\u8870\u51cf，\u6a21\u62df\u9057\u5fd8\u66f2\u7ebf<\/li>\n
      • \u5f52\u6863：\u91cd\u8981\u6027\u4f4e\u4e8e\u9608\u503c\u7684\u8bb0\u5fc6\u79fb\u5165\u5f52\u6863\u5b58\u50a8<\/li>\n
      • \u5220\u9664：\u5f52\u6863\u8d85\u8fc7\u4e00\u5b9a\u65f6\u95f4\u540e\u5f7b\u5e95\u5220\u9664<\/li>\n

        \u7f13\u5b58\u5931\u6548\u7b56\u7565<\/h3>\n

        \u7f13\u5b58\u5931\u6548\u7684\u4e09\u5927\u96be\u9898<\/h4>\n

        Phil Karlton \u8bf4\u8fc7："\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u53ea\u6709\u4e24\u4ef6\u96be\u4e8b：\u7f13\u5b58\u5931\u6548\u548c\u547d\u540d\u3002"\u5728 Agent \u7cfb\u7edf\u4e2d，\u7f13\u5b58\u5931\u6548\u5c24\u5176\u56f0\u96be，\u56e0\u4e3a：<\/p>\n

      • \u6570\u636e\u6e90\u5f02\u6784：\u6587\u4ef6\u7cfb\u7edf\u3001API\u3001\u6570\u636e\u5e93\u7684\u53d8\u5316\u9891\u7387\u5404\u4e0d\u76f8\u540c<\/li>\n
      • \u4f9d\u8d56\u5173\u7cfb\u590d\u6742：\u4e00\u4e2a\u7f13\u5b58\u6761\u76ee\u53ef\u80fd\u4f9d\u8d56\u591a\u4e2a\u6570\u636e\u6e90<\/li>\n
      • \u4e00\u81f4\u6027\u8981\u6c42\u6a21\u7cca：Agent \u7684"\u6700\u7ec8\u4e00\u81f4\u6027"\u6807\u51c6\u6bd4\u4f20\u7edf\u5e94\u7528\u66f4\u5bbd\u677e<\/li>\n

        \u5931\u6548\u7b56\u7565\u5bf9\u6bd4<\/h4>\n\n\u7b56\u7565\u539f\u7406\u4f18\u70b9\u7f3a\u70b9\u9002\u7528\u573a\u666f<\/tr>\n\n\n\n\n\n\n
        TTL（\u65f6\u95f4\u8fc7\u671f）<\/td>\n\u56fa\u5b9a\u65f6\u95f4\u540e\u81ea\u52a8\u5931\u6548<\/td>\n\u5b9e\u73b0\u7b80\u5355，\u53ef\u9884\u6d4b<\/td>\n\u53ef\u80fd\u8fc7\u65e9\u6216\u8fc7\u665a\u5931\u6548<\/td>\nPrompt Cache<\/td>\n<\/tr>\n
        LRU（\u6700\u8fd1\u6700\u5c11\u4f7f\u7528）<\/td>\n\u6dd8\u6c70\u6700\u4e45\u672a\u8bbf\u95ee\u7684\u6761\u76ee<\/td>\n\u9002\u914d\u8bbf\u95ee\u6a21\u5f0f<\/td>\n\u53ef\u80fd\u6dd8\u6c70\u5076\u5c14\u8bbf\u95ee\u7684\u5927\u5bf9\u8c61<\/td>\n\u5de5\u5177\u7ed3\u679c\u7f13\u5b58<\/td>\n<\/tr>\n
        LFU（\u6700\u4e0d\u7ecf\u5e38\u4f7f\u7528）<\/td>\n\u6dd8\u6c70\u8bbf\u95ee\u9891\u7387\u6700\u4f4e\u7684\u6761\u76ee<\/td>\n\u4fdd\u7559\u70ed\u70b9\u6570\u636e<\/td>\n\u65b0\u6761\u76ee\u5bb9\u6613\u88ab\u6dd8\u6c70<\/td>\n\u4f1a\u8bdd\u5185\u7f13\u5b58<\/td>\n<\/tr>\n
        \u4e8b\u4ef6\u9a71\u52a8\u5931\u6548<\/td>\n\u6570\u636e\u6e90\u53d8\u5316\u65f6\u4e3b\u52a8\u901a\u77e5<\/td>\n\u5b9e\u65f6\u6027\u6700\u597d<\/td>\n\u9700\u8981\u6570\u636e\u6e90\u914d\u5408<\/td>\n\u6587\u4ef6\u76d1\u63a7\u7f13\u5b58<\/td>\n<\/tr>\n
        \u7248\u672c\u53f7\u5931\u6548<\/td>\n\u6bcf\u6b21\u5199\u5165\u9012\u589e\u7248\u672c\u53f7<\/td>\n\u7cbe\u786e\u63a7\u5236<\/td>\n\u9700\u8981\u7ef4\u62a4\u7248\u672c\u5143\u6570\u636e<\/td>\n\u914d\u7f6e\u7f13\u5b58<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u6df7\u5408\u5931\u6548\u7b56\u7565<\/h4>\n

