{"id":98087,"date":"2026-08-31T06:49:07","date_gmt":"2026-08-30T22:49:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/98087.html"},"modified":"2026-08-31T06:49:07","modified_gmt":"2026-08-30T22:49:07","slug":"%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%ef%bc%9a%e4%bb%8e-kv-cache-%e5%88%b0-agent-skills-%e7%9a%84%e6%8a%80%e6%9c%af%e5%8e%9f%e7%90%86%e4%b8%8e%e5%b7%a5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/98087.html","title":{"rendered":"\u4e0a\u4e0b\u6587\u5de5\u7a0b\u6df1\u5ea6\u89e3\u6790\uff1a\u4ece KV Cache \u5230 Agent Skills \u7684\u6280\u672f\u539f\u7406\u4e0e\u5de5\u7a0b\u5b9e\u8df5"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224902-6a94b35ef044b.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u6df1\u5ea6\u89e3\u6790&#xff1a;\u4ece KV Cache \u5230 Agent Skills \u7684\u6280\u672f\u539f\u7406\u4e0e\u5de5\u7a0b\u5b9e\u8df5<\/h2>\n<p>\u672c\u6587\u57fa\u4e8e\u5f00\u6e90\u6280\u672f\u4e66\u300a\u6df1\u5165\u7406\u89e3 AI Agent\u300b\u7b2c\u4e8c\u7ae0&#xff0c;\u7cfb\u7edf\u89e3\u6790\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u6280\u672f\u4f53\u7cfb\u3002\u8be5\u7ae0\u662f\u5168\u4e66\u6700\u5173\u952e\u7684\u4e00\u7ae0&#xff0c;\u4ece API \u6d88\u606f\u7ed3\u6784\u51fa\u53d1&#xff0c;\u6df1\u5165 KV Cache \u5e95\u5c42\u539f\u7406&#xff0c;\u518d\u4f9d\u6b21\u5c55\u5f00\u63d0\u793a\u5de5\u7a0b\u3001Agent Skills\u3001Agent \u72b6\u6001\u680f\u548c\u4e0a\u4e0b\u6587\u538b\u7f29\u7b49\u6838\u5fc3\u6280\u672f\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f Harness \u4e2d&#034;\u4e0a\u4e0b\u6587\u4e0e\u5de5\u5177&#034;\u5c42\u9762\u7684\u6838\u5fc3\u5b9e\u73b0&#xff0c;\u51b3\u5b9a\u4e86 Agent \u5728\u6bcf\u4e2a\u51b3\u7b56\u70b9\u80fd\u770b\u5230\u4ec0\u4e48\u4fe1\u606f\u3001\u4ee5\u4ec0\u4e48\u7ed3\u6784\u770b\u5230\u8fd9\u4e9b\u4fe1\u606f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224904-6a94b3606c419.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u4e0a\u4e0b\u6587\u4e3a\u4ec0\u4e48\u662f\u51b3\u5b9a\u6027\u56e0\u7d20<\/h3>\n<p>\u8be5\u7ae0\u5f00\u7bc7\u5373\u6307\u51fa&#xff1a;\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6807\u51c6\u6d4b\u8bd5\u4e2d\u6210\u7ee9\u4eae\u773c&#xff0c;\u4f46\u5230\u4e86\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u4e2d\u5374\u5e38\u5e38\u8ba9\u4eba\u5931\u671b\u3002\u539f\u56e0\u662f\u6a21\u578b\u6267\u884c\u5177\u4f53\u4efb\u52a1\u65f6\u9700\u8981\u7684\u80cc\u666f\u4fe1\u606f&#xff08;\u4ea7\u54c1\u67b6\u6784\u3001\u4e1a\u52a1\u89c4\u5219\u3001\u5185\u90e8\u7ea6\u5b9a&#xff09;\u6839\u672c\u4e0d\u5728\u901a\u7528\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u4e2d\u3002<\/p>\n<p>\u4e00\u4e2a\u4e2d\u7b49\u80fd\u529b\u7684\u6a21\u578b\u914d\u4e0a\u7cbe\u5fc3\u7ec4\u7ec7\u7684\u4e0a\u4e0b\u6587&#xff0c;\u5f80\u5f80\u80fd\u80dc\u8fc7\u4e00\u4e2a\u9876\u7ea7\u6a21\u578b\u5728\u4fe1\u606f\u532e\u4e4f\u4e0b\u7684\u76f2\u76ee\u6478\u7d22\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u56e0\u6b64\u6210\u4e3a\u5229\u7528\u73b0\u6709\u6a21\u578b\u5f00\u53d1\u9ad8\u6548 Agent \u7684\u5173\u952e\u6240\u5728\u3002OpenAI \u7814\u7a76\u5458\u7fc1\u5bb6\u7fcc\u7684\u89c2\u70b9\u88ab\u5f15\u7528&#xff1a;\u201c\u4eba\u548c\u6a21\u578b\u4e00\u6837&#xff0c;\u6700\u91cd\u8981\u7684\u662f Context\u3002\u201d<\/p>\n<h3>API \u6d88\u606f\u7ed3\u6784&#xff1a;\u4e0a\u4e0b\u6587\u7684\u5de5\u7a0b\u9aa8\u67b6<\/h3>\n<p>\u7406\u89e3\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u57fa\u7840\u662f\u7406\u89e3\u5927\u6a21\u578b API \u7684\u6d88\u606f\u7ed3\u6784\u3002\u4ee5 OpenAI Chat Completions API \u4e3a\u4f8b&#xff0c;\u6838\u5fc3\u662f\u4e00\u4e2a\u6d88\u606f\u5217\u8868&#xff0c;\u6bcf\u6761\u6d88\u606f\u6709\u4e00\u4e2a\u89d2\u8272\u6807\u8bc6&#xff1a;<\/p>\n<ul>\n<li>system&#xff1a;\u7cfb\u7edf\u63d0\u793a\u8bcd&#xff0c;\u5b9a\u4e49 Agent \u8eab\u4efd\u548c\u884c\u4e3a\u89c4\u5219<\/li>\n<li>user&#xff1a;\u7528\u6237\u8f93\u5165<\/li>\n<li>assistant&#xff1a;\u6a21\u578b\u4e4b\u524d\u7684\u56de\u590d&#xff08;\u5305\u62ec\u6587\u672c\u548c\u5de5\u5177\u8c03\u7528&#xff09;<\/li>\n<li>tool&#xff1a;\u5de5\u5177\u6267\u884c\u7ed3\u679c&#xff0c;\u901a\u8fc7 tool_call_id \u5173\u8054\u5230\u5bf9\u5e94\u7684\u5de5\u5177\u8c03\u7528<\/li>\n<\/ul>\n<p>\u6b64\u5916&#xff0c;\u5de5\u5177\u5b9a\u4e49&#xff08;tools&#xff09;\u4f5c\u4e3a\u8bf7\u6c42\u7684\u72ec\u7acb\u5b57\u6bb5&#xff0c;\u544a\u8bc9\u6a21\u578b\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u7528\u3002\u8fd9\u610f\u5473\u7740&#034;\u56db\u79cd\u6d88\u606f\u89d2\u8272 &#043; tools \u5b57\u6bb5&#034;\u6070\u597d\u8986\u76d6\u4e86\u7b2c\u4e00\u7ae0\u6240\u8bf4\u7684\u4e94\u4e2a\u4e0a\u4e0b\u6587\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n<h4>Agent \u6838\u5fc3\u5faa\u73af\u7684\u5b9e\u73b0<\/h4>\n<p>Agent \u6846\u67b6\u7684\u6838\u5fc3\u5de5\u4f5c\u5c31\u662f\u7ba1\u7406\u8fd9\u4e2a messages \u5217\u8868&#xff1a;\u5728\u5408\u9002\u7684\u65f6\u673a\u5f80\u91cc\u8ffd\u52a0\u6d88\u606f&#xff0c;\u7136\u540e\u628a\u6574\u4e2a\u5217\u8868\u9001\u7ed9\u6a21\u578b\u3002\u6838\u5fc3\u903b\u8f91\u53ea\u6709\u4e00\u4e2a while \u5faa\u73af&#xff1a;\u6a21\u578b\u8fd4\u56de\u4e86 tool_calls \u5c31\u6267\u884c\u5de5\u5177\u5e76\u7ee7\u7eed\u5faa\u73af&#xff0c;\u6ca1\u6709\u5c31\u8f93\u51fa\u7ed3\u679c\u5e76\u9000\u51fa\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224904-6a94b360cd78d.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u4e0a\u4e0b\u6587\u7531\u4e24\u90e8\u5206\u7ec4\u6210&#xff1a;\u4e0a\u534a\u90e8\u5206&#xff08;System Prompt &#043; Tool Definitions&#xff09;\u5728\u6574\u4e2a\u5bf9\u8bdd\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u4e0d\u53d8&#xff0c;\u662f\u9759\u6001\u524d\u7f00&#xff1b;\u4e0b\u534a\u90e8\u5206&#xff08;\u5bf9\u8bdd\u5386\u53f2&#xff0c;\u5373\u8f68\u8ff9&#xff09;\u968f\u4ea4\u4e92\u4e0d\u65ad\u589e\u957f\u3002\u8fd9\u4e2a&#034;\u9759\u6001\u524d\u7f00 &#043; \u8f68\u8ff9&#034;\u7684\u7ed3\u6784&#xff0c;\u662f\u540e\u7eed\u8ba8\u8bba KV Cache \u4f18\u5316\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\u7b49\u6280\u672f\u7684\u57fa\u7840\u3002<\/p>\n<h3>KV Cache&#xff1a;\u524d\u7f00\u7a33\u5b9a\u6027\u80cc\u540e\u7684\u5e95\u5c42\u539f\u7406<\/h3>\n<p>KV Cache \u662f\u8be5\u7ae0\u6280\u672f\u5bc6\u5ea6\u6700\u9ad8\u7684\u90e8\u5206&#xff0c;\u5176\u6838\u5fc3\u76f4\u89c9\u662f&#xff1a;\u6a21\u578b\u6bcf\u751f\u6210\u4e00\u4e2a token&#xff0c;\u90fd\u8981\u56de\u5934\u770b\u4e00\u904d\u524d\u6587\u6240\u6709 token \u7684\u4e2d\u95f4\u8ba1\u7b97\u7ed3\u679c\u3002KV Cache \u628a\u524d\u6587\u7684\u4e2d\u95f4\u8ba1\u7b97\u7ed3\u679c\u7f13\u5b58\u4e0b\u6765&#xff0c;\u4e0b\u4e00\u8f6e\u53ea\u9700\u8981\u8ba1\u7b97\u65b0\u589e token \u7684\u90e8\u5206\u3002\u524d\u63d0\u662f\u8981\u590d\u7528\u7684\u4e0a\u4e0b\u6587 token \u524d\u7f00\u4fdd\u6301\u4e0d\u53d8\u3002<\/p>\n<h4>\u6ce8\u610f\u529b\u673a\u5236\u4e0e