{"id":83676,"date":"2026-07-26T02:39:09","date_gmt":"2026-07-25T18:39:09","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83676.html"},"modified":"2026-07-26T02:39:09","modified_gmt":"2026-07-25T18:39:09","slug":"agent-ai-%e5%90%8d%e8%af%8d%e5%a4%a7%e6%89%ab%e7%9b%b2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83676.html","title":{"rendered":"Agent &amp; AI \u540d\u8bcd\u5927\u626b\u76f2"},"content":{"rendered":"<h2>Agent &amp; AI \u540d\u8bcd\u5927\u626b\u76f2&#xff1a;\u4e00\u7bc7\u6587\u7ae0\u641e\u61c2 10 \u4e2a\u6838\u5fc3\u6982\u5ff5<\/h2>\n<p>\u4f60\u662f\u4e0d\u662f\u7ecf\u5e38\u5728 AI \u5708\u542c\u5230\u4e00\u5806\u540d\u8bcd\u2014\u2014\u5927\u6a21\u578b\u3001Agent\u3001RAG\u3001MCP\u3001Function Call\u2026\u2026\u6bcf\u4e2a\u90fd\u4f3c\u61c2\u975e\u61c2&#xff1f;\u8fd9\u7bc7\u6587\u7ae0\u7528\u6700\u901a\u4fd7\u7684\u8bed\u8a00&#xff0c;\u4e00\u53e3\u6c14\u5e2e\u4f60\u626b\u6e05 10 \u4e2a\u9ad8\u9891 AI \u672f\u8bed\u3002<\/p>\n<hr \/>\n<h3>1. \u4ec0\u4e48\u662f\u5927\u6a21\u578b&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;\u5927\u6a21\u578b\u5c31\u662f\u300c\u8bfb\u8fc7\u5168\u7f51\u3001\u80fd\u5bf9\u7b54\u5982\u6d41\u300d\u7684\u8d85\u7ea7\u5927\u8111\u3002<\/p>\n<p>\u5927\u6a21\u578b&#xff08;Large Language Model&#xff0c;LLM&#xff09;\u662f\u6307\u53c2\u6570\u89c4\u6a21\u5de8\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b&#xff0c;\u901a\u8fc7\u5728\u6d77\u91cf\u6587\u672c\u6570\u636e\u4e0a\u8bad\u7ec3\u800c\u6765\u3002\u5b83\u5b66\u5230\u7684\u4e0d\u662f\u300c\u6b7b\u8bb0\u786c\u80cc\u300d&#xff0c;\u800c\u662f\u8bed\u8a00\u7684\u6a21\u5f0f\u3001\u903b\u8f91\u7684\u8109\u7edc\u548c\u77e5\u8bc6\u7684\u5173\u8054\u3002<\/p>\n<p>\u5178\u578b\u4ee3\u8868&#xff1a; GPT-4\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Qwen \u7b49\u3002<\/p>\n<p>\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3&#xff1a;\u4e00\u4e2a\u5b66\u751f\u8bfb\u4e86\u4e92\u8054\u7f51\u4e0a\u51e0\u4e4e\u6240\u6709\u7684\u4e66\u3001\u6587\u7ae0\u548c\u5bf9\u8bdd&#xff0c;\u867d\u7136\u4e0d\u80fd\u4fdd\u8bc1\u6bcf\u4e2a\u77e5\u8bc6\u70b9 100% \u51c6\u786e&#xff0c;\u4f46\u7edd\u5927\u591a\u6570\u95ee\u9898\u90fd\u80fd\u7ed9\u51fa\u50cf\u6837\u7684\u56de\u7b54\u2014\u2014\u8fd9\u5c31\u662f\u5927\u6a21\u578b\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725183907-6a6502cb93d16.png\" alt=\"\" \/><\/p>\n<p>&#x1f4a1; \u4e3a\u4ec0\u4e48\u53eb\u300c\u5927\u300d&#xff1f; \u56e0\u4e3a\u53c2\u6570\u591a\u3001\u8bad\u7ec3\u6570\u636e\u5927\u3001\u8ba1\u7b97\u8d44\u6e90\u5927\u3002\u6a21\u578b\u8d8a\u5927&#xff0c;\u901a\u5e38\u80fd\u529b\u8d8a\u5f3a&#xff0c;\u4f46\u6210\u672c\u4e5f\u8d8a\u9ad8\u3002<\/p>\n<hr \/>\n<h3>2. \u4ec0\u4e48\u662f Prompt&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;Prompt \u5c31\u662f\u4f60\u8ddf AI \u8bf4\u7684\u8bdd\u2014\u2014\u5b83\u662f\u4f60\u7ed9\u6a21\u578b\u7684\u300c\u6307\u4ee4\u300d\u3002<\/p>\n<p>Prompt&#xff08;\u63d0\u793a\u8bcd&#xff09;\u662f\u7528\u6237\u8f93\u5165\u7ed9\u5927\u6a21\u578b\u7684\u6587\u672c&#xff0c;\u7528\u6765\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u671f\u671b\u7684\u8f93\u51fa\u3002\u540c\u4e00\u4e2a\u6a21\u578b&#xff0c;\u7528\u4e0d\u540c\u7684 Prompt&#xff0c;\u53ef\u80fd\u5f97\u5230\u5929\u5dee\u5730\u522b\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u4f8b\u5b50&#xff1a;<\/p>\n<ul>\n<li>\u5dee Prompt&#xff1a; \u201c\u5199\u70b9\u4ec0\u4e48\u201d<\/li>\n<li>\u597d Prompt&#xff1a; \u201c\u4f60\u662f\u4e00\u4e2a\u8d44\u6df1\u79d1\u6280\u535a\u4e3b&#xff0c;\u8bf7\u7528\u901a\u4fd7\u6613\u61c2\u7684\u8bed\u8a00\u5199\u4e00\u7bc7 800 \u5b57\u5de6\u53f3\u7684 AI \u79d1\u666e\u6587\u7ae0&#xff0c;\u9762\u5411\u7f16\u7a0b\u521d\u5b66\u8005&#xff0c;\u8bed\u6c14\u8f7b\u677e\u6709\u8da3\u3002\u201d<\/li>\n<\/ul>\n<p>\u8fdb\u9636\u6280\u5de7&#xff1a; \u597d\u7684 Prompt \u901a\u5e38\u5305\u542b\u89d2\u8272\u8bbe\u5b9a &#043; \u4efb\u52a1\u63cf\u8ff0 &#043; \u8f93\u51fa\u8981\u6c42 &#043; \u7ea6\u675f\u6761\u4ef6\u3002\u8fd9\u88ab\u79f0\u4e3a\u300cPrompt Engineering\u300d&#xff08;\u63d0\u793a\u5de5\u7a0b&#xff09;\u3002<\/p>\n<hr \/>\n<h3>3. \u4ec0\u4e48\u662f Agent&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;Agent \u662f\u300c\u4f1a\u81ea\u5df1\u52a8\u624b\u5e72\u6d3b\u7684 AI\u300d&#xff0c;\u4e0d\u53ea\u662f\u804a\u804a\u5929\u800c\u5df2\u3002<\/p>\n<p>Agent&#xff08;\u667a\u80fd\u4f53&#xff09;\u662f\u6307\u80fd\u591f\u81ea\u4e3b\u611f\u77e5\u73af\u5883\u3001\u505a\u51fa\u51b3\u7b56\u3001\u6267\u884c\u884c\u52a8\u7684 AI \u7cfb\u7edf\u3002\u5b83\u4e0d\u53ea\u662f\u56de\u7b54\u95ee\u9898&#xff0c;\u800c\u662f\u53ef\u4ee5&#xff1a;<\/p>\n<ul>\n<li>\u62c6\u89e3\u590d\u6742\u4efb\u52a1&#xff08;\u89c4\u5212&#xff09;<\/li>\n<li>\u8c03\u7528\u5de5\u5177\u6765\u6267\u884c&#xff08;\u884c\u52a8&#xff09;<\/li>\n<li>\u6839\u636e\u7ed3\u679c\u81ea\u6211\u4fee\u6b63&#xff08;\u53cd\u601d&#xff09;<\/li>\n<li>\u8bb0\u4f4f\u4e0a\u4e0b\u6587&#xff08;\u8bb0\u5fc6&#xff09;<\/li>\n<\/ul>\n<p>\u666e\u901a\u7684 LLM \u5c31\u50cf\u4e00\u4e2a\u300c\u7eb8\u4e0a\u8c08\u5175\u7684\u987e\u95ee\u300d\u2014\u2014\u4f60\u95ee\u4ed6\u600e\u4e48\u4fee\u6c34\u7ba1&#xff0c;\u4ed6\u80fd\u8bf4\u5f97\u5934\u5934\u662f\u9053\u3002\u800c Agent \u5219\u50cf\u662f\u4e00\u4e2a\u300c\u5e26\u7740\u5de5\u5177\u7bb1\u4e0a\u95e8\u7684\u6c34\u7ba1\u5de5\u300d\u2014\u2014\u5148\u68c0\u67e5\u54ea\u91cc\u6f0f\u6c34&#xff0c;\u7136\u540e\u51b3\u5b9a\u7528\u6273\u624b\u8fd8\u662f\u751f\u6599\u5e26&#xff0c;\u52a8\u624b\u4fee\u597d&#xff0c;\u6700\u540e\u68c0\u67e5\u6548\u679c\u3002<\/p>\n<p>&#x1f4a1; \u5178\u578b Agent \u6846\u67b6&#xff1a; LangChain\u3001AutoGPT\u3001Claude\u2019s Agent Loop\u3001OpenAI Assistants API\u3002<\/p>\n<hr \/>\n<h3>4. \u4ec0\u4e48\u662f Tool&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;Tool \u662f AI \u7684\u300c\u624b\u811a\u300d&#xff0c;\u8ba9\u5b83\u4e0d\u5149\u80fd\u8bf4&#xff0c;\u8fd8\u80fd\u505a\u3002<\/p>\n<p>Tool&#xff08;\u5de5\u5177&#xff09;\u662f\u8d4b\u4e88 AI \u6267\u884c\u5177\u4f53\u64cd\u4f5c\u7684\u80fd\u529b\u3002\u6ca1\u6709\u5de5\u5177&#xff0c;AI \u53ea\u80fd\u751f\u6210\u6587\u672c&#xff1b;\u6709\u4e86\u5de5\u5177&#xff0c;AI \u53ef\u4ee5&#xff1a;<\/p>\n<table>\n<tr>\u5de5\u5177\u7c7b\u578b\u4f8b\u5b50<\/tr>\n<tbody>\n<tr>\n<td>\u641c\u7d22\u5de5\u5177<\/td>\n<td>\u8054\u7f51\u67e5\u6700\u65b0\u4fe1\u606f<\/td>\n<\/tr>\n<tr>\n<td>\u8ba1\u7b97\u5de5\u5177<\/td>\n<td>\u6267\u884c\u7cbe\u786e\u6570\u5b66\u8fd0\u7b97<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u7801\u6267\u884c<\/td>\n<td>\u8fd0\u884c Python \u811a\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u6587\u4ef6\u64cd\u4f5c<\/td>\n<td>\u8bfb\u53d6\u3001\u5199\u5165\u3001\u7f16\u8f91\u6587\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>API \u8c03\u7528<\/td>\n<td>\u67e5\u8be2\u5929\u6c14\u3001\u53d1\u9001\u90ae\u4ef6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Tool \u5c31\u50cf\u7ed9 AI \u914d\u4e86\u5404\u79cd\u300c\u5916\u6302\u8bbe\u5907\u300d\u2014\u2014\u8ba1\u7b97\u5668\u3001\u641c\u7d22\u5f15\u64ce\u3001\u8bb0\u4e8b\u672c\u3001\u7535\u8bdd\u2026\u2026AI \u4e0d\u518d\u662f\u300c\u7a7a\u53e3\u8bf4\u767d\u8bdd\u300d&#xff0c;\u800c\u662f\u771f\u7684\u80fd\u52a8\u624b\u505a\u4e8b\u3002<\/p>\n<hr \/>\n<h3>5. \u4ec0\u4e48\u662f Function Call&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;Function Call \u662f AI \u548c\u4ee3\u7801\u4e4b\u95f4\u7684\u300c\u7ffb\u8bd1\u5b98\u300d&#xff0c;\u8ba9 AI \u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8be5\u8c03\u7528\u4ec0\u4e48\u51fd\u6570\u3002<\/p>\n<p>Function