        \u5b9e\u8df5\u4e2d，Agent \u7cfb\u7edf\u901a\u5e38\u91c7\u7528\u6df7\u5408\u7b56\u7565\u3002\u4ee5\u6587\u4ef6\u8bfb\u53d6\u7f13\u5b58\u4e3a\u4f8b：<\/p>\n

        class<\/span> HybridCacheInvalidation<\/span>:<\/span>
        \n """\u6df7\u5408\u7f13\u5b58\u5931\u6548\u7b56\u7565 – \u7ed3\u5408 TTL \u548c\u4e8b\u4ef6\u9a71\u52a8"""<\/span><\/p>\n

        def<\/span> __init__<\/span>(<\/span>self,<\/span> cache:<\/span> ToolResultCache)<\/span>:<\/span>
        \n self.<\/span>cache =<\/span> cache
        \n self.<\/span>file_watchers:<\/span> Dict[<\/span>str<\/span>,<\/span> float<\/span>]<\/span> =<\/span> {<\/span>}<\/span> # \u6587\u4ef6\u8def\u5f84 -> \u6700\u540e\u4fee\u6539\u65f6\u95f4<\/span><\/p>\n

        def<\/span> should_invalidate<\/span>(<\/span>self,<\/span> tool_name:<\/span> str<\/span>,<\/span> params:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>)<\/span> –<\/span>><\/span> bool<\/span>:<\/span>
        \n """\u5224\u65ad\u7f13\u5b58\u6761\u76ee\u662f\u5426\u5e94\u8be5\u5931\u6548"""<\/span>
        \n if<\/span> tool_name ==<\/span> "read_file"<\/span>:<\/span>
        \n file_path =<\/span> params.<\/span>get(<\/span>"path"<\/span>,<\/span> ""<\/span>)<\/span>
        \n # \u7b56\u75651：\u68c0\u67e5\u6587\u4ef6\u4fee\u6539\u65f6\u95f4<\/span>
        \n try<\/span>:<\/span>
        \n import<\/span> os
        \n current_mtime =<\/span> os.<\/span>path.<\/span>getmtime(<\/span>file_path)<\/span>
        \n cached_mtime =<\/span> self.<\/span>file_watchers.<\/span>get(<\/span>file_path)<\/span>
        \n if<\/span> cached_mtime and<\/span> current_mtime ><\/span> cached_mtime:<\/span>
        \n return<\/span> True<\/span> # \u6587\u4ef6\u88ab\u4fee\u6539，\u7f13\u5b58\u5931\u6548<\/span>
        \n self.<\/span>file_watchers[<\/span>file_path]<\/span> =<\/span> current_mtime
        \n except<\/span> FileNotFoundError:<\/span>
        \n return<\/span> True<\/span> # \u6587\u4ef6\u88ab\u5220\u9664，\u7f13\u5b58\u5931\u6548<\/span><\/p>\n

        elif<\/span> tool_name in<\/span> (<\/span>"web_search"<\/span>,<\/span> "api_call"<\/span>)<\/span>:<\/span>
        \n # \u7b56\u75652：\u5916\u90e8 API \u7ed3\u679c\u4f7f\u7528\u77ed TTL（\u5df2\u5728\u7f13\u5b58\u5c42\u5904\u7406）<\/span>
        \n return<\/span> False<\/span> # \u4f9d\u8d56 TTL \u81ea\u52a8\u8fc7\u671f<\/span><\/p>\n

