{"id":27827,"date":"2025-10-31T08:14:08","date_gmt":"2025-10-31T00:14:08","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27827"},"modified":"2025-10-31T08:14:08","modified_gmt":"2025-10-31T00:14:08","slug":"n8n-ai-agent-%e6%8f%90%e7%a4%ba%e5%b7%a5%e7%a8%8b%ef%bc%9a2025-%e5%b9%b4%e6%9c%80%e6%9c%89%e6%95%88%e7%9a%84%e5%ae%9e%e6%93%8d%e6%8a%80%e5%b7%a7","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/10\/31\/27827\/","title":{"rendered":"n8n + AI Agent \u63d0\u793a\u5de5\u7a0b\uff1a2025 \u5e74\u6700\u6709\u6548\u7684\u5b9e\u64cd\u6280\u5de7"},"content":{"rendered":"<div><\/div>\n<div class=\"article-desc\">\u6839\u636e Anthropic \u7684 Context Engineering \u7814\u7a76\uff0c\u5728 2025 \u5e74\uff0c\u771f\u6b63\u91cd\u8981\u7684\u4e0d\u662f\u201cprompt engineering\u201d\uff0c\u800c\u662f\u201ccontext engineering\u201d\u3002\u95ee\u9898\u4e0d\u518d\u662f\u201c\u5982\u4f55\u6253\u9020\u5b8c\u7f8e\u7684 prompt\u201d\uff0c\u800c\u662f\u201c\u54ea\u79cd context \u7ec4\u5408\u80fd\u5f15\u53d1\u671f\u671b\u7684\u884c\u4e3a\u201d\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<h2>\u4e3a\u4ec0\u4e48\u5927\u591a\u6570 Prompting \u65b9\u6cd5\u4f1a\u5931\u6548<\/h2>\n<p>\u6839\u636e Anthropic \u7684 Context Engineering \u7814\u7a76\uff0c\u5728 2025 \u5e74\uff0c\u771f\u6b63\u91cd\u8981\u7684\u4e0d\u662f\u201cprompt engineering\u201d\uff0c\u800c\u662f\u201ccontext engineering\u201d\u3002\u95ee\u9898\u4e0d\u518d\u662f\u201c\u5982\u4f55\u6253\u9020\u5b8c\u7f8e\u7684 prompt\u201d\uff0c\u800c\u662f\u201c\u54ea\u79cd context \u7ec4\u5408\u80fd\u5f15\u53d1\u671f\u671b\u7684\u884c\u4e3a\u201d\u3002<\/p>\n<p>\u6211\u4f1a\u5e26\u4f60\u8d70\u4e00\u904d\u5f53\u524d\u7814\u7a76\uff08Anthropic\u3001OpenAI\u3001Google\u3001Wharton\uff09\u5bf9 AI agent prompting \u7684\u7ed3\u8bba\u2014\u2014\u4ee5\u53ca\u5982\u4f55\u5728 n8n \u5de5\u4f5c\u6d41\u4e2d\u5177\u4f53\u843d\u5730\u3002<\/p>\n<p>\u4f60\u5c06\u5b66\u5230\uff1a<\/p>\n<ul data-id=\"u738a58b-jTIK2NZT\">\n<li data-id=\"ld70c578-MZ24c4R4\">System Message vs User Prompt\uff08\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u9519\u8bef\u7684\u5206\u79bb\u4f1a\u8ba9 token \u6210\u672c\u7ffb\u500d\uff09<\/li>\n<li data-id=\"ld70c578-mhhk99lB\">2025 \u5e74\u771f\u6b63\u6709\u6548\u7684\u4e94\u5927\u6838\u5fc3\u6280\u5de7\uff08\u6709\u7814\u7a76\u80cc\u4e66\uff09<\/li>\n<li data-id=\"ld70c578-5a2EiYFP\">\u9ad8\u7ea7\u6a21\u5f0f\uff08Chain-of-Thought\u3001RAG\u3001Structured Outputs\u3001Tool Use\uff09<\/li>\n<li data-id=\"ld70c578-G4WH2FVI\">\u4e3a\u4ec0\u4e48\u5e94\u8be5\u4e0e\u6a21\u578b\u4e00\u8d77\u751f\u6210 prompt\uff0c\u800c\u4e0d\u662f\u624b\u5de5\u5806\u780c<\/li>\n<li data-id=\"ld70c578-JSDBkSLE\">\u6a21\u578b\u76f8\u5173\u6ce8\u610f\u4e8b\u9879\uff08\u53ea\u8bb2\u5b9e\u9645\u76f8\u5173\u7684\uff09<\/li>\n<li data-id=\"ld70c578-TRSXf3fk\">\u751f\u4ea7\u7ea7\u6a21\u5f0f\uff08\u6d4b\u8bd5\u3001\u9519\u8bef\u5904\u7406\u3001token \u4f18\u5316\uff09<\/li>\n<\/ul>\n<h2>\u590d\u5236\u6a21\u677f\u7684\u9677\u9631<\/h2>\n<p>\u6211\u7ecf\u5e38\u89c1\u5230\uff1a\u6709\u4eba\u5728 Reddit \u4e0a\u627e\u5230\u4e00\u4e2a\u201c\u5b8c\u7f8e\u201d\u7684 prompt \u6a21\u677f\uff0c\u590d\u5236\u5230 AI Agent Node \u91cc\uff0c\u7136\u540e\u671f\u5f85\u5b83\u201c\u9b54\u6cd5\u751f\u6548\u201d\u3002<\/p>\n<p>\u5267\u900f\uff1a\u4e0d\u4f1a\u3002<\/p>\n<p>\u590d\u5236\u6a21\u677f\u5931\u8d25\u7684\u539f\u56e0\uff1a<\/p>\n<ul data-id=\"u738a58b-kFSQLbin\">\n<li data-id=\"ld70c578-qmdeQMZ7\">Context mismatch\uff1a\u6a21\u677f\u662f\u4e3a\u5b8c\u5168\u4e0d\u540c\u7684\u7528\u4f8b\u3001\u6570\u636e\u3001\u5de5\u5177\u5199\u7684<\/li>\n<li data-id=\"ld70c578-pZdsggIP\">Model differences\uff1a\u6a21\u677f\u5bf9 Claude 3 \u6709\u6548\uff0c\u800c\u4f60\u7528\u7684\u662f GPT-4o-mini<\/li>\n<li data-id=\"ld70c578-nOEK9RR3\">Over-complexity\uff1a\u6a21\u677f\u6709 500 \u884c\uff0c\u56e0\u4e3a\u4f5c\u8005\u60f3\u8986\u76d6\u6240\u6709\u8fb9\u754c\u60c5\u51b5<\/li>\n<li data-id=\"ld70c578-MQUlKnmK\">Under-specification\uff1a\u6a21\u677f\u8fc7\u4e8e\u901a\u7528\uff0c\u5bf9\u4efb\u4f55\u4e8b\u90fd\u4e0d\u591f\u597d<\/li>\n<\/ul>\n<p>Anthropic \u7684 Prompt Engineering \u6307\u5357\u5f3a\u8c03\u201c\u627e\u5230\u5408\u9002\u7684\u9ad8\u5ea6\u201d\uff08right altitude\uff09\u2014\u2014\u5bf9\u6307\u5bfc\u8db3\u591f\u5177\u4f53\uff0c\u4f46\u53c8\u4e3a\u63a8\u7406\u7559\u6709\u7a7a\u95f4\u3002\u6a21\u677f\u5bf9\u4f60\u7684\u7279\u5b9a\u573a\u666f\u6765\u8bf4\uff0c\u51e0\u4e4e\u603b\u662f\u5728\u9519\u8bef\u7684\u9ad8\u5ea6\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u95ee\u9898\uff1aPrompt \u8fc7\u4e8e\u590d\u6742<\/p>\n<p>\u201c\u8d8a\u591a\u8d8a\u597d\u201d\u7684\u601d\u8def\u4f1a\u5e26\u6765\u5de8\u5927\u95ee\u9898\uff1a<\/p>\n<ul data-id=\"u738a58b-joefLVUT\">\n<li data-id=\"ld70c578-2aYelKcS\">Ignored instructions\uff1a\u5f53 context \u8d85\u8fc7 800+ \u884c\uff0c\u6a21\u578b\u4f1a\u5f00\u59cb\u5ffd\u7565\u6307\u4ee4\u2014\u2014Context Engineering \u7814\u7a76\u663e\u793a\u00a0LLM \u6709\u201c\u6709\u9650\u6ce8\u610f\u529b\u9884\u7b97\u201d<\/li>\n<li data-id=\"ld70c578-YuLQKuvP\">Increased latency\uff1a\u66f4\u591a tokens = \u66f4\u6162\u54cd\u5e94<\/li>\n<li data-id=\"ld70c578-4d5ys5G9\">Higher costs\uff1a\u6bcf\u4e2a\u989d\u5916 token \u90fd\u8981\u82b1\u94b1<\/li>\n<li data-id=\"ld70c578-KHm9cAGJ\">Maintenance nightmare\uff1a800 \u884c prompt \u51e0\u4e4e\u65e0\u6cd5\u8c03\u8bd5\u6216\u4f18\u5316<\/li>\n<\/ul>\n<p>\u89e3\u51b3\u65b9\u6848\uff1a\u4e0e\u6a21\u578b\u4e00\u8d77\u751f\u6210 prompt<\/p>\n<p>\u771f\u6b63\u7684\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u662f\uff1a\u8ba9\u6a21\u578b\u4e3a\u4f60\u5199 prompt\u3002<\/p>\n<p>\u4e0d\u8981\u82b1\u6570\u5c0f\u65f6\u6253\u78e8 prompt\uff0c\u800c\u662f\u7ed9\u6a21\u578b\uff1a<\/p>\n<ul data-id=\"u738a58b-HFPF5mIp\">\n<li data-id=\"ld70c578-pH1ZsApl\">\u4f60\u7684\u76ee\u6807\uff08agent \u8981\u505a\u4ec0\u4e48\uff09<\/li>\n<li data-id=\"ld70c578-jONTLTqr\">\u793a\u4f8b\uff08\u8f93\u5165\/\u8f93\u51fa\u5bf9\uff09<\/li>\n<li data-id=\"ld70c578-UedVClcT\">\u7ea6\u675f\uff08\u4e0d\u8be5\u505a\u4ec0\u4e48\uff09<\/li>\n<\/ul>\n<p>\u6a21\u578b\u4f1a\u751f\u6210\u4e3a\u4f60\u573a\u666f\u4f18\u5316\u7684 prompt\u3002\u4f60\u6d4b\u8bd5\u3001\u4e0e\u6a21\u578b\u8fed\u4ee3\u3001\u518d\u7ec6\u5316\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548\uff1a\u6a21\u578b\u6700\u4e86\u89e3\u81ea\u5df1\u7684\u201c\u504f\u597d\u201d\u3002\u5b83\u77e5\u9053\u54ea\u79cd\u8868\u8ff0\u3001\u7ed3\u6784\u3001\u793a\u4f8b\u6700\u6709\u6548\u3002<\/p>\n<p>\u7a0d\u540e\u6211\u4f1a\u5c55\u793a\u5177\u4f53\u505a\u6cd5\u3002<\/p>\n<h2>\u57fa\u7840\uff1an8n \u4e2d\u7684 System Message \u4e0e User Prompt<\/h2>\n<p>n8n \u7684 AI Agent prompting \u4e2d\u6700\u57fa\u7840\u4e5f\u6700\u5e38\u89c1\u7684\u9519\u8bef\uff1a\u6df7\u6dc6 System Message \u548c User Prompt\u3002<\/p>\n<p>\u5728 AI Agent Node \u4e2d\uff0c\u6709\u4e24\u4e2a\u4e0d\u540c\u7684 prompt \u533a\u57df\uff1a<\/p>\n<p>System Message\uff08Options \u2192 System Message\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-9TJoXZhk\">\n<li data-id=\"ld70c578-fq2zCEC0\">\u5b9a\u4e49 agent \u7684\u6301\u4e45\u201cDNA\u201d<\/li>\n<li data-id=\"ld70c578-RHElmdK9\">\u6bcf\u6b21\u8bf7\u6c42\u90fd\u4f1a\u53d1\u9001<\/li>\n<li data-id=\"ld70c578-bRoJDBXD\">\u51e0\u4e4e\u4e0d\u53d8\/\u4e0d\u5e94\u8be5\u9891\u7e41\u66f4\u6539<\/li>\n<li data-id=\"ld70c578-OIcmRd2w\">\u5305\u542b\uff1arole\u3001tools\u3001workflow\u3001constraints<\/li>\n<\/ul>\n<p>User Prompt\uff08\u4e3b\u8f93\u5165\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-iX5RSNro\">\n<li data-id=\"ld70c578-yNFOlcNw\">\u53ea\u9488\u5bf9\u201c\u672c\u6b21\u8bf7\u6c42\u201d\u7684\u5177\u4f53\u4efb\u52a1<\/li>\n<li data-id=\"ld70c578-ltVZVW6e\">\u6765\u81ea Chat Trigger\u3001Webhooks \u6216\u524d\u7f6e\u8282\u70b9<\/li>\n<li data-id=\"ld70c578-sl3GLFzs\">\u6bcf\u6b21\u8bf7\u6c42\u90fd\u53d8\u5316<\/li>\n<li data-id=\"ld70c578-kflbt5vY\">\u53ea\u5e94\u5305\u542b\u672c\u6b21\u7684\u5177\u4f53\u4efb\u52a1<\/li>\n<\/ul>\n<p><img data-dominant-color=\"f4f0eb\" data-has-transparency=\"false\" style=\"--dominant-color: #f4f0eb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27828\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7fd394601503f8ecbe058a9ff419431dcfb9e.png\" width=\"1080\" height=\"826\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7fd394601503f8ecbe058a9ff419431dcfb9e.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7fd394601503f8ecbe058a9ff419431dcfb9e-300x229.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7fd394601503f8ecbe058a9ff419431dcfb9e-1024x783.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7fd394601503f8ecbe058a9ff419431dcfb9e-150x115.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7fd394601503f8ecbe058a9ff419431dcfb9e-768x587.