QKV<\/h4>\n<p>\u7406\u89e3 KV Cache \u9700\u8981\u5148\u7406\u89e3\u6ce8\u610f\u529b\u673a\u5236\u3002\u6bcf\u4e2a\u65b0\u8bcd\u751f\u6210\u81ea\u5df1\u7684 Query&#xff08;\u67e5\u8be2\u5411\u91cf&#xff09;&#xff0c;\u4e0e\u6240\u6709\u5df2\u6709\u8bcd\u7684 Key&#xff08;\u952e\u5411\u91cf&#xff09;\u505a\u70b9\u79ef\u8ba1\u7b97\u5339\u914d\u5ea6&#xff0c;\u518d\u7528\u6240\u6709\u8bcd\u7684 Value&#xff08;\u503c\u5411\u91cf&#xff09;\u52a0\u6743\u6c42\u548c\u3002\u5982\u679c\u6bcf\u6b21\u90fd\u4ece\u5934\u8ba1\u7b97\u6240\u6709 K \u548c V&#xff0c;\u8ba1\u7b97\u91cf\u4f1a\u968f\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0d\u65ad\u589e\u957f\u3002KV Cache \u628a\u5df2\u7b97\u8fc7\u7684 K \u548c V \u7f13\u5b58\u8d77\u6765&#xff0c;\u8ba9\u65b0\u8bcd\u76f4\u63a5\u590d\u7528\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224905-6a94b36111913.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u4e00\u4e2a\u5173\u952e\u53d1\u73b0\u662f\u6ce8\u610f\u529b\u50a8\u5b58\u6c60\u73b0\u8c61&#xff1a;\u5e8f\u5217\u7b2c\u4e00\u4e2a token \u5f80\u5f80\u5438\u6536\u4e86\u5f02\u5e38\u9ad8\u7684\u6ce8\u610f\u529b\u6743\u91cd&#xff08;\u6709\u65f6\u8d85\u8fc7 70%&#xff09;&#xff0c;\u56e0\u4e3a softmax \u7ea6\u675f\u8981\u6c42\u6240\u6709\u6743\u91cd\u5fc5\u987b\u5206\u914d\u5230\u67d0\u4e2a\u5730\u65b9&#xff0c;\u6a21\u578b\u5b66\u4f1a\u628a\u5269\u4f59\u6743\u91cd\u503e\u5012\u5230\u56fa\u5b9a\u4f4d\u7f6e\u3002\u53e6\u4e00\u4e2a\u91cd\u8981\u6a21\u5f0f\u662f\u4f4d\u7f6e\u504f\u597d&#xff1a;\u6a21\u578b\u5bf9\u4e0a\u4e0b\u6587\u5f00\u5934\u548c\u7ed3\u5c3e\u7684\u4fe1\u606f\u5206\u914d\u66f4\u9ad8\u6ce8\u610f\u529b&#xff0c;\u4e2d\u95f4\u90e8\u5206\u66f4\u5bb9\u6613\u88ab\u5ffd\u89c6\u3002<\/p>\n<h4>\u4e09\u6761\u6838\u5fc3\u5b9e\u8df5\u7ed3\u8bba<\/h4>\n<p>\u8be5\u7ae0\u63d0\u70bc\u4e86\u4e09\u6761\u5373\u4f7f\u8df3\u8fc7\u539f\u7406\u7ec6\u8282\u4e5f\u5fc5\u987b\u8bb0\u4f4f\u7684\u6838\u5fc3\u7ed3\u8bba&#xff1a;<\/p>\n<li>\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u5de5\u5177\u5b9a\u4e49\u4e00\u65e6\u786e\u5b9a\u5c31\u4e0d\u8981\u6539\u3002\u4efb\u4f55\u6539\u52a8&#xff0c;\u54ea\u6015\u591a\u4e00\u4e2a\u7a7a\u683c&#xff0c;\u90fd\u53ef\u80fd\u6539\u53d8 token \u5e8f\u5217&#xff0c;\u4f7f\u9996\u4e2a\u4e0d\u540c token \u53ca\u5176\u540e\u7684\u7f13\u5b58\u65e0\u6cd5\u590d\u7528\u3002<\/li>\n<li>\u52a8\u6001\u4fe1\u606f\u6c38\u8fdc\u8ffd\u52a0\u5230\u672b\u5c3e\u2014\u2014\u65f6\u95f4\u6233\u3001\u7528\u6237\u72b6\u6001\u7b49\u53d8\u5316\u7684\u5185\u5bb9&#xff0c;\u4f5c\u4e3a\u65b0\u6d88\u606f\u8ffd\u52a0\u5230\u5bf9\u8bdd\u672b\u5c3e&#xff0c;\u800c\u4e0d\u662f\u4fee\u6539\u7cfb\u7edf\u63d0\u793a\u8bcd\u3002<\/li>\n<li>\u4f7f\u7528\u6807\u51c6 API \u683c\u5f0f&#xff0c;\u4e0d\u8981\u81ea\u884c\u62fc\u63a5\u6d88\u606f\u2014\u2014\u7ed3\u6784\u5316\u6d88\u606f\u4f1a\u88ab Chat Template \u7ffb\u8bd1\u6210\u6a21\u578b\u8bad\u7ec3\u65f6\u89c1\u8fc7\u7684\u56fa\u5b9a token \u5e8f\u5217\u3002<\/li>\n<h4>\u7f13\u5b58\u5931\u6548\u7684\u5de5\u7a0b\u4ee3\u4ef7<\/h4>\n<p>\u4e00\u4e2a\u771f\u5b9e\u6848\u4f8b\u8bf4\u660e\u4e86\u8fd9\u4e9b\u539f\u5219\u7684\u5de5\u7a0b\u610f\u4e49&#xff1a;\u67d0\u56e2\u961f\u5ba2\u670d Agent \u6bcf\u5929\u5904\u7406 10 \u4e07\u6b21\u5bf9\u8bdd&#xff0c;\u5de5\u7a0b\u5e08\u5728\u7cfb\u7edf\u63d0\u793a\u8bcd\u91cc\u52a0\u4e86\u4e00\u884c\u5b9e\u65f6\u65f6\u95f4\u6233\u3002\u7b2c\u4e8c\u5929\u76d1\u63a7\u544a\u8b66&#xff1a;\u6240\u6709\u5bf9\u8bdd\u7684\u9996 