        elif<\/span> tool_name ==<\/span> "list_directory"<\/span>:<\/span>
        \n # \u7b56\u75653：\u76ee\u5f55\u5217\u8868\u4f7f\u7528\u4e2d\u7b49 TTL + \u6587\u4ef6\u7cfb\u7edf\u4e8b\u4ef6<\/span>
        \n import<\/span> os
        \n dir_path =<\/span> params.<\/span>get(<\/span>"path"<\/span>,<\/span> "."<\/span>)<\/span>
        \n try<\/span>:<\/span>
        \n current_mtime =<\/span> os.<\/span>path.<\/span>getmtime(<\/span>dir_path)<\/span>
        \n cached_mtime =<\/span> self.<\/span>file_watchers.<\/span>get(<\/span>dir_path)<\/span>
        \n if<\/span> cached_mtime and<\/span> current_mtime ><\/span> cached_mtime:<\/span>
        \n return<\/span> True<\/span>
        \n self.<\/span>file_watchers[<\/span>dir_path]<\/span> =<\/span> current_mtime
        \n except<\/span> FileNotFoundError:<\/span>
        \n return<\/span> True<\/span><\/p>\n

        return<\/span> False<\/span><\/p>\n

        \u603b\u7ed3<\/h3>\n

        Agent \u7684\u8bb0\u5fc6\u4e0e\u7f13\u5b58\u7cfb\u7edf\u662f\u4e00\u4e2a\u5206\u5c42\u7684\u3001\u591a\u7b56\u7565\u7684\u590d\u6742\u5de5\u7a0b\u95ee\u9898\u3002\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219\u662f：<\/p>\n

      • \u5206\u5c42\u8bbe\u8ba1：\u77ed\u671f（Prompt Cache）\u3001\u4e2d\u671f（\u4f1a\u8bdd\u7f13\u5b58）\u3001\u957f\u671f（\u6301\u4e45\u5316\u8bb0\u5fc6）\u5404\u53f8\u5176\u804c<\/li>\n
      • \u6309\u9700\u9009\u62e9\u6dd8\u6c70\u7b56\u7565：\u4e0d\u540c\u5c42\u7ea7\u4f7f\u7528\u4e0d\u540c\u7684\u6dd8\u6c70\u7b97\u6cd5<\/li>\n
      • \u9057\u5fd8\u66f2\u7ebf：\u957f\u671f\u8bb0\u5fc6\u9700\u8981\u6a21\u62df\u4eba\u7c7b\u7684\u9057\u5fd8\u673a\u5236，\u907f\u514d\u4fe1\u606f\u8fc7\u8f7d<\/li>\n
      • \u6df7\u5408\u5931\u6548：\u7ed3\u5408 TTL\u3001\u4e8b\u4ef6\u9a71\u52a8\u548c\u7248\u672c\u53f7\u7b49\u591a\u79cd\u5931\u6548\u7b56\u7565<\/li>\n

        \u5728\u5b9e\u73b0\u81ea\u5df1\u7684 Agent \u8bb0\u5fc6\u7cfb\u7edf\u65f6，\u5efa\u8bae\u4ece\u6700\u7b80\u5355\u7684 TTL \u7f13\u5b58\u5f00\u59cb，\u6839\u636e\u5b9e\u9645\u7684\u547d\u4e2d\u7387\u548c\u4f7f\u7528\u6a21\u5f0f\u9010\u6b65\u5f15\u5165\u66f4\u590d\u6742\u7684\u7b56\u7565\u3002\u8bb0\u4f4f：\u7f13\u5b58\u7684\u76ee\u7684\u662f\u7528\u7a7a\u95f4\u6362\u65f6\u95f4，\u4f46\u5982\u679c\u7f13\u5b58\u7ba1\u7406\u672c\u8eab\u7684\u5f00\u9500\u8d85\u8fc7\u4e86\u6536\u76ca，\u90a3\u5c31\u672c\u672b\u5012\u7f6e\u4e86\u3002<\/p>\n