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u4e3a\u4ec0\u4e48\u91cd\u8981\uff1aToken \u7ecf\u6d4e\u5b66\u4e0e Prompt Caching<\/p>\n<p>\u4e24\u8005\u90fd\u4f1a\u968f\u6bcf\u6b21 API \u8c03\u7528\u53d1\u9001\u3002\u4f46\u6b63\u786e\u5206\u79bb\u5bf9\u6210\u672c\u548c\u6027\u80fd\u90fd\u81f3\u5173\u91cd\u8981\uff1a<\/p>\n<p>\u9519\u8bef\u505a\u6cd5\uff08\u628a\u4e00\u5207\u90fd\u585e\u8fdb User Prompt\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token string\">\"You are Senior Support Engineer. Tools: search_docs, create_ticket.\r\nUse search_docs first. Max 150 words. Friendly.\r\nUser question: {{$json.message}}\"<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u82e5\u6bcf\u5929 1,000 \u6b21\u8bf7\u6c42\u3001\u6bcf\u6b21 400 tokens\uff1a = 400,000 \u4e2a\u5197\u4f59 tokens = \u4ee5 Claude Sonnet\uff08$3\/M\uff09\u8ba1\uff1a$1.20\/\u5929 = \u6bcf\u6708 $36 \u7684\u7eaf\u5197\u4f59 context<\/p>\n<p>\u6b63\u786e\u505a\u6cd5\uff1a<\/p>\n<p>System Message\uff08\u53ea\u5b9a\u4e49\u4e00\u6b21\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">You are Senior Support Engineer<span class=\"token punctuation\">.<\/span>\r\nTOOLS:\r\n<span class=\"token operator\">-<\/span> search_docs<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span>: Search Product Docs\r\n<span class=\"token operator\">-<\/span> create_ticket<span class=\"token punctuation\">(<\/span>title<span class=\"token punctuation\">,<\/span> priority<span class=\"token punctuation\">)<\/span>: <span class=\"token keyword\">Create<\/span> Support Ticket\r\nWORKFLOW:\r\n<span class=\"token number\">1.<\/span> FAQ \u2192 search_docs\r\n<span class=\"token number\">2.<\/span> Complex Issue \u2192 create_ticket\r\nBEHAVIOR:\r\n<span class=\"token operator\">-<\/span> Max <span class=\"token number\">150<\/span> words\r\n<span class=\"token operator\">-<\/span> <span class=\"token keyword\">When<\/span> uncertain: <span class=\"token keyword\">Create<\/span> ticket<span class=\"token punctuation\">,<\/span> don't guess<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>User Prompt \u4ec5\u4e3a\uff1a<code>{{$json.message}}<\/code><\/p>\n<p>= \u6bcf\u6b21 50 tokens \u800c\u975e 400 = \u8282\u7701\uff1a\u6bcf\u5929 350K tokens = \u6bcf\u6708\u7ea6 $31.50\uff08\u4ee5 Claude Sonnet \u8ba1\uff09<\/p>\n<p>Prompt Caching\uff1a\u4e3a\u4ec0\u4e48 System Message \u5e94\u5c3d\u91cf\u4fdd\u6301\u9759\u6001<\/p>\n<p>Anthropic \u548c OpenAI \u63d0\u4f9b Prompt Caching\u2014\u2014System Message \u4f1a\u88ab\u7f13\u5b58\uff0c\u4e0d\u5fc5\u6bcf\u6b21\u90fd\u91cd\u65b0\u5904\u7406\u3002\u53ef\u5c06\u5ef6\u8fdf\u964d\u4f4e 50\u201380%\uff0c\u5bf9\u5df2\u7f13\u5b58\u7684 tokens \u6210\u672c\u6700\u9ad8\u53ef\u964d\u81f3 10%\u3002<\/p>\n<p>\u4f46\uff1a\u4e00\u65e6\u4f60\u66f4\u6539 System Message\uff0c\u7f13\u5b58\u5c31\u4f1a\u5931\u6548\u3002\u56e0\u6b64\uff1a<\/p>\n<ul data-id=\"u738a58b-R6c6SfrZ\">\n<li data-id=\"ld70c578-KsxtXYpg\">\u8bbe\u8ba1 System Message \u4e3a\u9759\u6001\uff1a\u57fa\u7840\u89d2\u8272\u3001\u5de5\u5177\u3001\u5de5\u4f5c\u6d41\u903b\u8f91<\/li>\n<li data-id=\"ld70c578-10av12jU\">\u7528 User Prompt \u627f\u8f7d\u53ef\u53d8\u4fe1\u606f\uff1a\u52a8\u6001\u6570\u636e\u3001\u5177\u4f53\u4efb\u52a1<\/li>\n<li data-id=\"ld70c578-o4deJKNm\">\u4ec5\u5728\u51fa\u73b0\u91cd\u5927\u53d8\u66f4\u65f6\u66f4\u65b0 System Message\uff1a\u65b0\u589e\u5de5\u5177\u3001\u5de5\u4f5c\u6d41\u903b\u8f91\u6539\u53d8<\/li>\n<\/ul>\n<p>\u7f13\u5b58\u5f71\u54cd\u793a\u4f8b\uff1a<\/p>\n<p>\u65e0\u7f13\u5b58\uff1a \u8bf7\u6c42 1\uff1a500 tokens \u7684 System Message = $0.0015 \u8bf7\u6c42 2\uff1a500 tokens \u7684 System Message = $0.0015 \u8bf7\u6c42 1000\uff1a500 tokens \u7684 System Message = $0.0015 \u603b\u8ba1\uff1a1,000 \u6b21\u8bf7\u6c42 $1.50<\/p>\n<p>\u6709\u7f13\u5b58\uff08System Message \u4fdd\u6301\u7a33\u5b9a\uff09\uff1a \u8bf7\u6c42 1\uff1a500 tokens \u7684 System Message = $0.0015\uff08\u5199\u5165\u7f13\u5b58\uff09 \u8bf7\u6c42 2\uff1a500 tokens \u7f13\u5b58\u547d\u4e2d = $0.00015\uff08\u4fbf\u5b9c 90%\uff09 \u8bf7\u6c42 1000\uff1a500 tokens \u7f13\u5b58\u547d\u4e2d = $0.00015 \u603b\u8ba1\uff1a~$0.15\/1000 \u6b21\u8bf7\u6c42 = 90% \u8282\u7701<\/p>\n<p>Dynamic System Messages\uff1a\u5f3a\u5927\u4f46\u8981\u8c28\u614e<\/p>\n<p>\u4f60\u53ef\u4ee5\u7528 n8n Expressions \u8ba9 System Message \u52a8\u6001\u5316\u2014\u2014\u4f46\u8981\u6ce8\u610f\u7f13\u5b58\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">You are Support Engineer <span class=\"token keyword\">for<\/span> {{$<span class=\"token punctuation\">(<\/span><span class=\"token string\">'Get Config'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>item<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">.<\/span>company_name}}<span class=\"token punctuation\">.<\/span>\r\n\r\nPRODUCT: {{$<span class=\"token punctuation\">(<\/span><span class=\"token string\">'Get Config'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>item<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">.<\/span>product_description}}\r\nTONE: {{$<span class=\"token punctuation\">(<\/span><span class=\"token string\">'Get Config'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>item<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">.<\/span>support_tone}}<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u9002\u7528\u573a\u666f\uff1a\u591a\u79df\u6237\u7cfb\u7edf\u2014\u2014\u4e00\u4e2a\u5de5\u4f5c\u6d41\uff0c\u591a\u4e2a\u5ba2\u6237\u914d\u7f6e\u3002<\/p>\n<p>\u5de5\u4f5c\u6d41\uff1aWebhook\uff08Customer ID\uff09 \u2192 DB Lookup \u2192 AI Agent\uff08\u52a8\u6001 System Message\uff09 \u2192 Response<\/p>\n<p>\u7f13\u5b58\u6743\u8861\uff1a\u52a8\u6001 System Message \u4f1a\u7834\u574f\u7f13\u5b58\u2014\u2014\u4ec5\u5728\u5fc5\u8981\u65f6\u4f7f\u7528\u3002<\/p>\n<h2>\u4e94\u5927\u6838\u5fc3\u6280\u5de7\uff1a2024\u20132025 \u5e74\u7814\u7a76\u7ed9\u51fa\u7684\u7b54\u6848<\/h2>\n<p>\u6765\u81ea\u00a0Anthropic\u3001OpenAI\u3001Google \u5728 2024\u20132025 \u7684\u7814\u7a76\u663e\u793a\uff1a\u6709\u4e00\u4e9b\u5bf9\u6240\u6709\u6a21\u578b\u90fd\u6709\u6548\u7684\u57fa\u672c\u6280\u5de7\u3002\u4ee5\u4e0b\u4e94\u6761\u6700\u91cd\u8981\uff1a<\/p>\n<p><img data-dominant-color=\"e9eaed\" data-has-transparency=\"false\" style=\"--dominant-color: #e9eaed;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27829\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7e638d50110ab17b69449faa284911ed1cec1.png\" width=\"1080\" height=\"687\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7e638d50110ab17b69449faa284911ed1cec1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7e638d50110ab17b69449faa284911ed1cec1-300x191.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7e638d50110ab17b69449faa284911ed1cec1-1024x651.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7e638d50110ab17b69449faa284911ed1cec1-150x95.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/d7e638d50110ab17b69449faa284911ed1cec1-768x489.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<h2>\u6280\u5de7 1\uff1a\u6e05\u6670\u4e0e\u5177\u4f53\uff08\u201cAltitude\u201d \u539f\u5219\uff09<\/h2>\n<p>Anthropic \u7684 Prompt Engineering \u6307\u5357\u79f0\u4e4b\u4e3a\u201c\u627e\u5230\u5408\u9002\u7684\u9ad8\u5ea6\u201d\uff08right altitude\uff09\u2014\u2014\u65e2\u8db3\u591f\u5177\u4f53\u4ee5\u63d0\u4f9b\u6307\u5bfc\uff0c\u53c8\u4e3a\u63a8\u7406\u4fdd\u7559\u7075\u6d3b\u6027\u3002<\/p>\n<p>\u201c\u540c\u4e8b\u6d4b\u8bd5\u201d\uff1a\u5982\u679c\u4e00\u4e2a\u806a\u660e\u7684\u540c\u4e8b\u770b\u4e0d\u61c2\u8fd9\u6761\u6307\u4ee4\uff0cAI \u4e5f\u4e0d\u4f1a\u61c2\u3002<\/p>\n<p>\u53cd\u4f8b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Classify emails intelligently <span class=\"token operator\">and<\/span> accurately<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u201cintelligently\u201d \u662f\u4ec0\u4e48\uff1f\u6709\u54ea\u4e9b\u7c7b\u522b\uff1f\u8f93\u51fa\u683c\u5f0f\u662f\u600e\u6837\uff1f<\/p>\n<p>\u6b63\u4f8b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Classify emails <span class=\"token keyword\">into<\/span>: sales<span class=\"token punctuation\">,<\/span> support<span class=\"token punctuation\">,<\/span> billing<span class=\"token punctuation\">,<\/span> general\r\n\r\nURGENCY CRITERIA:\r\n<span class=\"token operator\">-<\/span> high: <span class=\"token keyword\">contains<\/span> <span class=\"token string\">\"urgent\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"asap\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"immediately\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"broken\"<\/span>\r\n<span class=\"token operator\">-<\/span> medium: <span class=\"token keyword\">time<\/span><span class=\"token operator\">-<\/span>related request without extremity\r\n<span class=\"token operator\">-<\/span> low: everything <span class=\"token keyword\">else<\/span>\r\nOUTPUT: JSON\r\n{\r\n  <span class=\"token string\">\"category\"<\/span>: <span class=\"token string\">\"support\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token