Call&#xff08;\u51fd\u6570\u8c03\u7528&#xff09;\u662f\u4e00\u79cd\u8ba9\u5927\u6a21\u578b\u7ed3\u6784\u5316\u8f93\u51fa\u8c03\u7528\u8bf7\u6c42\u7684\u673a\u5236\u3002\u5f53 AI \u8ba4\u4e3a\u9700\u8981\u6267\u884c\u67d0\u4e2a\u64cd\u4f5c\u65f6&#xff0c;\u5b83\u4e0d\u518d\u8f93\u51fa\u666e\u901a\u6587\u5b57&#xff0c;\u800c\u662f\u8f93\u51fa\u4e00\u6bb5\u7ed3\u6784\u5316\u7684\u51fd\u6570\u8c03\u7528\u6307\u4ee4&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;function&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;get_weather&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;arguments&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;city&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u5317\u4eac&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;date&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;2026-07-21&#034;<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u7136\u540e\u7531\u5916\u90e8\u7cfb\u7edf\u89e3\u6790\u8fd9\u4e2a\u6307\u4ee4&#xff0c;\u771f\u6b63\u6267\u884c\u5bf9\u5e94\u7684\u51fd\u6570&#xff0c;\u518d\u628a\u7ed3\u679c\u8fd4\u56de\u7ed9 AI\u3002<\/p>\n<p>\u8bf4\u767d\u4e86\u5c31\u662f&#xff1a;\u4f60\u548c AI \u804a\u5929&#xff0c;AI \u8bf4\u300c\u6211\u9700\u8981\u67e5\u4e00\u4e0b\u5929\u6c14\u300d\u2192 \u5b83\u8f93\u51fa\u4e00\u4e2a\u683c\u5f0f\u5316\u8bf7\u6c42 \u2192 \u7cfb\u7edf\u63a5\u6536\u5230\u8bf7\u6c42\u540e\u53bb\u8c03\u5929\u6c14 API \u2192 \u7cfb\u7edf\u628a\u7ed3\u679c\u8fd8\u7ed9 AI \u2192 AI \u518d\u544a\u8bc9\u4f60\u5929\u6c14\u600e\u4e48\u6837\u3002Function Call \u5c31\u662f\u4e2d\u95f4\u90a3\u6b65\u300c\u683c\u5f0f\u5316\u7684\u8bf7\u6c42\u300d\u3002<\/p>\n<hr \/>\n<h3>6. \u4ec0\u4e48\u662f MCP&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;MCP \u662f AI \u7684\u300c\u4e07\u80fd\u63d2\u5934\u300d&#xff0c;\u8ba9\u4e0d\u540c\u6a21\u578b\u548c\u4e0d\u540c\u5de5\u5177\u80fd\u4e92\u76f8\u63d2\u62d4\u3002<\/p>\n<p>MCP&#xff08;Model Context Protocol&#xff0c;\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae&#xff09;\u662f\u7531 Anthropic \u63d0\u51fa\u7684\u4e00\u79cd\u5f00\u653e\u534f\u8bae&#xff0c;\u65e8\u5728\u7edf\u4e00 AI \u6a21\u578b\u4e0e\u5916\u90e8\u5de5\u5177\u3001\u6570\u636e\u6e90\u4e4b\u95f4\u7684\u901a\u4fe1\u65b9\u5f0f\u3002<\/p>\n<p>\u6838\u5fc3\u601d\u60f3&#xff1a; \u5c31\u50cf USB-C \u7edf\u4e00\u4e86\u5145\u7535\u63a5\u53e3\u4e00\u6837&#xff0c;MCP \u60f3\u8981\u7edf\u4e00 AI \u7684\u5de5\u5177\u63a5\u53e3\u3002\u6709\u4e86 MCP&#xff1a;<\/p>\n<ul>\n<li>\u4e00\u4e2a\u5de5\u5177\u5199\u4e00\u6b21 