token \u5ef6\u8fdf\u4ece 0.5 \u79d2\u6da8\u5230 3-5 \u79d2&#xff0c;\u6708\u5ea6\u63a8\u7406\u8d26\u5355\u51e0\u4e4e\u7ffb\u500d\u3002\u539f\u56e0\u662f\u90a3\u4e00\u884c\u65f6\u95f4\u6233\u4f7f\u6bcf\u6b21\u8bf7\u6c42\u7684 token \u5e8f\u5217\u4ece\u65f6\u95f4\u6233\u4f4d\u7f6e\u5f00\u59cb\u4e0d\u540c&#xff0c;\u8be5\u4f4d\u7f6e\u53ca\u4e4b\u540e\u7684 KV \u72b6\u6001\u65e0\u6cd5\u590d\u7528\u3002<\/p>\n<h4>Chat Template \u7684\u4f5c\u7528<\/h4>\n<p>Chat Template \u628a API \u7684\u7ed3\u6784\u5316 JSON \u6d88\u606f\u8f6c\u6362\u4e3a\u6a21\u578b\u80fd\u7406\u89e3\u7684\u7ebf\u6027 token \u6d41\u3002\u7528\u7279\u6b8a\u6807\u8bb0&#xff08;\u5982 &lt;|im_start|&gt;system&#xff09;\u5212\u5206\u6bcf\u6761\u6d88\u606f\u7684\u8fb9\u754c\u548c\u89d2\u8272\u3002\u7406\u89e3\u5b83\u7684\u5b58\u5728\u6709\u4e24\u4e2a\u5b9e\u7528\u4ef7\u503c&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u5fc5\u987b\u4f7f\u7528\u6807\u51c6 API \u683c\u5f0f\u2014\u2014\u81ea\u884c\u62fc\u63a5\u6d88\u606f\u4f1a\u7834\u574f\u6a21\u578b\u8bad\u7ec3\u65f6\u5efa\u7acb\u7684\u4f18\u5148\u7ea7\u4f53\u7cfb&#xff0c;\u5bfc\u81f4\u601d\u7ef4\u94fe\u4fdd\u7559\u673a\u5236\u5931\u6548\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u89e3\u91ca\u4e86 KV Cache \u4e3a\u4ec0\u4e48\u5bf9\u524d\u7f00\u654f\u611f\u2014\u2014Chat Template \u5c06 system \u6d88\u606f\u548c\u5de5\u5177\u5b9a\u4e49\u8f6c\u6362\u4e3a\u56fa\u5b9a token \u5e8f\u5217\u653e\u5728\u6700\u524d\u9762&#xff0c;\u8fd9\u4e9b token \u7684 KV \u88ab\u7f13\u5b58\u540e\u53ef\u8de8\u8bf7\u6c42\u590d\u7528&#xff0c;\u4f46\u524d\u7f00\u4e2d\u4efb\u4f55\u4f4d\u7f6e\u7684\u53d8\u5316\u90fd\u4f1a\u5bfc\u81f4\u540e\u7eed\u7f13\u5b58\u5931\u6548\u3002<\/p>\n<h4>\u7f13\u5b58\u4f5c\u4e3a\u67b6\u6784\u7ea6\u675f<\/h4>\n<p>\u5728\u751f\u4ea7\u7ea7 Agent \u7cfb\u7edf\u4e2d&#xff0c;\u7f13\u5b58\u4e0d\u4ec5\u662f\u6027\u80fd\u4f18\u5316\u624b\u6bb5&#xff0c;\u66f4\u662f\u4e00\u4e2a\u67b6\u6784\u7ea6\u675f\u3002Claude Code \u7684\u5b9e\u8df5\u63ed\u793a\u4e86\u51e0\u4e2a\u4f53\u73b0\u8fd9\u79cd\u7ea6\u675f\u7684\u8bbe\u8ba1\u51b3\u7b56&#xff1a;<\/p>\n<ul>\n<li>\u63d0\u793a\u8bcd\u7ed3\u6784\u7531\u7f13\u5b58\u8fb9\u754c\u51b3\u5b9a&#xff0c;\u52a8\u6001\u5143\u7d20\u5fc5\u987b\u653e\u5230\u8fb9\u754c\u4e4b\u540e<\/li>\n<li>\u5b50 Agent \u5fc5\u987b\u4e0e\u7236 Agent \u5b57\u8282\u7ea7\u5bf9\u9f50\u4ee5\u547d\u4e2d Prompt Cache<\/li>\n<li>\u5de5\u5177\u7ed3\u679c\u7684\u66ff\u6362\u5b57\u7b26\u4e32\u5728\u9996\u6b21\u51fa\u73b0\u65f6\u5c31\u88ab\u51bb\u7ed3<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u542f\u793a\u662f&#xff1a;\u5728\u8bbe\u8ba1 Agent \u67b6\u6784\u65f6&#xff0c;\u7f13\u5b58\u7ecf\u6d4e\u6027\u4e0d\u662f\u4e8b\u540e\u4f18\u5316&#xff0c;\u800c\u662f\u524d\u7f6e\u7ea6\u675f\u3002<\/p>\n<h3>\u63d0\u793a\u5de5\u7a0b&#xff1a;\u7cfb\u7edf\u63d0\u793a\u8bcd\u7684\u8bbe\u8ba1\u65b9\u6cd5<\/h3>\n<p>\u63d0\u793a\u5de5\u7a0b\u7684\u6838\u5fc3\u5bf9\u8c61\u662f\u7cfb\u7edf\u63d0\u793a\u8bcd\u2014\u2014Agent \u7684&#034;\u5458\u5de5\u624b\u518c&#034;\u3002\u8be5\u7ae0\u4ece\u591a\u4e2a\u7ef4\u5ea6\u8ba8\u8bba\u5176\u4f18\u5316\u65b9\u6cd5\u3002<\/p>\n<h4>\u7ed3\u6784\u5316\u4e0e\u6d41\u7a0b\u9a71\u52a8<\/h4>\n<p>\u73b0\u4ee3\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u7ed3\u6784\u5316\u8f93\u5165\u5c55\u73b0\u51fa\u663e\u8457\u654f\u611f\u6027\u3002XML \u6807\u7b7e\u63d0\u4f9b\u673a\u5668\u53ef\u89e3\u6790\u7684\u7cbe\u786e\u8bed\u4e49&#xff0c;Markdown \u63d0\u4f9b\u4eba\u673a\u5171\u8bfb\u7684\u7ec4\u7ec7\u903b\u8f91\u3002\u4e24\u8005\u914d\u5408\u53ef\u4ee5\u5f62\u6210\u53cc\u5c42\u7ed3\u6784\u3002<\/p>\n<p>\u66f4\u5173\u952e\u7684\u662f\u6d41\u7a0b\u9a71\u52a8\u4f18\u4e8e\u89c4\u5219\u5806\u780c\u3002\u6d41\u7a0b\u9a71\u52a8\u7684\u63d0\u793a\u8bcd\u8ba9\u6a21\u578b\u5728\u4efb\u4f55\u65f6\u523b\u90fd\u80fd\u6e05\u695a\u77e5\u9053\u81ea\u5df1\u5904\u4e8e\u54ea\u4e2a\u9636\u6bb5\u3001\u5f53\u524d\u6b65\u9aa4\u7684\u76ee\u6807\u662f\u4ec0\u4e48\u3001\u5b8c\u6210\u540e\u8be5\u8fdb\u5165\u54ea\u4e2a\u6b65\u9aa4\u3002\u8be5\u7ae0\u7684\u6d88\u878d\u5b9e\u9a8c\u8bc1\u5b9e&#xff1a;\u6253\u4e71\u4fe1\u606f\u7ec4\u7ec7\u7ed3\u6784\u3001\u53bb\u9664\u6807\u9898\u5c42\u6b21\u540e&#xff0c;\u4efb\u52a1\u6210\u529f\u7387\u4e0b\u964d\u8d85\u8fc7 30%\u3002<\/p>\n<h4>\u4e1a\u52a1\u89c4\u5219\u7ec6\u5316<\/h4>\n<p>\u8be5\u7ae0\u5f3a\u8c03&#xff0c;\u4e1a\u52a1\u89c4\u5219\u7ec6\u5316\u4e0d\u662f\u6280\u672f\u95ee\u9898&#xff0c;\u800c\u662f\u4ea7\u54c1\u8bbe\u8ba1\u95ee\u9898\u3002\u4ee5\u4e00\u4e2a\u5e2e\u7528\u6237\u6253\u7535\u8bdd\u5904\u7406\u8d26\u5355\u7684 Agent \u4e3a\u4f8b&#xff0c;\u8ba1\u8d39\u7cfb\u7edf\u8bbe\u8ba1\u6d89\u53ca\u4e09\u79cd\u6a21\u5f0f\u7684\u7cbe\u786e\u533a\u5206\u3002\u6a21\u7cca\u7684\u89c4\u5219\u4f1a\u5bfc\u81f4 Agent \u884c\u4e3a\u6781\u4e0d\u7a33\u5b9a\u2014\u2014\u201c\u5e2e\u6211\u53d6\u6d88 Netflix \u8ba2\u9605&#034;\u5230\u5e95\u7b97&#034;\u7701\u94b1&#034;\u8fd8\u662f&#034;\u53d6\u56de\u672c\u5c5e\u4e8e\u7528\u6237\u7684\u94b1\u201d&#xff1f;<\/p>\n<p>\u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\u662f&#xff1a;\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4f18\u52bf\u5728\u4e8e\u9075\u5faa\u590d\u6742\u6307\u4ee4\u548c\u4ece\u957f\u4e0a\u4e0b\u6587\u4e2d\u63d0\u53d6\u4fe1\u606f&#xff0c;\u4f46\u4e0d\u5e94\u8be5\u5728\u4e1a\u52a1\u89c4\u5219\u5236\u5b9a\u4e0a\u88ab\u8d4b\u4e88\u8fc7\u591a\u81ea\u7531\u88c1\u91cf\u6743\u3002\u5728\u4f18\u79c0\u7684 Agent \u516c\u53f8\u91cc&#xff0c;\u63d0\u793a\u8bcd\u4e00\u822c\u7531\u4ea7\u54c1\u7ecf\u7406\u6765\u8bbe\u8ba1\u3002<\/p>\n<h4>\u5de5\u5177\u5b9a\u4e49\u8bbe\u8ba1<\/h4>\n<p>\u5de5\u5177\u5b9a\u4e49\u7684\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a Agent \u4f7f\u7528\u5de5\u5177\u7684\u51c6\u786e\u6027\u3002\u4ece Claude Code \u7684\u5de5\u5177\u5b9a\u4e49\u53ef\u4ee5\u89c2\u5bdf\u5230&#xff0c;\u6bcf\u4e2a\u63cf\u8ff0\u90fd\u7cbe\u5fc3\u8bbe\u8ba1\u4e86\u4f7f\u7528\u8fb9\u754c\u3001\u5177\u4f53\u793a\u4f8b\u3001\u6027\u80fd\u63d0\u793a\u548c\u5de5\u5177\u95f4\u534f\u4f5c\u5173\u7cfb\u3002\u8be5\u7ae0\u8fd8\u63ed\u793a\u4e86\u5de5\u5177\u5b9a\u4e49\u6b63\u5728\u5411\u6e10\u8fdb\u5f0f\u62ab\u9732\u6f14\u8fdb\u7684\u8d8b\u52bf&#xff1a;OpenAI Responses API \u63d0\u4f9b tool_search \u548c defer_loading \u6807\u8bb0&#xff0c;Anthropic \u63d0\u4f9b Tool Search \u673a\u5236&#xff0c;Codex CLI \u9ed8\u8ba4\u5f00\u542f BM25 \u68c0\u7d22\u7684 tool_search\u2014\u2014\u8fd9\u4e9b\u673a\u5236\u90fd\u9075\u5faa&#034;\u540d\u79f0\u548c\u7b80\u8ff0\u5e38\u9a7b\u3001\u5b8c\u6574 schema \u6309\u9700\u8ffd\u52a0\u5230\u672b\u5c3e&#034;\u7684\u8bbe\u8ba1\u539f\u5219\u3002<\/p>\n<h4>\u63d0\u793a\u6ce8\u5165\u9632\u5fa1<\/h4>\n<p>\u63d0\u793a\u6ce8\u5165\u662f Agent \u5b89\u5168\u7684\u6838\u5fc3\u5a01\u80c1\u4e4b\u4e00&#xff1a;\u653b\u51fb\u8005\u901a\u8fc7 Agent \u5904\u7406\u7684\u5916\u90e8\u5185\u5bb9&#xff08;\u7f51\u9875\u3001\u90ae\u4ef6\u3001\u6587\u6863&#xff09;\u5c06\u4f2a\u88c5\u6210\u7cfb\u7edf\u6307\u4ee4\u7684\u6587\u672c\u6df7\u5165\u4e0a\u4e0b\u6587\u3002\u5728 Agent \u7cfb\u7edf\u4e2d\u8fd9\u6bd4\u666e\u901a\u804a\u5929\u673a\u5668\u4eba\u66f4\u5371\u9669&#xff0c;\u56e0\u4e3a Agent \u62e5\u6709\u5de5\u5177\u8c03\u7528\u80fd\u529b&#xff0c;\u88ab\u6ce8\u5165\u7684\u6307\u4ee4\u53ef\u80fd\u5bfc\u81f4\u4e0d\u53ef\u9006\u64cd\u4f5c\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u5c42\u9632\u5fa1\u7684\u6838\u5fc3\u662f\u5e2e\u6a21\u578b\u5206\u6e05&#034;\u6307\u4ee4&#034;\u4e0e&#034;\u6570\u636e&#034;&#xff1a;\u6765\u6e90\u6807\u8bb0&#xff08;\u7528 XML \u6807\u7b7e\u5305\u88f9\u5e76\u6807\u6ce8\u6765\u6e90&#xff09;\u3001\u7ed3\u6784\u5316\u89d2\u8272&#xff08;\u4e25\u683c\u5229\u7528 Chat Template \u7684\u89d2\u8272\u4f53\u7cfb\u4f20\u9012\u4fe1\u606f&#xff09;\u548c\u8f93\u5165\u6e05\u6d17\u3002\u4f46\u8be5\u7ae0\u6e05\u9192\u5730\u6307\u51fa&#xff0c;\u4e0a\u4e0b\u6587\u5c42\u53ea\u80fd\u964d\u4f4e\u653b\u51fb\u6210\u529f\u7387&#xff0c;\u65e0\u6cd5\u505a\u5230\u4e07\u65e0\u4e00\u5931\u3002<\/p>\n<h3>Agent Skills&#xff1a;\u6e10\u8fdb\u5f0f\u62ab\u9732\u7684\u5de5\u7a0b\u5b9e\u73b0<\/h3>\n<p>\u968f\u7740 Agent \u8986\u76d6\u7684\u4e1a\u52a1\u573a\u666f\u8d8a\u6765\u8d8a\u591a&#xff0c;\u628a\u6240\u6709\u77e5\u8bc6\u585e\u8fdb\u4e00\u4e2a\u7cfb\u7edf\u63d0\u793a\u8bcd\u4f1a\u5e26\u6765\u4e24\u4e2a\u95ee\u9898&#xff1a;\u6d6a\u8d39 token \u548c\u6ce8\u610f\u529b\u88ab\u7a00\u91ca\u3002Agent Skills \u91c7\u7528\u6e10\u8fdb\u5f0f\u62ab\u9732\u7684\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u5148\u7ed9 Agent \u770b\u4e00\u4efd\u76ee\u5f55\u6458\u8981&#xff0c;\u9700\u8981\u65f6\u518d\u52a0\u8f7d\u5b8c\u6574\u5185\u5bb9\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224905-6a94b361733f8.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>\u4e09\u5c42\u7ed3\u6784<\/h4>\n<p>\u6bcf\u4e2a Skill \u5305\u542b\u4e09\u4e2a\u5c42\u6b21&#xff1a;<\/p>\n<ul>\n<li>\u7b2c\u4e00\u5c42&#xff08;\u5143\u6570\u636e&#xff09;&#xff1a;SKILL.md \u5f00\u5934\u7684 YAML frontmatter&#xff0c;\u5305\u542b name \u548c description\u3002\u76ee\u5f55\u5728\u5b8c\u6574\u6b63\u6587\u52a0\u8f7d\u524d\u5bf9 Agent \u53ef\u89c1&#xff0c;\u4f7f\u5176\u80fd\u5224\u65ad\u5f53\u524d\u4efb\u52a1\u662f\u5426\u9700\u8981\u67d0\u9879\u80fd\u529b\u3002<\/li>\n<li>\u7b2c\u4e8c\u5c42&#xff08;\u6838\u5fc3\u6d41\u7a0b&#xff09;&#xff1a;\u5f53 Agent \u5224\u65ad\u9700\u8981\u67d0\u4e2a Skill \u65f6&#xff0c;\u8fd0\u884c\u65f6\u624d\u52a0\u8f7d\u5b8c\u6574\u7684 SKILL.md\u3002<\/li>\n<li>\u7b2c\u4e09\u5c42&#xff08;\u7ec6\u5219&#xff09;&#xff1a;\u901a\u8fc7\u6587\u4ef6\u5f15\u7528\u6df1\u5165\u5230\u66f4\u8be6\u7ec6\u7684\u5b50\u6587\u6863\u3002<\/li>\n<\/ul>\n<p>description \u5b57\u6bb5\u662f\u8def\u7531\u51b3\u7b56\u7684\u5173\u952e&#xff0c;\u5199\u6cd5\u5e94\u50cf\u8def\u7531\u6761\u4ef6\u800c\u975e\u529f\u80fd\u4ecb\u7ecd\u2014\u2014&#034;\u4f55\u65f6\u8be5\u7528\u6211&#034;\u6bd4&#034;\u6211\u80fd\u505a\u4ec0\u4e48&#034;\u91cd\u8981\u5f97\u591a\u3002<\/p>\n<h4>Skills \u4e0e KV Cache \u7684\u5173\u7cfb<\/h4>\n<p>Skills \u673a\u5236\u5bf9 KV Cache \u6781\u4e3a\u53cb\u597d\u3002\u5b8c\u6574 Skill \u6b63\u6587\u5728\u88ab\u9009\u4e2d\u540e\u8ffd\u52a0\u5230\u4e0a\u4e0b\u6587\u672b\u5c3e&#xff0c;\u800c\u4e0d\u662f\u63d2\u56de\u524d\u7f00\u3002\u56e0\u679c\u6ce8\u610f\u529b\u51b3\u5b9a\u4e86\u6bcf\u4e2a token \u7684 KV \u53ea\u4f9d\u8d56\u5b83\u4e4b\u524d\u7684 token&#xff0c;\u56e0\u6b64\u5728\u672b\u5c3e\u8ffd\u52a0\u65b0\u5185\u5bb9\u4e0d\u4f1a\u6539\u53d8\u4efb\u4f55\u5df2\u7f13\u5b58 token \u7684 K\/V\u3002\u65b0\u589e\u7684\u5de5\u5177 schema \u53ea\u9700\u5728\u9996\u6b21\u51fa\u73b0\u65f6\u8ba1\u7b97\u4e00\u6b21&#xff0c;\u6b64\u540e\u5c31\u5e76\u5165\u4e0d\u65ad\u589e\u957f\u7684&#034;\u524d\u7f00&#034;&#xff0c;\u5728\u540e\u7eed\u6240\u6709\u8f6e\u6b21\u6301\u7eed\u547d\u4e2d\u3002<\/p>\n<p>\u8be5\u7ae0\u63ed\u793a\u4e86\u4e00\u4e2a\u91cd\u8981\u7684\u5de5\u7a0b\u539f\u5219&#xff1a;\u9009\u62e9 Agent \u4ea4\u4e92\u6a21\u5f0f\u65f6&#xff0c;\u5e94\u4e0e\u6a21\u578b\u5382\u5546\u7684\u8bad\u7ec3\u65b9\u6cd5\u4fdd\u6301\u4e00\u81f4\u3002\u57fa\u7840\u6a21\u578b\u516c\u53f8\u63a8\u884c\u7684 Agent \u7528\u6cd5&#xff0c;\u672c\u8d28\u4e0a\u662f\u5b83\u4eec\u4e13\u95e8\u8bad\u7ec3\u8fc7\u7684\u6a21\u5f0f\u3002<\/p>\n<h3>Agent \u72b6\u6001\u680f&#xff1a;\u5143\u4fe1\u606f\u6ce8\u5165\u673a\u5236<\/h3>\n<p>Agent \u72b6\u6001\u680f\u89e3\u51b3\u7684\u662f\u53e6\u4e00\u4e2a\u72ec\u7acb\u95ee\u9898&#xff1a;\u5982\u4f55\u8ba9 Agent \u968f\u65f6\u770b\u5230\u4efb\u52a1\u8fdb\u5ea6\u3001\u73af\u5883\u53d8\u5316\u548c\u5de5\u5177\u8c03\u7528\u8ba1\u6570\u7b49\u8fd0\u884c\u65f6\u72b6\u6001\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224905-6a94b361cd60c.png\" alt=\" \" \/><\/p>\n<p>\u72b6\u6001\u680f\u7684\u7406\u8bba\u57fa\u7840\u662f\u4e00\u4e2a\u6df1\u523b\u6d1e\u5bdf&#xff1a;\u4e0a\u4e0b\u6587\u5b66\u4e60\u66f4\u50cf\u68c0\u7d22\u800c\u975e\u63a8\u7406\u3002\u6a21\u578b\u64c5\u957f\u4ece\u5df2\u6709\u5185\u5bb9\u4e2d\u67e5\u627e\u4fe1\u606f&#xff0c;\u4f46\u4e0d\u64c5\u957f\u4e3b\u52a8\u5f52\u7eb3\u548c\u603b\u7ed3\u3002\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u4e00\u53f0&#034;\u53ea\u6709\u4e00\u534a\u7684\u68c0\u7d22\u5f15\u64ce&#034;\u2014\u2014\u68c0\u7d22\u8fd9\u4e00\u534a\u975e\u5e38\u5f3a&#xff0c;\u4f46\u6ca1\u6709&#034;\u63d0\u70bc\u5c42&#034;\u3002\u5173\u4e8e&#034;\u5df2\u7ecf\u6253\u4e86\u51e0\u6b21\u7535\u8bdd&#034;\u7684\u77e5\u8bc6\u6ca1\u6709\u88ab\u81ea\u52a8\u63d0\u70bc\u51fa\u6765&#xff0c;\u800c\u662f\u4ee5\u539f\u59cb\u901a\u8bdd\u8bb0\u5f55\u7684\u5f62\u5f0f\u5206\u6563\u5728 KV Cache \u4e2d&#xff0c;\u6a21\u578b\u6bcf\u6b21\u90fd\u8981\u4ece\u539f\u59cb\u4fe1\u606f\u4e2d\u73b0\u7b97\u4e00\u904d\u3002<\/p>\n<p>\u72b6\u6001\u680f\u7684\u672c\u8d28\u662f\u628a\u5206\u6563\u5728\u4e0a\u4e0b\u6587\u5404\u5904\u7684\u9690\u5f0f\u72b6\u6001\u63d0\u70bc\u4e3a\u53ef\u76f4\u63a5\u4f7f\u7528\u7684\u663e\u5f0f\u77e5\u8bc6\u3002\u5b9e\u9a8c\u8868\u660e&#xff0c;\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e00\u6761\u63d0\u524d\u7b97\u597d\u7684\u72b6\u6001\u680f\u540e&#xff0c;\u8f83\u5c0f\u5f00\u6e90\u6a21\u578b\u7684\u51c6\u786e\u7387\u53ef\u4ee5\u63a5\u8fd1\u524d\u6cbf\u5927\u6a21\u578b&#xff0c;\u4e14\u601d\u8003\u6548\u7387\u5927\u5e45\u63d0\u5347\u2014\u2014\u4e0d\u5e26\u72b6\u6001\u680f\u65f6\u601d\u8003\u91cf\u968f\u4e0a\u4e0b\u6587\u53d8\u957f\u6301\u7eed\u589e\u957f&#xff0c;\u5e26\u4e0a\u72b6\u6001\u680f\u540e\u53d8\u5f97\u57fa\u672c\u6052\u5b9a\u3002<\/p>\n<h4>\u72b6\u6001\u680f\u7684\u4f4d\u7f6e\u4e0e\u7f13\u5b58\u4ee3\u4ef7<\/h4>\n<p>Agent \u72b6\u6001\u680f\u5728 