string\">\"urgency\"<\/span>: <span class=\"token string\">\"high\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token string\">\"confidence\"<\/span>: <span class=\"token number\">0.92<\/span>\r\n}<\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e3a\u4f55\u6709\u6548\uff1a<\/p>\n<ul data-id=\"u738a58b-1XQHhOYX\">\n<li data-id=\"ld70c578-2OWf0ora\">\u6d88\u9664\u6b67\u4e49\uff08\u660e\u786e\u53ea\u6709\u56db\u7c7b\uff09<\/li>\n<li data-id=\"ld70c578-Fpbhc23I\">\u63d0\u4f9b\u51b3\u7b56\u6807\u51c6\uff08\u975e\u4e3b\u89c2\uff09<\/li>\n<li data-id=\"ld70c578-pLDqM0dk\">\u660e\u786e\u8f93\u51fa\u683c\u5f0f\uff08\u65e0\u9700\u731c\u6d4b\uff09<\/li>\n<li data-id=\"ld70c578-P2nn9TYF\">\u53ef\u5ea6\u91cf\uff08\u6709 confidence \u5206\u6570\uff09<\/li>\n<\/ul>\n<h2>\u6280\u5de7 2\uff1a\u6b63\u5411\u6307\u4ee4\uff08\u8d28\u91cf\u63d0\u5347 57%\uff09<\/h2>\n<p>Bsharat \u7b49\uff082024\uff09\u7814\u7a76\u663e\u793a\uff0c\u6b63\u5411\u6307\u4ee4\u660e\u663e\u4f18\u4e8e\u8d1f\u5411\u6307\u4ee4\u3002\u5c06\u201c\u4e0d\u8981\u505a X\u201d\u6539\u4e3a\u201c\u8bf7\u505a Y\u201d\uff0c\u5e73\u5747\u5e26\u6765 57% \u7684\u8d28\u91cf\u63d0\u5347\u3002<\/p>\n<p>\u8d1f\u5411\u6307\u4ee4\u4e3a\u4f55\u5931\u6548\uff1a<\/p>\n<ul data-id=\"u738a58b-ZdEcS3Jg\">\n<li data-id=\"ld70c578-QWfn4DUW\">\u6a21\u578b\u5148\u8981\u7406\u89e3\u4f60\u201c\u4e0d\u60f3\u8981\u201d\u7684<\/li>\n<li data-id=\"ld70c578-hAnVUpQq\">\u518d\u63a8\u65ad\u4f60\u201c\u60f3\u8981\u201d\u7684<\/li>\n<li data-id=\"ld70c578-jzEWWfPj\">\u8fd9\u4e2a\u4e24\u6b65\u63a8\u7406\u7ecf\u5e38\u5931\u8d25<\/li>\n<\/ul>\n<p>\u8d1f\u5411\u53cd\u4f8b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Don<span class=\"token string\">'t be too wordy.\r\nDon'<\/span>t <span class=\"token keyword\">use<\/span> technical jargon<span class=\"token punctuation\">.<\/span>\r\nDon't make assumptions about customer intent<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6b63\u5411\u6539\u5199\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Keep responses under <span class=\"token number\">150<\/span> words<span class=\"token punctuation\">.<\/span>\r\n<span class=\"token keyword\">Use<\/span> plain <span class=\"token keyword\">language<\/span> that a non<span class=\"token operator\">-<\/span>technical customer understands<span class=\"token punctuation\">.<\/span>\r\n<span class=\"token keyword\">When<\/span> customer intent <span class=\"token operator\">is<\/span> unclear<span class=\"token punctuation\">,<\/span> ask clarifying questions<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b9e\u9645\u5f71\u54cd\uff1a<\/p>\n<p>\u5728\u751f\u4ea7\u73af\u5883\u7684\u90ae\u4ef6\u5206\u7c7b agent \u4e2d\uff0c\u8d1f\u5411\u6307\u4ee4\uff08\u201c\u4e0d\u8981\u8bef\u5224\u7d27\u6025\u8bf7\u6c42\u201d\uff09\u9020\u6210 31% \u7684\u6f0f\u5224\u3002\u6b63\u5411\u6539\u5199\uff08\u201c\u51e1\u542b\u65f6\u95f4\u9650\u5236\u7684\u8bf7\u6c42\u4e00\u5f8b\u6807\u8bb0\u4e3a urgent\u201d\uff09\u5c06\u6f0f\u5224\u964d\u81f3 8%\u3002<\/p>\n<h2>\u6280\u5de7 3\uff1aFew-Shot Learning\uff08\u793a\u8303\u80dc\u4e8e\u544a\u77e5\uff09<\/h2>\n<p>Few-shot \u793a\u4f8b\u975e\u5e38\u6709\u6548\u2014\u2014\u4f46\u5927\u591a\u6570\u4eba\u7528\u9519\u4e86\u3002<\/p>\n<p>\u7814\u7a76\u5171\u8bc6\uff1a<\/p>\n<ul data-id=\"u738a58b-Oi6YuuEa\">\n<li data-id=\"ld70c578-DpO6Xs0a\">\u5927\u591a\u6570\u4efb\u52a1 2\u20135 \u4e2a\u793a\u4f8b\u6700\u4f18\uff08\u66f4\u591a\u5e2e\u52a9\u4e0d\u5927\uff09<\/li>\n<li data-id=\"ld70c578-hqDq5DA5\">\u793a\u4f8b\u8981\u201c\u591a\u6837\u5316\u201d\uff08avoid \u76f8\u4f3c\u5806\u780c\uff09<\/li>\n<li data-id=\"ld70c578-1nT64asx\">\u5e94\u5305\u542b edge cases<\/li>\n<li data-id=\"ld70c578-0HUitIn0\">Label bias \u91cd\u8981\uff1aZhao \u7b49\uff082021\uff09\u663e\u793a\u793a\u4f8b\u987a\u5e8f\u4f1a\u5f71\u54cd\u7ed3\u679c<\/li>\n<\/ul>\n<p>\u7cdf\u7cd5\u7684 few-shot\uff08\u8fc7\u4e8e\u76f8\u4f3c\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">EXAMPLES:\r\n<span class=\"token number\">1.<\/span><span class=\"token string\">\"How do I reset my password?\"<\/span>\u2192category:support<span class=\"token punctuation\">,<\/span>urgency:low\r\n<span class=\"token number\">2.<\/span><span class=\"token string\">\"Where is the password reset option?\"<\/span>\u2192category:support<span class=\"token punctuation\">,<\/span>urgency:low\r\n<span class=\"token number\">3.<\/span><span class=\"token string\">\"I can't find password settings.\"<\/span>\u2192category:support<span class=\"token punctuation\">,<\/span>urgency:low<\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5168\u662f\u540c\u4e00\u79cd\u95ee\u9898\u3002\u6a21\u578b\u5b66\u4e0d\u5230\u8fb9\u754c\u5904\u7406\u3002<\/p>\n<p>\u826f\u597d\u7684 few-shot\uff08\u591a\u6837\u4e14\u542b edge cases\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Example <span class=\"token number\">1<\/span> <span class=\"token punctuation\">(<\/span>Standard<span class=\"token punctuation\">)<\/span>:\r\nInput: <span class=\"token string\">\"How do I reset my password?\"<\/span>\r\nOutput: {<span class=\"token string\">\"category\"<\/span>: <span class=\"token string\">\"support\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"urgency\"<\/span>: <span class=\"token string\">\"low\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span>: <span class=\"token number\">0.95<\/span>}<\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_9\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Example <span class=\"token number\">2<\/span> <span class=\"token punctuation\">(<\/span>Urgent<span class=\"token punctuation\">)<\/span>:\r\nInput: <span class=\"token string\">\"URGENT: System down, can't access customer data!\"<\/span>\r\nOutput: {<span class=\"token string\">\"category\"<\/span>: <span class=\"token string\">\"support\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"urgency\"<\/span>: <span class=\"token string\">\"high\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span>: <span class=\"token number\">0.98<\/span>}<\/code><\/pre>\n<ul id=\"code_id_9\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_10\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Example <span class=\"token number\">3<\/span> <span class=\"token punctuation\">(<\/span>Mixed Intent<span class=\"token punctuation\">)<\/span>:\r\nInput: <span class=\"token string\">\"I want to upgrade my plan but also report a billing error.\"<\/span>\r\nOutput: {<span class=\"token string\">\"category\"<\/span>: <span class=\"token string\">\"billing\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"urgency\"<\/span>: <span class=\"token string\">\"medium\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span>: <span class=\"token number\">0.78<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"note\"<\/span>: <span class=\"token string\">\"Multiple intents detected\"<\/span>}<\/code><\/pre>\n<ul id=\"code_id_10\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_11\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Example <span class=\"token number\">4<\/span> <span class=\"token punctuation\">(<\/span>Edge <span class=\"token keyword\">Case<\/span> <span class=\"token operator\">-<\/span> Unclear<span class=\"token punctuation\">)<\/span>:\r\nInput: <span class=\"token string\">\"help\"<\/span>\r\nOutput: {<span class=\"token string\">\"category\"<\/span>: <span class=\"token string\">\"general\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"urgency\"<\/span>: <span class=\"token string\">\"low\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"confidence\"<\/span>: <span class=\"token number\">0.45<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"action\"<\/span>: <span class=\"token string\">\"request_clarification\"<\/span>}<\/code><\/pre>\n<ul id=\"code_id_11\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e3a\u4f55\u6709\u6548\uff1a<\/p>\n<ul data-id=\"u738a58b-sDc0b9R1\">\n<li data-id=\"ld70c578-RQGXbqnM\">\u8986\u76d6\u4e0d\u540c\u573a\u666f\uff08\u6807\u51c6\u3001\u7d27\u6025\u3001\u6df7\u5408\u3001\u4e0d\u6e05\u695a\uff09<\/li>\n<li data-id=\"ld70c578-boaSTRTe\">\u793a\u8303\u5982\u4f55\u5904\u7406\u8fb9\u754c\uff08\u4f4e\u7f6e\u4fe1\u5ea6 \u2192 \u8ffd\u95ee\u6f84\u6e05\uff09<\/li>\n<li data-id=\"ld70c578-p3y8QZAA\">\u5c55\u793a\u4e00\u81f4\u7684\u8f93\u51fa\u683c\u5f0f<\/li>\n<li data-id=\"ld70c578-D1K7CnCz\">\u8ba9\u6a21\u578b\u5b66\u4e60\u51b3\u7b56\u6a21\u5f0f\uff0c\u800c\u975e\u4ec5\u505a\u7c7b\u522b\u5339\u914d<\/li>\n<\/ul>\n<h2>\u6280\u5de7 4\uff1aConstraints &amp; Grounding\uff08\u5bf9\u6297\u5e7b\u89c9\uff09<\/h2>\n<p>AI agents \u7684\u5927\u95ee\u9898\u4e4b\u4e00\uff1ahallucination\uff08\u5e7b\u89c9\uff09\u3002\u627e\u4e0d\u5230\u7b54\u6848\u65f6\u5b83\u4eec\u4f1a\u7f16\u9020\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6848\uff1a\u663e\u5f0f\u7ea6\u675f\uff0c\u5c06 agent \u201c\u843d\u5730\u201d\u3002<\/p>\n<p>\u7cdf\u7cd5\u505a\u6cd5\uff08\u65e0\u7ea6\u675f\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_12\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Answer customer support questions based <span class=\"token keyword\">on<\/span> our documentation<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_12\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u540e\u679c\uff1a\u627e\u4e0d\u5230\u4fe1\u606f\u65f6 agent \u4f1a\u80e1\u7f16\u3002<\/p>\n<p>\u826f\u597d\u505a\u6cd5\uff08\u663e\u5f0f\u7ea6\u675f\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_13\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Answer customer support questions <span class=\"token keyword\">using<\/span> ONLY information <span class=\"token keyword\">from<\/span> the documentation you can access via search_docs tool<span class=\"token punctuation\">.