        \u53c2\u8003\u8d44\u6599<\/h3>\n
      • Anthropic, \u201cPrompt Caching\u201d (2024) – Anthropic \u5b98\u65b9 Prompt Caching \u6587\u6863，\u8be6\u7ec6\u8bf4\u660e\u4e86\u7f13\u5b58\u673a\u5236\u548c\u5b9a\u4ef7\u6a21\u578b<\/li>\n
      • Claude Code \u6e90\u7801 – \u4f1a\u8bdd\u5185\u7f13\u5b58\u548c\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u5b9e\u73b0\u53c2\u8003<\/li>\n
      • Laird et al., \u201cThe Soar Cognitive Architecture\u201d (2012) – \u8ba4\u77e5\u67b6\u6784\u4e2d\u7684\u8bb0\u5fc6\u5206\u5c42\u7406\u8bba<\/li>\n
      • Facebook\/Meta, \u201cScaling Memcache at Facebook\u201d (2013) – \u5927\u89c4\u6a21\u7f13\u5b58\u7cfb\u7edf\u7684\u7ecf\u5178\u8bba\u6587，\u8ba8\u8bba\u4e86\u7f13\u5b58\u5931\u6548\u7684\u5b9e\u9645\u5de5\u7a0b\u6311\u6218<\/li>\n
      • Anthropic, \u201cClaude Code: Best practices for agentic coding\u201d (2025) – \u5b98\u65b9\u6587\u6863\u4e2d\u5173\u4e8e\u7f13\u5b58\u548c\u8bb0\u5fc6\u7ba1\u7406\u7684\u5de5\u7a0b\u5b9e\u8df5<\/li>\n
        \n

        \u672c\u7cfb\u5217\u8986\u76d6 AI \u5927\u6a21\u578b\u57fa\u7840\u3001Agent \u5f00\u53d1\u3001MCP \u534f\u8bae\u3001Skill \u5f00\u53d1\u3001RAG\u3001\u6a21\u578b\u5fae\u8c03\u3001\u90e8\u7f72\u63a8\u7406 \u4e03\u5927\u65b9\u5411，\u4ece\u5165\u95e8\u5230\u5b9e\u6218\u7684\u5168\u6808\u5185\u5bb9\u6301\u7eed\u66f4\u65b0\u4e2d\u3002<\/p>\n

        \u6240\u6709\u6587\u7ae0\u7684 Markdown \u6e90\u6587\u4ef6\u3001\u53ef\u8fd0\u884c\u4ee3\u7801\u3001\u9ad8\u6e05\u914d\u56fe\u5df2\u6574\u7406\u6210\u5b8c\u6574\u8d44\u6599\u5305\u3002<\/p>\n

        👍 \u70b9\u8d5e + \u2b50 \u5173\u6ce8，\u8bc4\u8bba\u533a\u6263\u300c1\u300d，\u6328\u4e2a\u53d1\u4f60\u9886\u53d6\u65b9\u5f0f 👇<\/p>\n","protected":false},"excerpt":{"rendered":"

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        \n\u5982\u679c\u628a AI Agent \u6bd4\u4f5c\u4e00\u4e2a\u4eba，\u90a3\u4e48\u8bb0\u5fc6\u7cfb\u7edf\u5c31\u662f\u5b83\u7684\\”\u5927\u8111\\”\u3002\u4f46\u4eba\u7684\u8bb0\u5fc6\u4e0d\u662f\u5355\u4e00\u7684\u5b58\u50a8\u7cfb\u7edf\u2014\u2014\u6211\u4eec\u6709\u77ac\u65f6\u8bb0\u5fc6（\u89c6\u89c9\u6682\u7559）\u3001\u5de5\u4f5c\u8bb0\u5fc6（\u5f53\u524d\u601d\u8003\u7684\u5185\u5bb9）\u3001\u77ed\u671f\u8bb0\u5fc6（\u4eca\u5929\u53d1\u751f\u7684\u4e8b）\u548c\u957f\u671f\u8bb0\u5fc6（\u7ae5\u5e74\u7ecf\u5386）\u3002Ag<\/p>\n","protected":false},"author":2,"featured_media":101645,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9109,74,398],"topic":[],"class_list":["post-101648","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-9109","tag-agent","tag-398"],"yoast_head":"\nAG-17_\u8bb0\u5fc6\u4e0e\u7f13\u5b58\u7cfb\u7edf\u8bbe\u8ba1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/101648.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AG-17_\u8bb0\u5fc6\u4e0e\u7f13\u5b58\u7cfb\u7edf\u8bbe\u8ba1 - 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