API \u5c42\u9762\u662f\u4f5c\u4e3a\u4e00\u6761 user \u89d2\u8272\u7684\u6d88\u606f\u63d2\u5165\u5230\u4e0a\u4e0b\u6587\u672b\u5c3e\u7684\u2014\u2014\u800c\u4e0d\u662f\u4fee\u6539\u5f00\u5934\u7684 system \u6d88\u606f\u3002\u539f\u56e0\u6b63\u662f KV Cache \u7ea6\u675f&#xff1a;\u4fee\u6539 system \u6d88\u606f\u4f1a\u7834\u574f\u6574\u4e2a\u524d\u7f00\u7684\u7f13\u5b58\u3002<\/p>\n<p>\u72b6\u6001\u66f4\u65b0\u6709\u4e24\u79cd\u5b9e\u73b0\u65b9\u5f0f&#xff1a;\u6bcf\u8f6e\u66ff\u6362&#xff08;\u79fb\u9664\u65e7\u72b6\u6001\u3001\u8ffd\u52a0\u65b0\u72b6\u6001&#xff0c;\u4f1a\u4f7f\u4e0a\u6b21\u6ce8\u5165\u540e\u7684\u77ed\u540e\u7f00\u7f13\u5b58\u5931\u6548&#xff09;\u548c\u6301\u4e45\u8ffd\u52a0&#xff08;\u65e7\u72b6\u6001\u6c38\u4e45\u4fdd\u7559&#xff0c;\u5bf9\u7f13\u5b58\u5b8c\u5168\u53cb\u597d\u4f46\u4f1a\u7d2f\u79ef\u9648\u65e7\u72b6\u6001&#xff09;\u3002\u9009\u62e9\u53d6\u51b3\u4e8e\u72b6\u6001\u5927\u5c0f\u3001\u66f4\u65b0\u9891\u7387\u548c\u8f68\u8ff9\u957f\u5ea6\u7684\u6743\u8861\u3002<\/p>\n<h3>\u4e0a\u4e0b\u6587\u538b\u7f29\u7b56\u7565<\/h3>\n<p>\u968f\u7740\u591a\u8f6e\u4ea4\u4e92\u6df1\u5165&#xff0c;\u4e0a\u4e0b\u6587\u4e0d\u65ad\u81a8\u80c0\u3002\u8be5\u7ae0\u6307\u51fa\u538b\u7f29\u6709\u4e09\u4e2a\u622a\u7136\u4e0d\u540c\u7684\u52a8\u673a&#xff1a;<\/p>\n<li>\u89e3\u51b3\u957f\u5ea6\u548c\u6210\u672c\u7ea6\u675f&#xff1a;\u7a97\u53e3\u6709\u9650&#xff0c;token \u8d8a\u591a\u6210\u672c\u8d8a\u9ad8<\/li>\n<li>\u63d0\u5347\u601d\u8003\u8d28\u91cf&#xff1a;\u603b\u7ed3\u540e\u7684\u77e5\u8bc6\u6bd4\u539f\u59cb\u5f62\u5f0f\u66f4\u5229\u4e8e\u6a21\u578b\u4f7f\u7528<\/li>\n<li>\u7f13\u89e3\u4e0a\u4e0b\u6587\u7126\u8651&#xff1a;\u6a21\u578b\u8ba4\u4e3a\u7a97\u53e3\u5373\u5c06\u8017\u5c3d\u65f6\u53ef\u80fd\u63d0\u524d\u6536\u5c3e<\/li>\n<h4>\u4e0a\u4e0b\u6587\u8150\u5316&#xff1a;\u9690\u853d\u7684\u8d28\u91cf\u8870\u51cf<\/h4>\n<p>\u8be5\u7ae0\u5f15\u5165\u4e86\u4e00\u4e2a\u91cd\u8981\u6982\u5ff5\u2014\u2014\u4e0a\u4e0b\u6587\u8150\u5316&#xff08;Context Rot&#xff09;\u3002\u8fd9\u4e0e\u4e0a\u4e0b\u6587\u6ea2\u51fa\u662f\u4e0d\u540c\u7684\u95ee\u9898&#xff1a;\u6ea2\u51fa\u662f&#034;\u88c5\u4e0d\u4e0b\u4e86&#034;&#xff0c;\u8150\u5316\u662f&#034;\u88c5\u5f97\u4e0b\u4f46\u627e\u4e0d\u5230\u4e86&#034;\u3002\u65e0\u5173\u7684\u5185\u5bb9\u4e00\u65e6\u5360\u5230\u4e0a\u4e0b\u6587\u7684\u5927\u5934&#xff0c;Agent \u7684\u51b3\u7b56\u8d28\u91cf\u5c31\u4f1a\u660e\u663e\u4e0b\u6ed1&#xff0c;\u4f46\u8868\u9762\u4e0a\u8fd8\u5728\u6b63\u5e38\u5de5\u4f5c&#xff0c;\u53ea\u662f\u51b3\u7b56\u8d28\u91cf\u6084\u7136\u4e0b\u964d\u3002<\/p>\n<p>\u538b\u7f29\u7684\u8bbe\u8ba1\u539f\u5219\u662f&#xff1a;\u4e0e\u5176\u671f\u671b\u6a21\u578b\u4ece\u5197\u957f\u4e0a\u4e0b\u6587\u4e2d\u81ea\u52a8\u5b66\u4e60&#xff0c;\u4e0d\u5982\u4e3b\u52a8\u5730\u3001\u663e\u5f0f\u5730\u8fdb\u884c\u77e5\u8bc6\u63d0\u70bc\u3002<\/p>\n<h4>\u538b\u7f29\u4e0e KV Cache \u7684\u5173\u7cfb<\/h4>\n<p>\u538b\u7f29\u548c KV Cache \u770b\u4f3c\u77db\u76fe\u2014\u2014\u524d\u8005\u8981\u6c42\u4fee\u6539\u4e0a\u4e0b\u6587&#xff0c;\u540e\u8005\u8981\u6c42\u524d\u7f00\u4e0d\u53d8\u3002\u5173\u952e\u5728\u4e8e\u7406\u89e3\u538b\u7f29\u53d1\u751f\u7684\u65f6\u673a\u548c\u4f4d\u7f6e&#xff1a;\u538b\u7f29\u4e0d\u662f\u5728\u5355\u6b21 API \u8c03\u7528\u4e2d\u4fee\u6539\u4e0a\u4e0b\u6587&#xff0c;\u800c\u662f\u5728\u4e24\u6b21 API \u8c03\u7528\u4e4b\u95f4\u7531 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