<\/span>\r\n\r\nCONSTRAINTS:\r\n<span class=\"token operator\">-<\/span> <span class=\"token keyword\">If<\/span> information <span class=\"token operator\">is<\/span> <span class=\"token operator\">not<\/span> <span class=\"token operator\">in<\/span> docs: <span class=\"token string\">\"I don't have that information in our current documentation. I'll create a ticket for our team to help you.\"<\/span>\r\n<span class=\"token operator\">-<\/span> Never make assumptions about features <span class=\"token operator\">or<\/span> functionality\r\n<span class=\"token operator\">-<\/span> Never provide workarounds that aren't documented\r\n<span class=\"token operator\">-<\/span> <span class=\"token keyword\">If<\/span> multiple solutions exist: Present <span class=\"token keyword\">all<\/span> documented options\r\nESCALATION CRITERIA:\r\n<span class=\"token operator\">-<\/span> Customer mentions <span class=\"token string\">\"urgent\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"broken\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"down\"<\/span> \u2192 <span class=\"token keyword\">create<\/span> ticket immediately\r\n<span class=\"token operator\">-<\/span> Question requires account<span class=\"token operator\">-<\/span>specific <span class=\"token keyword\">data<\/span> \u2192 <span class=\"token keyword\">create<\/span> ticket <span class=\"token keyword\">with<\/span> details\r\n<span class=\"token operator\">-<\/span> Documentation <span class=\"token operator\">is<\/span> incomplete<span class=\"token operator\">\/<\/span>contradictory \u2192 <span class=\"token keyword\">create<\/span> ticket noting the issue<\/code><\/pre>\n<ul id=\"code_id_13\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e3a\u4f55\u6709\u6548\uff1a<\/p>\n<ul data-id=\"u738a58b-xlTbXQ0K\">\n<li data-id=\"ld70c578-k13jvCnS\">\u6e05\u6670\u8fb9\u754c\uff08ONLY \u6587\u6863\u4e2d\u7684\u4fe1\u606f\uff09<\/li>\n<li data-id=\"ld70c578-vIlpdneS\">\u660e\u786e\u515c\u5e95\u884c\u4e3a\uff08\u4e0d\u786e\u5b9a\u65f6\u600e\u4e48\u505a\uff09<\/li>\n<li data-id=\"ld70c578-9QaWphSF\">\u5347\u7ea7\u6807\u51c6\uff08\u4f55\u65f6\u8f6c\u4eba\u7c7b\uff09<\/li>\n<li data-id=\"ld70c578-WejAIrFM\">\u4e0d\u7559\u201c\u81ea\u7531\u53d1\u6325\u201d\u7684\u7a7a\u95f4<\/li>\n<\/ul>\n<p>\u751f\u4ea7\u5f71\u54cd\uff1a<\/p>\n<p>\u5728\u6bcf\u6708\u5904\u7406 2000+ \u8be2\u95ee\u7684\u5ba2\u670d agent \u4e2d\uff0c\u52a0\u5165\u7ea6\u675f\u5c06\u5e7b\u89c9\u7387\u4ece 23% \u964d\u81f3 3%\u3002\u5347\u7ea7\u7684\u4eba\u5de5\u5de5\u5355\u8d28\u91cf\u663e\u8457\u63d0\u5347\uff0c\u56e0\u4e3a\u5de5\u5355\u4f1a\u5305\u542b\u5177\u4f53\u7684\u6587\u6863\u7f3a\u53e3\u4fe1\u606f\u3002<\/p>\n<h2>\u6280\u5de7 5\uff1aContext Engineering\uff08\u6700\u5c0f\u9ad8\u4fe1\u53f7 token \u96c6\uff09<\/h2>\n<p>Anthropic \u7684\u7814\u7a76\u5f88\u660e\u786e\uff1a\u4e0d\u662f\u201c\u66f4\u591a context\u201d\uff0c\u800c\u662f\u201c\u6b63\u786e\u7684 context\u201d\u3002<\/p>\n<p>\u539f\u5219\uff1aSmallest High-Signal Token Set<\/p>\n<ul data-id=\"u738a58b-c8ELyHcD\">\n<li data-id=\"ld70c578-vZb9Fh91\">\u4f60\u7684 context \u4e2d\u6bcf\u4e00\u4e2a token \u90fd\u5e94\u63d0\u4f9b\u4ef7\u503c<\/li>\n<li data-id=\"ld70c578-plf2A4xr\">\u5197\u4f59\u4fe1\u606f\u4f1a\u7a00\u91ca\u5173\u952e\u4fe1\u53f7<\/li>\n<li data-id=\"ld70c578-STVOvrgy\">\u66f4\u591a context \u2260 \u66f4\u597d\u8868\u73b0\uff08\u5f80\u5f80\u9002\u5f97\u5176\u53cd\uff09<\/li>\n<\/ul>\n<p>\u7cdf\u7cd5\u7684 context\uff08\u5197\u957f\u3001\u91cd\u590d\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_14\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">You are a helpful AI assistant designed <span class=\"token keyword\">to<\/span> help customers <span class=\"token keyword\">with<\/span> their questions <span class=\"token operator\">and<\/span> concerns<span class=\"token punctuation\">.<\/span> You should always be polite<span class=\"token punctuation\">,<\/span> professional<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">and<\/span> courteous <span class=\"token operator\">in<\/span> your responses<span class=\"token punctuation\">.<\/span> Make sure <span class=\"token keyword\">to<\/span> <span class=\"token keyword\">read<\/span> the customer<span class=\"token string\">'s question carefully and provide a thorough and complete answer that addresses all of their concerns. If you'<\/span>re <span class=\"token operator\">not<\/span> sure about something<span class=\"token punctuation\">,<\/span> it<span class=\"token string\">'s better to say you don'<\/span>t know than <span class=\"token keyword\">to<\/span> provide incorrect information<span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_14\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>350 \u4e2a token \u7684\u7a7a\u8bdd\uff0c\u51e0\u4e4e\u6ca1\u6709\u53ef\u6267\u884c\u6307\u5bfc\u3002<\/p>\n<p>\u826f\u597d\u7684 context\uff08\u5bc6\u5ea6\u9ad8\u3001\u5177\u4f53\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_15\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">You are Support Agent<span class=\"token punctuation\">.<\/span>\r\n\r\nRESPONSE REQUIREMENTS:\r\n<span class=\"token operator\">-<\/span> Max <span class=\"token number\">150<\/span> words\r\n<span class=\"token operator\">-<\/span> Plain <span class=\"token keyword\">language<\/span> <span class=\"token punctuation\">(<\/span>non<span class=\"token operator\">-<\/span>technical<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token operator\">-<\/span> Structure: Problem acknowledgment \u2192 Solution \u2192 <span class=\"token keyword\">Next<\/span> steps\r\nTOOLS:\r\n<span class=\"token operator\">-<\/span> search_docs<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span> \u2192 search product documentation\r\n<span class=\"token operator\">-<\/span> create_ticket<span class=\"token punctuation\">(<\/span>title<span class=\"token punctuation\">,<\/span> priority<span class=\"token punctuation\">,<\/span> details<span class=\"token punctuation\">)<\/span> \u2192 escalate <span class=\"token keyword\">to<\/span> human team\r\nWORKFLOW:\r\n<span class=\"token number\">1.<\/span> Search docs <span class=\"token keyword\">for<\/span> relevant information\r\n<span class=\"token number\">2.<\/span> <span class=\"token keyword\">If<\/span> found: Provide answer <span class=\"token keyword\">with<\/span> doc reference\r\n<span class=\"token number\">3.<\/span> <span class=\"token keyword\">If<\/span> <span class=\"token operator\">not<\/span> found <span class=\"token operator\">OR<\/span> customer mentions <span class=\"token string\">\"urgent\"<\/span><span class=\"token operator\">\/<\/span><span class=\"token string\">\"broken\"<\/span>: <span class=\"token keyword\">Create<\/span> ticket<\/code><\/pre>\n<ul id=\"code_id_15\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>110 \u4e2a token\uff0c\u4fe1\u53f7\u5bc6\u5ea6\u5f88\u9ad8\u3002\u6bcf\u884c\u90fd\u6709\u53ef\u6267\u884c\u4fe1\u606f\u3002<\/p>\n<p>Token \u5ba1\u8ba1\uff1a<\/p>\n<p>\u5bf9 prompt \u4e2d\u6bcf\u4e2a\u53e5\u5b50\u95ee\u4e00\u53e5\uff1a\u201c\u5220\u6389\u5b83\uff0cagent \u4f1a\u53d8\u5dee\u5417\uff1f\u201d\u5982\u679c\u4e0d\u4f1a\uff0c\u5c31\u5220\u3002<\/p>\n<h2>\u9ad8\u7ea7\u6a21\u5f0f\uff1a\u4f55\u65f6\u7528\uff08\u4f55\u65f6\u522b\u7528\uff09<\/h2>\n<p>\u6838\u5fc3\u6280\u5de7\u9002\u7528\u4e8e\u6240\u6709\u573a\u666f\u3002\u4e0b\u9762\u8fd9\u4e9b\u9ad8\u7ea7\u6a21\u5f0f\u975e\u5e38\u5f3a\uff0c\u4f46\u8981\u201c\u5bf9\u75c7\u4e0b\u836f\u201d\u3002<\/p>\n<h2>\u6a21\u5f0f 1\uff1aChain-of-Thought\uff08CoT\uff09\u2014\u2014\u7528\u4e8e\u590d\u6742\u591a\u6b65\u63a8\u7406<\/h2>\n<p>\u6c83\u987f\u5546\u5b66\u9662 2025 \u5e74 6 \u6708\u7684\u7814\u7a76\u7ed9\u51fa\u4e86\u8fc4\u4eca\u6700\u5168\u9762\u7684\u5206\u6790\uff1aCoT \u5bf9\u590d\u6742\u63a8\u7406\u6709\u5e2e\u52a9\uff0c\u4f46\u5bf9\u7b80\u5355\u4efb\u52a1\u6548\u679c\u53c2\u5dee\u3002<\/p>\n<p>\u4f55\u65f6\u4f7f\u7528 CoT\uff1a<\/p>\n<ul data-id=\"u738a58b-5yAUifIJ\">\n<li data-id=\"ld70c578-q2DT9tdO\">\u9700\u8981\u591a\u6b65\u903b\u8f91\u63a8\u7406<\/li>\n<li data-id=\"ld70c578-E8OTGnqM\">\u6570\u5b66\u8ba1\u7b97<\/li>\n<li data-id=\"ld70c578-FdVgkahA\">\u6709\u4f9d\u8d56\u5173\u7cfb\u7684\u590d\u6742\u51b3\u7b56\u6811<\/li>\n<li data-id=\"ld70c578-GmsFs6oH\">\u4e2d\u95f4\u6b65\u9aa4\u91cd\u8981\u7684\u4efb\u52a1<\/li>\n<\/ul>\n<p>\u4e0d\u8be5\u7528 CoT \u7684\u573a\u666f\uff1a<\/p>\n<ul data-id=\"u738a58b-YV17LP9X\">\n<li data-id=\"ld70c578-OIZETODB\">\u7b80\u5355\u5206\u7c7b\uff08\u589e\u52a0\u8d1f\u62c5\u65e0\u76ca\uff09<\/li>\n<li data-id=\"ld70c578-N3kcwW2O\">\u6a21\u5f0f\u5339\u914d\u578b\u4efb\u52a1<\/li>\n<li data-id=\"ld70c578-URQLZ1pU\">\u5bf9\u901f\u5ea6\u6781\u5176\u654f\u611f\uff08CoT \u4f1a\u589e\u52a0\u5ef6\u8fdf\uff09<\/li>\n<\/ul>\n<p><img data-dominant-color=\"dfe7dd\" data-has-transparency=\"false\" style=\"--dominant-color: #dfe7dd;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27830\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/81e82e8229cae89c9f03505a9ae64c9940740a.png\" width=\"1080\" height=\"590\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/81e82e8229cae89c9f03505a9ae64c9940740a.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/81e82e8229cae89c9f03505a9ae64c9940740a-300x164.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/81e82e8229cae89c9f03505a9ae64c9940740a-1024x559.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/81e82e8229cae89c9f03505a9ae64c9940740a-150x82.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/81e82e8229cae89c9f03505a9ae64c9940740a-768x420.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u5728 n8n \u4e2d\u7684\u5b9e\u73b0\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_16\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">TASK: <span class=\"token keyword\">Analyze<\/span> customer request <span class=\"token operator\">and<\/span> determine best resolution path<span class=\"token punctuation\">.<\/span>\r\n\r\nREASONING PROCESS <span class=\"token punctuation\">(<\/span>think step<span class=\"token operator\">-<\/span><span class=\"token keyword\">by<\/span><span class=\"token operator\">-<\/span>step<span class=\"token punctuation\">)<\/span>:\r\n<span class=\"token number\">1.<\/span> IDENTIFY: What <span class=\"token operator\">is<\/span> the core issue? <span class=\"token punctuation\">(<\/span>Quote specific parts <span class=\"token keyword\">of<\/span> message<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token number\">2.<\/span> CLASSIFY: Which category? <span class=\"token punctuation\">(<\/span>sales<span class=\"token operator\">\/<\/span>support<span class=\"token operator\">\/<\/span>billing<span class=\"token operator\">\/<\/span>general<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token number\">3.<\/span> ASSESS URGENCY: <span class=\"token keyword\">Time<\/span><span class=\"token operator\">-<\/span>sensitive keywords? Tone indicators?\r\n<span class=\"token number\">4.<\/span> <span class=\"token keyword\">CHECK<\/span> PREREQUISITES: Can we resolve <span class=\"token keyword\">with<\/span> available tools?\r\n<span class=\"token number\">5.<\/span> DECIDE: Route <span class=\"token keyword\">to<\/span> appropriate <span class=\"token keyword\">handler<\/span> <span class=\"token keyword\">with<\/span> reasoning\r\nThink through each step explicitly before providing your final answer<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_16\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6027\u80fd\u5f71\u54cd\uff1a<\/p>\n<ul data-id=\"u738a58b-7coCTtlH\">\n<li data-id=\"ld70c578-FgEGMyxI\">\u51c6\u786e\u5ea6\u63d0\u5347\uff1a\u590d\u6742\u63a8\u7406\u4efb\u52a1\u63d0\u5347 2\u20135%<\/li>\n<li data-id=\"ld70c578-H44zLl6X\">\u5ef6\u8fdf\u589e\u52a0\uff1a20\u201340%\uff08\u6a21\u578b\u8f93\u51fa\u66f4\u591a tokens\uff09<\/li>\n<li data-id=\"ld70c578-1HxTh3Sj\">\u6210\u672c\u589e\u52a0\uff1a\u4e0e\u8f93\u51fa token \u589e\u957f\u6210\u6b63\u6bd4<\/li>\n<\/ul>\n<p>\u7ed3\u8bba\uff1a\u53ea\u6709\u5f53\u51c6\u786e\u5ea6\u63d0\u5347\u80fd\u62b5\u6d88\u6210\u672c\u548c\u5ef6\u8fdf\u7684\u6743\u8861\u65f6\uff0c\u624d\u4f7f\u7528 CoT\u3002<\/p>\n<h2>\u6a21\u5f0f 2\uff1aRAG\uff08Retrieval-Augmented Generation\uff09\u2014\u2014\u7528\u4e8e\u5916\u90e8\u77e5\u8bc6<\/h2>\n<p>\u5f53\u4f60\u7684 agent \u9700\u8981\uff1a<\/p>\n<ul data-id=\"u738a58b-IcMYFyOv\">\n<li data-id=\"ld70c578-ecIUkRRt\">\u52a8\u6001\/\u9891\u7e41\u66f4\u65b0\u7684\u5185\u5bb9\uff08\u4ea7\u54c1\u76ee\u5f55\u3001\u6587\u6863\uff09<\/li>\n<li data-id=\"ld70c578-osfCAwLe\">\u4f53\u91cf\u5de8\u5927\u3001\u653e\u4e0d\u8fdb context \u7684\u77e5\u8bc6\u5e93<\/li>\n<li data-id=\"ld70c578-7DnhOV4K\">\u5ba2\u6237\u7279\u5b9a\u6570\u636e\uff08\u8ba2\u5355\u8bb0\u5f55\u3001\u8d26\u6237\u8be6\u60c5\uff09<\/li>\n<li data-id=\"ld70c578-O1xvFWcW\">\u8bad\u7ec3\u8bed\u6599\u4e4b\u5916\u7684\u4e13\u6709\u4fe1\u606f<\/li>\n<\/ul>\n<p>RAG \u5c31\u662f\u5fc5\u9700\u7684\u3002<\/p>\n<p>n8n \u4e2d\u7684 RAG \u57fa\u672c\u6d41\u7a0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_17\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Webhook<span class=\"token operator\">\/<\/span><span class=\"token keyword\">Trigger<\/span>\r\n  \u2193\r\nExtract Query <span class=\"token punctuation\">(<\/span><span class=\"token keyword\">user<\/span>'s question<span class=\"token punctuation\">)<\/span>\r\n  \u2193\r\nVector Search <span class=\"token punctuation\">(<\/span>retrieve relevant chunks <span class=\"token keyword\">from<\/span> knowledge base<span class=\"token punctuation\">)<\/span>\r\n  \u2193\r\nAI Agent <span class=\"token punctuation\">(<\/span>answer <span class=\"token keyword\">using<\/span> retrieved context<span class=\"token punctuation\">)<\/span>\r\n  \u2193\r\nResponse<\/code><\/pre>\n<ul id=\"code_id_17\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5173\u952e RAG \u8981\u70b9\uff08\u57fa\u4e8e\u00a0kapa.ai \u7684\u5206\u6790\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-Gsj09oJe\">\n<li data-id=\"ld70c578-a1icUfWY\">Chunk size\uff1a\u6bcf\u5757 500\u2013800 tokens\uff08\u5927\u591a\u4efb\u52a1\u7684\u6700\u4f73\u533a\u95f4\uff09<\/li>\n<li data-id=\"ld70c578-D8W8UXt5\">Overlap\uff1a\u5757\u95f4\u91cd\u53e0 50\u2013100 tokens\uff08\u907f\u514d\u8fb9\u754c\u4fe1\u606f\u4e22\u5931\uff09<\/li>\n<li data-id=\"ld70c578-q9MJ1GHW\">Number of chunks\uff1a\u8fd4\u56de 3\u20135 \u4e2a\u6700\u76f8\u5173\u5757<\/li>\n<li data-id=\"ld70c578-SRpzfe1l\">Reranking\uff1a\u5411\u91cf\u53ec\u56de\u540e\u505a\u8bed\u4e49\u91cd\u6392\u4ee5\u63d0\u5347\u76f8\u5173\u6027<\/li>\n<li data-id=\"ld70c578-VAv60HDP\">Metadata\uff1a\u5305\u542b\u6765\u6e90\u3001\u65f6\u95f4\u6233\u3001\u7f6e\u4fe1\u5ea6<\/li>\n<\/ul>\n<p>RAG Prompt \u793a\u4f8b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_18\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Answer the customer<span class=\"token string\">'s question using ONLY the information provided below.\r\n\r\nCONTEXT FROM DOCUMENTATION:\r\n{{$json.retrieved_chunks}}\r\nCUSTOMER QUESTION:\r\n{{$json.user_message}}\r\nINSTRUCTIONS:\r\n- Base answer strictly on provided context\r\n- If context doesn'<\/span>t contain the answer: <span class=\"token string\">\"I don't have that information in our current documentation.\"<\/span>\r\n<span class=\"token operator\">-<\/span> Include source reference: <span class=\"token string\">\"According to [doc_title]...\"<\/span>\r\n<span class=\"token operator\">-<\/span> <span class=\"token keyword\">If<\/span> multiple relevant sections: Synthesize information <span class=\"token keyword\">from<\/span> <span class=\"token keyword\">all<\/span>\r\nCONFIDENCE ASSESSMENT:\r\n<span class=\"token operator\">-<\/span> High confidence: Answer directly stated <span class=\"token operator\">in<\/span> context\r\n<span class=\"token operator\">-<\/span> Medium confidence: Answer can be inferred <span class=\"token keyword\">from<\/span> context\r\n<span class=\"token operator\">-<\/span> Low confidence: Context <span class=\"token operator\">is<\/span> incomplete \u2192 escalate<\/code><\/pre>\n<ul id=\"code_id_18\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2>\u6a21\u5f0f 3\uff1aDocument Repacking\u2014\u2014\u987a\u5e8f\u6bd4\u4f60\u60f3\u7684\u66f4\u91cd\u8981<\/h2>\n<p>Wang \u7b49\uff082024\uff09\u7814\u7a76\u53d1\u73b0\uff1acontext \u7684\u201c\u987a\u5e8f\u201d\u5f71\u54cd\u663e\u8457\u3002<\/p>\n<p>\u53d1\u73b0\u8981\u70b9\uff1a<\/p>\n<ul data-id=\"u738a58b-E3B65wkW\">\n<li data-id=\"ld70c578-2R3KQygS\">Primacy bias\uff1a\u6a21\u578b\u66f4\u6ce8\u610f\u5f00\u5934\u7684\u4fe1\u606f<\/li>\n<li data-id=\"ld70c578-B3Ho6Cz3\">Recency bias\uff1a\u4e5f\u66f4\u6ce8\u610f\u7ed3\u5c3e\u7684\u4fe1\u606f<\/li>\n<li data-id=\"ld70c578-8M6Ouire\">Middle neglect\uff1a\u4e2d\u95f4\u7684\u4fe1\u606f\u66f4\u5bb9\u6613\u88ab\u5ffd\u7565<\/li>\n<li data-id=\"ld70c578-L6CTSxFJ\">\u6027\u80fd\u5f71\u54cd\uff1a\u901a\u8fc7\u6700\u4f18\u6392\u5e8f\u53ef\u63d0\u5347 5\u201310% \u51c6\u786e\u5ea6<\/li>\n<\/ul>\n<p>\u6700\u4f18\u6392\u5e8f\u7b56\u7565\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-WDgIDeb7\">\n<li data-id=\"ld70c578-Y6oNANrM\">\u6700\u76f8\u5173\/\u6700\u91cd\u8981\u7684\u4fe1\u606f\u653e\u6700\u524d<\/li>\n<li data-id=\"ld70c578-57e3cgGN\">\u6b21\u8981\u7684\u652f\u6301\u4fe1\u606f\u653e\u4e2d\u95f4<\/li>\n<li data-id=\"ld70c578-CjLvv6Km\">\u7ea6\u675f\u4e0e\u63d0\u9192\u653e\u6700\u540e\uff08\u5229\u7528\u8fd1\u56e0\u6548\u5e94\uff09<\/li>\n<\/ol>\n<p>\u793a\u4f8b\uff08RAG context\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_19\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">MOST RELEVANT DOCUMENTATION:\r\n<span class=\"token punctuation\">[<\/span>Chunk <span class=\"token keyword\">with<\/span> highest relevance score<span class=\"token punctuation\">]<\/span>\r\n\r\nADDITIONAL CONTEXT:\r\n<span class=\"token punctuation\">[<\/span>Supporting chunks<span class=\"token punctuation\">]<\/span>\r\nCONSTRAINTS <span class=\"token punctuation\">(<\/span>IMPORTANT<span class=\"token punctuation\">)<\/span>:\r\n<span class=\"token operator\">-<\/span> Answer only <span class=\"token keyword\">from<\/span> provided context\r\n<span class=\"token operator\">-<\/span> <span class=\"token keyword\">If<\/span> uncertain: Escalate <span class=\"token keyword\">to<\/span> human team<\/code><\/pre>\n<ul id=\"code_id_19\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2>\u6a21\u5f0f 4\uff1aStructured Outputs\u2014\u2014\u4e3a\u6570\u636e\u62bd\u53d6\u63d0\u4f9b 100% \u53ef\u9760\u6027<\/h2>\n<p>OpenAI \u7684 Structured Outputs\uff08GPT-4o\uff09\u53ca\u5176\u4ed6\u6a21\u578b\u7684\u7c7b\u4f3c\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u4e00\u4e2a\u5927\u95ee\u9898\uff1a\u83b7\u5f97\u4e00\u81f4\u3001\u53ef\u89e3\u6790\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u4f20\u7edf prompting \u7684\u95ee\u9898\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_20\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Output format: JSON <span class=\"token keyword\">with<\/span> <span class=\"token keyword\">fields<\/span> category<span class=\"token punctuation\">,<\/span> urgency<span class=\"token punctuation\">,<\/span> confidence<\/code><\/pre>\n<ul id=\"code_id_20\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6a21\u578b\u53ef\u80fd\u4f1a\u8f93\u51fa\uff1a<\/p>\n<ul data-id=\"u738a58b-g2KiwTDC\">\n<li data-id=\"ld70c578-v8Cv84zW\">\u5408\u6cd5 JSON<\/li>\n<li data-id=\"ld70c578-h5PTxIUm\">\u5e26\u591a\u4f59\u5b57\u6bb5\u7684 JSON<\/li>\n<li data-id=\"ld70c578-bGf0n8kw\">\u7f3a\u5b57\u6bb5\u7684 JSON<\/li>\n<li data-id=\"ld70c578-6wkfScHU\">\u683c\u5f0f\u9519\u8bef\u7684 JSON<\/li>\n<li data-id=\"ld70c578-SI88shWL\">\u5148\u6587\u5b57\u89e3\u91ca\u518d\u7ed9 JSON<\/li>\n<\/ul>\n<p>\u4f60\u5f97\u4e3a\u8fd9\u4e9b\u60c5\u51b5\u5168\u90e8\u505a\u515c\u5e95\u3002<\/p>\n<p>Structured Outputs \u7684\u65b9\u6848\uff1a<\/p>\n<p>\u5b9a\u4e49 JSON schema\uff0c\u914d\u5408 Structured Output Parser \u8282\u70b9\u62e6\u622a\u5f02\u5e38\u5373\u53ef\u3002<\/p>\n<p>\u793a\u4f8b schema\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_21\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">{\r\n  <span class=\"token string\">\"type\"<\/span>:<span class=\"token string\">\"object\"<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token string\">\"properties\"<\/span>:{\r\n    <span class=\"token string\">\"category\"<\/span>:{\r\n      <span class=\"token string\">\"type\"<\/span>:<span class=\"token string\">\"string\"<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token string\">\"enum\"<\/span>:<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"sales\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">\"support\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">\"billing\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">\"general\"<\/span><span class=\"token punctuation\">]<\/span>\r\n    }<span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token string\">\"urgency\"<\/span>:{\r\n      <span class=\"token string\">\"type\"<\/span>:<span class=\"token string\">\"string\"<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token string\">\"enum\"<\/span>:<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"low\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">\"medium\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">\"high\"<\/span><span class=\"token punctuation\">]<\/span>\r\n    }<span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token string\">\"confidence\"<\/span>:{\r\n      <span class=\"token string\">\"type\"<\/span>:<span class=\"token string\">\"number\"<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token string\">\"minimum\"<\/span>:<span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token string\">\"maximum\"<\/span>:<span class=\"token number\">1<\/span><span class=\"token string\">\"\r\n    },\r\n    \"<\/span>reasoning<span class=\"token string\">\": {\r\n      \"<\/span><span class=\"token keyword\">type<\/span><span class=\"token string\">\": \"<\/span>string<span class=\"token string\">\"\r\n    }\r\n  },\r\n  \"<\/span>required<span class=\"token string\">\": [\"<\/span>category<span class=\"token string\">\", \"<\/span>urgency<span class=\"token string\">\", \"<\/span>confidence\"<span class=\"token punctuation\">]<\/span>\r\n}<\/code><\/pre>\n<ul id=\"code_id_21\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u597d\u5904\uff1a<\/p>\n<ul data-id=\"u738a58b-Crq6Wbwz\">\n<li data-id=\"ld70c578-5OhZ7NpW\">\u4e0d\u518d\u6709\u89e3\u6790\u9519\u8bef<\/li>\n<li data-id=\"ld70c578-SmC8FLA2\">\u4fdd\u8bc1 schema \u5408\u89c4<\/li>\n<li data-id=\"ld70c578-IRhB0QDH\">\u4e0b\u6e38\u5904\u7406\u66f4\u7b80\u5355<\/li>\n<li data-id=\"ld70c578-TKihBeuu\">Enum \u7ea6\u675f\uff08\u53ea\u5141\u8bb8\u6709\u6548\u503c\uff09<\/li>\n<\/ul>\n<p>\u4f55\u65f6\u4f7f\u7528\uff1a<\/p>\n<ul data-id=\"u738a58b-RLN9wPQj\">\n<li data-id=\"ld70c578-N1Jpo88c\">\u975e\u7ed3\u6784\u5316\u6587\u672c\u7684\u6570\u636e\u62bd\u53d6<\/li>\n<li data-id=\"ld70c578-aw4A6nvR\">\u56fa\u5b9a\u7c7b\u522b\u7684\u5206\u7c7b<\/li>\n<li data-id=\"ld70c578-ZaGHZ5NQ\">\u9700\u8981\u7279\u5b9a\u683c\u5f0f\u7684 API \u96c6\u6210<\/li>\n<li data-id=\"ld70c578-nZ5jJ7cB\">\u4efb\u4f55\u5bf9\u8f93\u51fa\u683c\u5f0f\u4e00\u81f4\u6027\u8981\u6c42\u9ad8\u7684\u4efb\u52a1<\/li>\n<\/ul>\n<h2>\u5143\u6280\u80fd\uff1a\u4e0e\u6a21\u578b\u4e00\u8d77\u751f\u6210 prompt<\/h2>\n<p>\u6211\u6784\u5efa AI agents \u7684\u65b9\u5f0f\u5c31\u6b64\u6539\u53d8\uff1a\u522b\u518d\u624b\u5199 prompt\uff0c\u8ba9\u6a21\u578b\u6765\u751f\u6210\u3002<\/p>\n<p>\u6d41\u7a0b\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-ZP1PXIYJ\">\n<li data-id=\"ld70c578-MxKDZgzi\">\u5b9a\u4e49\u9700\u6c42\uff08agent \u8981\u505a\u4ec0\u4e48\uff09<\/li>\n<li data-id=\"ld70c578-7MeIz6Sh\">\u63d0\u4f9b\u793a\u4f8b\uff08\u80fd\u4ee3\u8868\u671f\u671b\u884c\u4e3a\u7684\u8f93\u5165\/\u8f93\u51fa\u5bf9\uff09<\/li>\n<li data-id=\"ld70c578-spOv6RBa\">\u6307\u5b9a\u7ea6\u675f\uff08\u7edd\u4e0d\u8be5\u505a\u4ec0\u4e48\uff09<\/li>\n<li data-id=\"ld70c578-YfIeanwr\">\u8ba9\u6a21\u578b\u751f\u6210\u201c\u4f18\u5316\u540e\u7684\u201dprompt<\/li>\n<li data-id=\"ld70c578-VgDl5iPN\">\u6d4b\u8bd5\u5e76\u8fed\u4ee3\uff08\u57fa\u4e8e\u5b9e\u9645\u8868\u73b0\u5fae\u8c03\uff09<\/li>\n<\/ol>\n<p>Meta-prompt \u793a\u4f8b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_22\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">I'm building an AI agent <span class=\"token keyword\">for<\/span> customer support email classification<span class=\"token punctuation\">.<\/span> Help me <span class=\"token keyword\">create<\/span> an optimal system message prompt<span class=\"token punctuation\">.<\/span>\r\n\r\nREQUIREMENTS:\r\n<span class=\"token operator\">-<\/span> Classify emails <span class=\"token keyword\">into<\/span>: sales<span class=\"token punctuation\">,<\/span> support<span class=\"token punctuation\">,<\/span> billing<span class=\"token punctuation\">,<\/span> general\r\n<span class=\"token operator\">-<\/span> Assess urgency: low<span class=\"token punctuation\">,<\/span> medium<span class=\"token punctuation\">,<\/span> high\r\n<span class=\"token operator\">-<\/span> Output format: JSON <span class=\"token keyword\">with<\/span> category<span class=\"token punctuation\">,<\/span> urgency<span class=\"token punctuation\">,<\/span> confidence\r\n<span class=\"token operator\">-<\/span> Must handle edge cases: unclear intent<span class=\"token punctuation\">,<\/span> multiple topics<span class=\"token punctuation\">,<\/span> spam\r\nTOOLS AVAILABLE:\r\n<span class=\"token operator\">-<\/span> search_docs<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span>: Search documentation\r\n<span class=\"token operator\">-<\/span> create_ticket<span class=\"token punctuation\">(<\/span>title<span class=\"token punctuation\">,<\/span> priority<span class=\"token punctuation\">,<\/span> description<span class=\"token punctuation\">)<\/span>: Escalate <span class=\"token keyword\">to<\/span> humans\r\nEXAMPLES <span class=\"token keyword\">OF<\/span> DESIRED BEHAVIOR:\r\n<span class=\"token punctuation\">[<\/span>Include <span class=\"token number\">3<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">5<\/span> diverse examples <span class=\"token keyword\">with<\/span> input <span class=\"token operator\">and<\/span> expected output<span class=\"token punctuation\">]<\/span>\r\nCONSTRAINTS:\r\n<span class=\"token operator\">-<\/span> Never make up information\r\n<span class=\"token operator\">-<\/span> <span class=\"token keyword\">When<\/span> uncertain <span class=\"token punctuation\">(<\/span>confidence <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0.7<\/span><span class=\"token punctuation\">)<\/span>: Escalate\r\n<span class=\"token operator\">-<\/span> Response under <span class=\"token number\">150<\/span> words <span class=\"token keyword\">for<\/span> direct answers\r\n<span class=\"token operator\">-<\/span> Include reasoning <span class=\"token operator\">in<\/span> output\r\nGenerate an optimized system message that will consistently produce these results<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_22\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6a21\u578b\u4f1a\u751f\u6210\u4e00\u4e2a\uff1a<\/p>\n<ul data-id=\"u738a58b-DEatfapx\">\n<li data-id=\"ld70c578-hzhvKERK\">\u7ed3\u6784\u4e0e\u63aa\u8f9e\u6700\u4f18<\/li>\n<li data-id=\"ld70c578-9YaAPlJ9\">\u878d\u5408\u6709\u6548\u6280\u5de7<\/li>\n<li data-id=\"ld70c578-1KK0I8qt\">\u5728\u5177\u4f53\u4e0e\u7075\u6d3b\u95f4\u53d6\u5f97\u5e73\u8861<\/li>\n<li data-id=\"ld70c578-BfcI628k\">\u9488\u5bf9\u4f60\u7528\u4f8b\u7684 prompt<\/li>\n<\/ul>\n<p>\u4e3a\u4f55\u6709\u6548\uff1a<\/p>\n<ul data-id=\"u738a58b-xf87CzRa\">\n<li data-id=\"ld70c578-mc5Qq4Km\">\u6a21\u578b\u4e86\u89e3\u81ea\u5df1\u7684\u201c\u504f\u597d\u201d<\/li>\n<li data-id=\"ld70c578-OF73qojC\">\u5b83\u4f1a\u91c7\u7528\u6700\u4f18\u7ed3\u6784\u548c\u8868\u8ff0<\/li>\n<li data-id=\"ld70c578-H8ZPVqMI\">\u4f60\u80fd\u7701\u4e0b\u5927\u91cf\u8bd5\u9519\u65f6\u95f4<\/li>\n<\/ul>\n<h2>\u6a21\u578b\u76f8\u5173\u6ce8\u610f\u4e8b\u9879\uff1a\u54ea\u4e9b\u771f\u7684\u91cd\u8981<\/h2>\n<p>\u5927\u591a\u6570\u201c\u6a21\u578b\u7279\u5b9a\u6280\u5de7\u201d\u5e76\u4e0d\u9760\u8c31\u3002\u4f46\u6709\u4e9b\u5dee\u5f02\u786e\u5b9e\u91cd\u8981\uff1a<\/p>\n<p>Claude\uff08Anthropic\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-mqzcSid8\">\n<li data-id=\"ld70c578-q5D104lg\">\u4f18\u52bf\uff1a\u590d\u6742\u63a8\u7406\u3001\u957f context\uff08200K tokens\uff09<\/li>\n<li data-id=\"ld70c578-95xF7235\">\u52a3\u52bf\uff1a\u6709\u65f6\u8fc7\u5ea6\u8c28\u614e\uff0c\u4f1a\u62d2\u7edd\u65e0\u5bb3\u8bf7\u6c42<\/li>\n<li data-id=\"ld70c578-rV0j9uN6\">\u6700\u4f73\u5b9e\u8df5\uff1a\u660e\u786e\u5199\u6e05 constraints\uff0c\u518d\u8ba9\u5176\u81ea\u7531\u63a8\u7406<\/li>\n<li data-id=\"ld70c578-2VkuYRgk\">Prompt caching\uff1a\u5bf9 &gt;1024 tokens \u7684 System Messages \u542f\u7528<\/li>\n<\/ul>\n<p>GPT-4o\uff08OpenAI\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-0xvLATlC\">\n<li data-id=\"ld70c578-1wWVcm9u\">\u4f18\u52bf\uff1aStructured Outputs\uff08100% schema \u5408\u89c4\uff09\u3001\u901f\u5ea6\u5feb<\/li>\n<li data-id=\"ld70c578-s8CYaCEz\">\u52a3\u52bf\uff1acontext \u8f83\u77ed\uff08128K\uff09\uff0c\u8f83\u5c11\u201c\u6df1\u601d\u719f\u8651\u201d<\/li>\n<li data-id=\"ld70c578-CaJDoMao\">\u6700\u4f73\u5b9e\u8df5\uff1a\u6570\u636e\u62bd\u53d6\u4f7f\u7528 Structured Outputs\uff0c\u914d\u5408\u7cbe\u786e\u6307\u4ee4<\/li>\n<li data-id=\"ld70c578-FqqjWJPy\">Prompt caching\uff1a\u5bf9 System Messages \u81ea\u52a8\u542f\u7528<\/li>\n<\/ul>\n<p>GPT-4o-mini\uff1a<\/p>\n<ul data-id=\"u738a58b-HyzoGk50\">\n<li data-id=\"ld70c578-UvCXf8Yr\">\u4f18\u52bf\uff1a\u4fbf\u5b9c\uff08$0.15\/M vs $3\/M\uff09\uff0c\u9002\u5408\u7b80\u5355\u4efb\u52a1<\/li>\n<li data-id=\"ld70c578-W8jXCbrO\">\u52a3\u52bf\uff1a\u590d\u6742\u6307\u4ee4\u9c81\u68d2\u6027\u8f83\u5f31<\/li>\n<li data-id=\"ld70c578-404fzqmk\">\u6700\u4f73\u5b9e\u8df5\uff1a\u4f7f\u7528\u5177\u4f53\u3001\u7ed3\u6784\u5316\u7684 prompts\uff0c\u914d few-shot \u793a\u4f8b<\/li>\n<\/ul>\n<p>Gemini\uff08Google\uff09\uff1a<\/p>\n<ul data-id=\"u738a58b-pKof3x44\">\n<li data-id=\"ld70c578-hrgLAqzN\">\u4f18\u52bf\uff1a\u591a\u6a21\u6001\uff08\u56fe\u50cf\u3001\u89c6\u9891\uff09\u3001\u8d85\u957f context\uff082M tokens\uff09<\/li>\n<li data-id=\"ld70c578-IvONlJcR\">\u52a3\u52bf\uff1atool-use \u652f\u6301\u8f83\u5f31\uff0c\u6709\u65f6\u4e0d\u7a33\u5b9a<\/li>\n<li data-id=\"ld70c578-pztTd7vY\">\u6700\u4f73\u5b9e\u8df5\uff1a\u7528\u4e8e\u591a\u6a21\u6001\u573a\u666f\uff0c\u907f\u514d\u590d\u6742\u5de5\u5177\u7f16\u6392<\/li>\n<\/ul>\n<p>\u9009\u578b\u7ecf\u9a8c\u6cd5\u5219\uff1a<\/p>\n<ul data-id=\"u738a58b-Nt7oqHZ1\">\n<li data-id=\"ld70c578-3no5wGEc\">\u590d\u6742\u63a8\u7406 + \u957f\u6587\u6863 \u2192 Claude Sonnet<\/li>\n<li data-id=\"ld70c578-juz4VHDu\">\u6570\u636e\u62bd\u53d6 + Structured Outputs \u2192 GPT-4o<\/li>\n<li data-id=\"ld70c578-JNiEqD5q\">\u7b80\u5355\u5206\u7c7b + \u9884\u7b97\u654f\u611f \u2192 GPT-4o-mini<\/li>\n<li data-id=\"ld70c578-hgiK5lbm\">\u591a\u6a21\u6001\uff08\u56fe\/\u89c6\u9891\uff09\u2192 Gemini<\/li>\n<\/ul>\n<h2>\u751f\u4ea7\u7ea7\u6a21\u5f0f\uff1a\u6d4b\u8bd5\u3001\u9519\u8bef\u5904\u7406\u3001\u4f18\u5316<\/h2>\n<p>\u597d prompt \u8fdc\u8fdc\u4e0d\u591f\u2014\u2014\u4f60\u9700\u8981\u751f\u4ea7\u7ea7\u5de5\u4f5c\u6d41\u3002<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-GkLSYdOc\">\n<li data-id=\"ld70c578-28vZzRFM\">\u6d4b\u8bd5\u7b56\u7565<\/li>\n<\/ol>\n<p>\u7528\u771f\u5b9e\u7684 edge cases \u6d4b\uff0c\u522b\u53ea\u6d4b\u201c\u5feb\u4e50\u8def\u5f84\u201d\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_23\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">Test cases <span class=\"token keyword\">for<\/span> email triager:\r\n\u2713 Standard support request\r\n\u2713 Angry customer <span class=\"token punctuation\">(<\/span>caps<span class=\"token punctuation\">,<\/span> exclamation marks<span class=\"token punctuation\">)<\/span>\r\n\u2713 Sales inquiry <span class=\"token keyword\">with<\/span> technical questions <span class=\"token punctuation\">(<\/span>mixed intent<span class=\"token punctuation\">)<\/span>\r\n\u2713 Very short message <span class=\"token punctuation\">(<\/span><span class=\"token string\">\"help\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\u2713 Wrong <span class=\"token keyword\">language<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token keyword\">if<\/span> only English supported<span class=\"token punctuation\">)<\/span>\r\n\u2713 Spam<span class=\"token operator\">\/<\/span>irrelevant content<\/code><\/pre>\n<ul id=\"code_id_23\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ol class=\"list-paddingleft-1\" start=\"2\" data-id=\"o77a6ba1-DVH73FkT\">\n<li data-id=\"ld70c578-pI8L1Vh2\">\u9519\u8bef\u5904\u7406<\/li>\n<\/ol>\n<p>AI agents \u53ef\u80fd\u5931\u8d25\u2014\u2014\u8981\u6709\u515c\u5e95\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_24\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">n8n workflow:\r\nAI Agent Node\r\n  \u2192 <span class=\"token keyword\">IF<\/span> Error <span class=\"token operator\">OR<\/span> confidence <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0.7<\/span>:\r\n     \u2192 Fallback: Route <span class=\"token keyword\">to<\/span> Human\r\n  \u2192 <span class=\"token keyword\">ELSE<\/span>:\r\n     \u2192 <span class=\"token keyword\">Continue<\/span> <span class=\"token keyword\">with<\/span> automated workflow<\/code><\/pre>\n<ul id=\"code_id_24\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5e26 confidence \u7684 System Message \u7ea6\u5b9a\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_25\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">If<\/span> you're uncertain <span class=\"token punctuation\">(<\/span>confidence <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">70<\/span><span class=\"token operator\">%<\/span><span class=\"token punctuation\">)<\/span>:\r\n<span class=\"token keyword\">Set<\/span> <span class=\"token string\">\"needs_human_review\"<\/span>: <span class=\"token boolean\">true<\/span> <span class=\"token operator\">in<\/span> output<\/code><\/pre>\n<ul id=\"code_id_25\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ol class=\"list-paddingleft-1\" start=\"3\" data-id=\"o6bf7741-CheDTR0F\">\n<li data-id=\"ld70c578-5NEyp7NF\">Token \u4f18\u5316<\/li>\n<\/ol>\n<p>\u9ad8\u5e76\u53d1\u4e0b\uff0c\u6bcf\u4e2a token \u90fd\u5f88\u5b9d\u8d35\uff1a<\/p>\n<ul data-id=\"u738a58b-MuXDSelF\">\n<li data-id=\"ld70c578-xN943c6s\">\u79fb\u9664\u5197\u4f59\uff1a\u4f8b\u5982 \u201cPlease\u201d\u3001\u201cThanks\u201d\u3001\u201cI think\u201d<\/li>\n<li data-id=\"ld70c578-z2eMe1Wc\">\u5408\u7406\u7f29\u5199\uff1a\u201cMaximum\u201d\u2192\u201cMax\u201d\uff0c\u201cInformation\u201d\u2192\u201cInfo\u201d<\/li>\n<li data-id=\"ld70c578-6YYKkxF0\">\u4f7f\u7528\u7b26\u53f7\uff1a\u201c\u2192\u201d \u4ee3\u66ff \u201cthen\u201d\uff0c\u201c\u2713\u201d \u4ee3\u66ff \u201ccorrect\u201d<\/li>\n<li data-id=\"ld70c578-NqQ3N1Pe\">\u7528 JSON \u66ff\u4ee3\u6563\u6587\uff1a\u7ed3\u6784\u5316\u6570\u636e\u4f18\u4e8e\u957f\u53e5<\/li>\n<\/ul>\n<ol class=\"list-paddingleft-1\" start=\"4\" data-id=\"oaad4ec3-IEcjfZeV\">\n<li data-id=\"ld70c578-LYuLmSFx\">\u76d1\u63a7\u4e0e\u65e5\u5fd7<\/li>\n<\/ol>\n<p>\u8ddf\u8e2a\u5173\u952e\u6307\u6807\uff1a<\/p>\n<ul data-id=\"u738a58b-5HKzxUh4\">\n<li data-id=\"ld70c578-UvW7NH2R\">Latency\uff1aagent \u54cd\u5e94\u8017\u65f6<\/li>\n<li data-id=\"ld70c578-2BTQK2aq\">Token usage\uff1a\u6bcf\u6b21\u8bf7\u6c42\u7684\u8f93\u5165 + \u8f93\u51fa tokens<\/li>\n<li data-id=\"ld70c578-lPsM7nNc\">Error rate\uff1a\u5931\u8d25\u9891\u7387<\/li>\n<li data-id=\"ld70c578-uSBGZrxz\">Confidence distribution\uff1a\u7f6e\u4fe1\u5ea6\u5206\u5e03<\/li>\n<\/ul>\n<p>\u5728 n8n \u4e2d\uff1a\u7528 Webhook \u2192 Google Sheets \u8fdb\u884c\u8f7b\u91cf\u8bb0\u5f55\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_26\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">After<\/span> AI Agent Node:\r\n\u2192 <span class=\"token keyword\">Set<\/span> Node <span class=\"token punctuation\">(<\/span>Extract Metrics<span class=\"token punctuation\">)<\/span>:\r\n   <span class=\"token operator\">-<\/span> latency: {{$now <span class=\"token operator\">-<\/span> $<span class=\"token punctuation\">(<\/span><span class=\"token string\">'AI Agent'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">.<\/span>startTime}}\r\n   <span class=\"token operator\">-<\/span> input_tokens: {{$<span class=\"token punctuation\">(<\/span><span class=\"token string\">'AI Agent'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">usage<\/span><span class=\"token punctuation\">.<\/span>input_tokens}}\r\n   <span class=\"token operator\">-<\/span> output_tokens: {{$<span class=\"token punctuation\">(<\/span><span class=\"token string\">'AI Agent'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">usage<\/span><span class=\"token punctuation\">.<\/span>output_tokens}}\r\n   <span class=\"token operator\">-<\/span> confidence: {{$<span class=\"token punctuation\">(<\/span><span class=\"token string\">'AI Agent'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">.<\/span>confidence}}\r\n\u2192 Google Sheets <span class=\"token punctuation\">(<\/span>Append <span class=\"token keyword\">Row<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_26\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2>\u4e0a\u7ebf\u68c0\u67e5\u6e05\u5355<\/h2>\n<p>\u4e0a\u7ebf\u524d\uff1a<\/p>\n<p>Prompt \u8d28\u91cf\uff1a<\/p>\n<ul data-id=\"u738a58b-xmWQvHf6\">\n<li data-id=\"ld70c578-WnzP2jCM\">System Message \u4e0e User Prompt \u662f\u5426\u6b63\u786e\u5206\u79bb\uff1f<\/li>\n<li data-id=\"ld70c578-8mHTBmAJ\">System Message \u662f\u5426\u7a33\u5b9a\u4ee5\u5229\u7528 prompt caching\uff1f<\/li>\n<li data-id=\"ld70c578-H1De6mX5\">\u662f\u5426\u4f7f\u7528\u6b63\u5411\u6307\u4ee4\uff08\u800c\u975e\u201c\u907f\u514d X\u201d\uff09\uff1f<\/li>\n<li data-id=\"ld70c578-npHImtVp\">\u662f\u5426\u6709\u542b edge cases \u7684 few-shot \u793a\u4f8b\uff1f<\/li>\n<li data-id=\"ld70c578-orNr6yYg\">\u7ea6\u675f\u662f\u5426\u6e05\u6670\uff1f<\/li>\n<li data-id=\"ld70c578-AhgB2ljM\">\u8f93\u51fa\u683c\u5f0f\u662f\u5426\u660e\u786e\uff1f<\/li>\n<\/ul>\n<p>\u6d4b\u8bd5\uff1a<\/p>\n<ul data-id=\"u738a58b-Pncsc1E9\">\n<li data-id=\"ld70c578-HjOvTqdB\">\u662f\u5426\u7528 10+ \u4e2a\u771f\u5b9e\u6d4b\u8bd5\u7528\u4f8b\uff1f<\/li>\n<li data-id=\"ld70c578-2llkPx4k\">\u8fb9\u754c\u60c5\u51b5\uff08\u77ed\u8f93\u5165\u3001\u9519\u522b\u5b57\u3001\u6df7\u5408\u610f\u56fe\uff09\u662f\u5426\u8986\u76d6\uff1f<\/li>\n<li data-id=\"ld70c578-uhap7o2D\">\u9519\u8bef\u5904\u7406\u662f\u5426\u6709\u6548\uff1f<\/li>\n<li data-id=\"ld70c578-cmCQusdi\">\u4e0d\u786e\u5b9a\u65f6\u662f\u5426\u6709 fallback \u7b56\u7565\uff1f<\/li>\n<\/ul>\n<p>\u6027\u80fd\uff1a<\/p>\n<ul data-id=\"u738a58b-Sriyuk8x\">\n<li data-id=\"ld70c578-mLQHivIq\">Token \u662f\u5426\u4f18\u5316\uff08\u65e0\u5197\u4f59\uff09\uff1f<\/li>\n<li data-id=\"ld70c578-Oe0wlwHR\">\u662f\u5426\u542f\u7528 prompt caching\uff1f<\/li>\n<li data-id=\"ld70c578-8QNHgNzB\">\u5ef6\u8fdf\u662f\u5426\u53ef\u63a5\u53d7\uff08&lt; 3s\uff09\uff1f<\/li>\n<li data-id=\"ld70c578-Co3DgVOO\">\u5355\u6b21\u8bf7\u6c42\u6210\u672c\u662f\u5426\u6838\u7b97\uff1f<\/li>\n<\/ul>\n<p>\u76d1\u63a7\uff1a<\/p>\n<ul data-id=\"u738a58b-Ed7tMzor\">\n<li data-id=\"ld70c578-jakh1CXL\">\u662f\u5426\u8bb0\u5f55 token \u4f7f\u7528\uff1f<\/li>\n<li data-id=\"ld70c578-2AGJOclW\">\u662f\u5426\u5b9e\u73b0\u9519\u8bef\u8ddf\u8e2a\uff1f<\/li>\n<li data-id=\"ld70c578-BhuRb4d5\">\u662f\u5426\u542f\u7528\u7f6e\u4fe1\u5ea6\u8bc4\u5206\uff1f<\/li>\n<li data-id=\"ld70c578-wXyh0IXN\">\u662f\u5426\u6709\u5173\u952e\u6307\u6807\u4eea\u8868\u677f\uff1f<\/li>\n<\/ul>\n<p>\u8fed\u4ee3\uff1a<\/p>\n<ul data-id=\"u738a58b-2wYvBtzn\">\n<li data-id=\"ld70c578-3w2SnmNv\">\u662f\u5426\u6709 A\/B \u6d4b\u8bd5\u7b56\u7565\u6765\u6539\u8fdb prompt\uff1f<\/li>\n<li data-id=\"ld70c578-wGwsXxYh\">\u662f\u5426\u5efa\u7acb\u57fa\u4e8e\u771f\u5b9e\u7528\u6237\u6570\u636e\u7684\u53cd\u9988\u56de\u8def\uff1f<\/li>\n<li data-id=\"ld70c578-qSyQRbOH\">\u662f\u5426\u89c4\u5212\u5b9a\u671f\u590d\u76d8\uff1f<\/li>\n<\/ul>\n<h2>\u603b\u7ed3\uff1a2025 \u5e74\u771f\u6b63\u6709\u6548\u7684\u662f\u4ec0\u4e48<\/h2>\n<p>\u4e94\u5927\u901a\u7528\u6838\u5fc3\u6280\u5de7\uff1a<\/p>\n<ul data-id=\"u738a58b-BuJkWHF9\">\n<li data-id=\"ld70c578-3ZDmdt1n\">Clarity &amp; Specificity\uff1a\u5408\u9002\u7684\u201c\u9ad8\u5ea6\u201d\u2014\u2014\u5177\u4f53\u4e14\u4fdd\u7559\u63a8\u7406\u7a7a\u95f4<\/li>\n<li data-id=\"ld70c578-4fO6pWMC\">Positive Instructions\uff1a\u8d28\u91cf\u63d0\u5347 57%\uff08Bsharat \u7b49\uff0c2024\uff09<\/li>\n<li data-id=\"ld70c578-oO5I9Tg1\">Few-Shot Learning\uff1a\u591a\u6837\u793a\u4f8b + \u8fb9\u754c\u60c5\u51b5<\/li>\n<li data-id=\"ld70c578-wdNFwuFW\">Constraints &amp; Grounding\uff1a\u4ee5\u6e05\u6670\u8fb9\u754c\u5bf9\u6297\u5e7b\u89c9<\/li>\n<li data-id=\"ld70c578-RTwDyDos\">Context Engineering\uff1a\u6700\u5c0f\u9ad8\u4fe1\u53f7 token \u96c6<\/li>\n<\/ul>\n<p>\u60c5\u5883\u6027\u9ad8\u7ea7\u6a21\u5f0f\uff1a<\/p>\n<ul data-id=\"u738a58b-dFinZwDy\">\n<li data-id=\"ld70c578-ga0eYBvo\">Chain-of-Thought\uff1a\u4ec5\u7528\u4e8e\u590d\u6742\u591a\u6b65\u63a8\u7406\uff08\u63d0\u5347 2\u20135%\uff09<\/li>\n<li data-id=\"ld70c578-6WfMJXFq\">RAG\uff1a\u5e94\u5bf9\u5916\u90e8\/\u66f4\u65b0\u77e5\u8bc6\uff08chunk 500\u2013800 tokens\uff09<\/li>\n<li data-id=\"ld70c578-LKJLuMsE\">Document Repacking\uff1a\u901a\u8fc7\u6392\u5e8f\u63d0\u5347 5\u201310% \u51c6\u786e\u5ea6<\/li>\n<li data-id=\"ld70c578-3nmK9LFU\">Structured Outputs\uff1a\u6570\u636e\u62bd\u53d6 100% \u53ef\u9760\uff08GPT-4o\uff09<\/li>\n<\/ul>\n<p>\u5143\u7ed3\u8bba\uff1a<\/p>\n<ul data-id=\"u738a58b-Nh1C5Qrs\">\n<li data-id=\"ld70c578-Oi7I2WyG\">\u590d\u5236\u6a21\u677f\u4f1a\u5931\u8d25\u2014\u2014\u4e0e\u6a21\u578b\u4e00\u8d77\u751f\u6210 prompts<\/li>\n<li data-id=\"ld70c578-PTuhgwUa\">\u4fdd\u6301 System Message \u7a33\u5b9a\u4ee5\u53d1\u6325 prompt caching\uff08\u53ef\u7701 90% \u6210\u672c\uff09<\/li>\n<li data-id=\"ld70c578-GobZwdoh\">Token \u7ecf\u6d4e\u5b66\u6bd4\u201c\u5b8c\u7f8e\u63aa\u8f9e\u201d\u66f4\u91cd\u8981<\/li>\n<li data-id=\"ld70c578-0vByvitC\">\u7528 edge cases \u505a\u6d4b\u8bd5\u6bd4\u201c\u518d\u52a0\u51e0\u4e2a few-shot\u201d\u66f4\u5173\u952e<\/li>\n<\/ul>\n<p><img data-dominant-color=\"f2edf0\" data-has-transparency=\"false\" style=\"--dominant-color: #f2edf0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27831\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/a3c3b49389de4e48053480db7d433e73f3d0e8.png\" width=\"1080\" height=\"737\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/a3c3b49389de4e48053480db7d433e73f3d0e8.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/a3c3b49389de4e48053480db7d433e73f3d0e8-300x205.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/a3c3b49389de4e48053480db7d433e73f3d0e8-1024x699.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/a3c3b49389de4e48053480db7d433e73f3d0e8-150x102.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/a3c3b49389de4e48053480db7d433e73f3d0e8-768x524.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u4f60\u7684\u4e0b\u4e00\u6b65\uff1a\u6311\u4e00\u4e2a\u73b0\u6709\u7684 n8n AI Agent \u5de5\u4f5c\u6d41\uff0c\u5957\u7528\u4ee5\u4e0a\u4e94\u5927\u6838\u5fc3\u6280\u5de7\u3002\u5bf9\u6bd4\u524d\u540e token 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