MCP \u63a5\u53e3&#xff0c;\u5c31\u80fd\u88ab\u6240\u6709\u652f\u6301 MCP \u7684\u6a21\u578b\u4f7f\u7528<\/li>\n<li>\u4e00\u4e2a\u6a21\u578b\u901a\u8fc7 MCP&#xff0c;\u5c31\u80fd\u63a5\u5165\u6210\u767e\u4e0a\u5343\u7684\u5de5\u5177\u548c\u6570\u636e\u6e90<\/li>\n<\/ul>\n<p>\u67b6\u6784\u56fe&#xff08;\u6982\u5ff5&#xff09;&#xff1a;<\/p>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510        MCP \u534f\u8bae        \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502  AI \u6a21\u578b     \u2502 \u25c4\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25ba \u2502  \u5de5\u5177\/\u6570\u636e\u6e90   \u2502<br \/>\n\u2502  (Client)    \u2502                       \u2502   (Server)    \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518                       \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<p>\u4ee5\u524d\u6bcf\u4e2a AI \u90fd\u6709\u81ea\u5df1\u7684\u300c\u4e13\u7528\u5145\u7535\u7ebf\u300d\u2014\u2014A \u6a21\u578b\u7684\u5de5\u5177\u5728 B \u6a21\u578b\u4e0a\u4e0d\u80fd\u7528\u3002MCP \u5c31\u50cf\u662f\u5927\u5bb6\u7edf\u4e00\u7528 USB-C&#xff0c;\u6240\u6709\u5de5\u5177\u90fd\u80fd\u63d2\u62d4&#xff0c;\u6240\u6709\u6a21\u578b\u90fd\u80fd\u7528\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725183907-6a6502cbc9583.png\" alt=\"image.png\" \/><\/p>\n<hr \/>\n<h3>7. \u4ec0\u4e48\u662f Skills&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;Skills \u662f AI \u7684\u300c\u64cd\u4f5c\u624b\u518c\u300d&#xff0c;\u544a\u8bc9\u5b83\u9047\u5230\u7279\u5b9a\u4efb\u52a1\u65f6\u8be5\u600e\u4e48\u505a\u3002<\/p>\n<p>Skills&#xff08;\u6280\u80fd&#xff09;\u662f\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u6700\u4f73\u5b9e\u8df5\u6a21\u677f\u3002\u4e00\u4e2a Skill \u901a\u5e38\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>\u573a\u666f\u63cf\u8ff0&#xff1a; \u4ec0\u4e48\u65f6\u5019\u89e6\u53d1\u8fd9\u4e2a\u6280\u80fd<\/li>\n<li>\u6b65\u9aa4\u6307\u5357&#xff1a; \u5177\u4f53\u7684\u64cd\u4f5c\u6d41\u7a0b<\/li>\n<li>\u7ea6\u675f\u89c4\u5219&#xff1a; \u4ec0\u4e48\u80fd\u505a\u3001\u4ec0\u4e48\u4e0d\u80fd\u505a<\/li>\n<li>\u793a\u4f8b\u8f93\u51fa&#xff1a; \u671f\u671b\u7684\u7ed3\u679c\u683c\u5f0f<\/li>\n<\/ul>\n<p>\u4f8b\u5b50&#xff08;Obsidian YOLO \u4e2d\u7684 Skill&#xff09;&#xff1a;<\/p>\n<p>skill: obsidian-output-format<br \/>\n\u63cf\u8ff0: \u5f53\u9700\u8981\u7f16\u8f91 .md \u6587\u4ef6\u65f6&#xff0c;\u8f93\u51fa\u683c\u5f0f\u89c4\u8303<br \/>\n\u89c4\u5219:<br \/>\n  &#8211; \u7528 &lt;yolo_block&gt; \u5305\u88f9\u7f16\u8f91\u5185\u5bb9<br \/>\n  &#8211; \u652f\u6301 REPLACE \/ INSERT_AFTER \/ APPEND<\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9&#xff0c;Skills \u5c31\u50cf\u662f\u7ed9 AI \u7684\u300cSOP&#xff08;\u6807\u51c6\u4f5c\u4e1a\u7a0b\u5e8f&#xff09;\u5361\u7247\u300d\u2014\u2014\u4e0d\u6559 AI \u6b7b\u8bb0\u786c\u80cc&#xff0c;\u800c\u662f\u544a\u8bc9\u5b83\u300c\u9047\u5230\u8fd9\u7c7b\u4efb\u52a1&#xff0c;\u6309\u8fd9\u4e2a\u6d41\u7a0b\u8d70\u5c31\u5bf9\u4e86\u300d\u3002<\/p>\n<hr \/>\n<h3>8. \u4ec0\u4e48\u662f RAG&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;RAG \u662f\u7ed9 AI \u914d\u7684\u300c\u53c2\u8003\u4e66\u300d&#xff0c;\u8ba9\u5b83\u80fd\u67e5\u8d44\u6599\u518d\u56de\u7b54&#xff0c;\u800c\u4e0d\u662f\u778e\u7f16\u3002<\/p>\n<p>RAG&#xff08;Retrieval-Augmented Generation&#xff0c;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;\u662f\u4e00\u79cd\u8ba9 AI \u5728\u56de\u7b54\u95ee\u9898\u524d\u5148\u68c0\u7d22\u76f8\u5173\u77e5\u8bc6\u7684\u6280\u672f\u67b6\u6784\u3002<\/p>\n<p>\u5de5\u4f5c\u539f\u7406&#xff1a;<\/p>\n<li>\u7528\u6237\u63d0\u95ee<\/li>\n<li>\u68c0\u7d22&#xff1a; \u4ece\u77e5\u8bc6\u5e93&#xff08;\u6587\u6863\u5e93\u3001\u6570\u636e\u5e93&#xff09;\u4e2d\u627e\u51fa\u6700\u76f8\u5173\u7684\u7247\u6bb5<\/li>\n<li>\u589e\u5f3a&#xff1a; \u5c06\u68c0\u7d22\u5230\u7684\u7247\u6bb5\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7ed9\u5927\u6a21\u578b<\/li>\n<li>\u751f\u6210&#xff1a; \u5927\u6a21\u578b\u7ed3\u5408\u4e0a\u4e0b\u6587\u7ed9\u51fa\u7b54\u6848<\/li>\n<p>\u4e0e\u5176\u8ba9 AI \u95ed\u5377\u8003\u8bd5&#xff08;\u5168\u9760\u8bb0\u5fc6&#xff09;&#xff0c;\u4e0d\u5982\u8ba9\u5b83\u5f00\u5377\u8003\u8bd5\u2014\u2014\u5148\u7ffb\u4e66&#xff0c;\u518d\u7b54\u9898\u3002\u8fd9\u6837\u56de\u7b54\u66f4\u51c6\u786e&#xff0c;\u8fd8\u80fd\u5f15\u7528\u6765\u6e90\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725183908-6a6502cc00e8d.png\" alt=\"image.png\" \/><\/p>\n<p>&#x1f4a1; RAG \u7684\u6700\u5927\u4ef7\u503c&#xff1a; \u89e3\u51b3\u5927\u6a21\u578b\u300c\u5e7b\u89c9\u300d\u95ee\u9898&#xff08;\u80e1\u7f16\u4e71\u9020&#xff09;&#xff0c;\u540c\u65f6\u8ba9 AI \u53ef\u4ee5\u56de\u7b54\u79c1\u6709\u77e5\u8bc6\u5e93\u4e2d\u7684\u5185\u5bb9\u3002<\/p>\n<hr \/>\n<h3>9. \u4ec0\u4e48\u662f\u5411\u91cf\u6570\u636e\u5e93&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;\u5411\u91cf\u6570\u636e\u5e93\u662f AI \u7684\u300c\u8bed\u4e49\u641c\u7d22\u5f15\u64ce\u300d&#xff0c;\u627e\u7684\u4e0d\u662f\u5173\u952e\u8bcd&#xff0c;\u800c\u662f\u300c\u610f\u601d\u76f8\u8fd1\u300d\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u4f20\u7edf\u6570\u636e\u5e93\u641c\u7d22\u9760\u5173\u952e\u8bcd\u5339\u914d\u2014\u2014\u641c\u7d22\u300c\u82f9\u679c\u300d&#xff0c;\u53ea\u80fd\u627e\u5230\u5305\u542b\u300c\u82f9\u679c\u300d\u4e24\u4e2a\u5b57\u7684\u5185\u5bb9\u3002\u800c\u5411\u91cf\u6570\u636e\u5e93\u628a\u6570\u636e\u8f6c\u6362\u6210\u6570\u5b66\u5411\u91cf&#xff08;\u4e00\u5806\u6570\u5b57&#xff09;&#xff0c;\u641c\u7d22\u65f6\u627e\u7684\u662f\u8bed\u4e49\u4e0a\u6700\u76f8\u4f3c\u7684\u5185\u5bb9\u3002<\/p>\n<ul>\n<li>\u4f20\u7edf\u641c\u7d22&#xff1a;\u641c\u300c\u732b\u54aa\u300d\u2192 \u53ea\u627e\u51fa\u5199\u4e86\u300c\u732b\u54aa\u300d\u7684\u6587\u6863<\/li>\n<li>\u5411\u91cf\u641c\u7d22&#xff1a;\u641c\u300c\u53ef\u7231\u7684\u6bdb\u8338\u8338\u5c0f\u52a8\u7269\u300d\u2192 \u627e\u51fa\u5173\u4e8e\u732b\u54aa\u3001\u5c0f\u72d7\u3001\u4ed3\u9f20\u7684\u6240\u6709\u5185\u5bb9&#xff08;\u56e0\u4e3a\u8bed\u4e49\u76f8\u8fd1&#xff09;<\/li>\n<\/ul>\n<p>\u5178\u578b\u4ea7\u54c1&#xff1a; Pinecone\u3001Weaviate\u3001Milvus\u3001ChromaDB\u3001Qdrant\u3002<\/p>\n<p>\u4e3b\u8981\u7528\u9014&#xff1a; RAG \u7684\u68c0\u7d22\u73af\u8282\u3001\u76f8\u4f3c\u56fe\u7247\u641c\u7d22\u3001\u63a8\u8350\u7cfb\u7edf\u3002<\/p>\n<hr \/>\n<h3>10. \u4ec0\u4e48\u662f Harness \u5de5\u7a0b&#xff1f;<\/h3>\n<p>\u4e00\u53e5\u8bdd&#xff1a;Harness \u5de5\u7a0b\u662f AI \u7684\u300c\u9a7e\u9a76\u8231\u300d&#xff0c;\u8ba9\u4f60\u80fd\u64cd\u7eb5\u548c\u7ba1\u7406 AI \u5e72\u6d3b\u7684\u5168\u8fc7\u7a0b\u3002<\/p>\n<p>Harness&#xff08;\u76f4\u8bd1\u4e3a\u300c\u633d\u5177\u300d\u6216\u300c\u63a7\u5236\u88c5\u7f6e\u300d&#xff09;\u5de5\u7a0b\u6307\u7684\u662f\u56f4\u7ed5 AI \u6a21\u578b\u6784\u5efa\u7684\u5de5\u7a0b\u5316\u7cfb\u7edf&#xff0c;\u8ba9 AI \u4e0d\u518d\u662f\u9ed1\u7bb1&#xff0c;\u800c\u662f\u53ef\u63a7\u5236\u3001\u53ef\u8c03\u8bd5\u3001\u53ef\u89c2\u5bdf\u7684\u5de5\u5177\u3002<\/p>\n<p>\u5305\u62ec\u7684\u73af\u8282&#xff1a;<\/p>\n<table>\n<tr>\u73af\u8282\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>Prompt \u7ba1\u7406<\/td>\n<td>\u7f16\u5199\u3001\u6d4b\u8bd5\u3001\u7248\u672c\u63a7\u5236 Prompt<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u7f16\u6392<\/td>\n<td>\u914d\u7f6e AI \u80fd\u7528\u54ea\u4e9b Tool<\/td>\n<\/tr>\n<tr>\n<td>Memory \u7ba1\u7406<\/td>\n<td>\u63a7\u5236 AI \u7684\u8bb0\u5fc6\u548c\u4e0a\u4e0b\u6587<\/td>\n<\/tr>\n<tr>\n<td>\u89c2\u6d4b\/\u8c03\u8bd5<\/td>\n<td>\u76d1\u63a7 AI \u7684\u6bcf\u4e00\u6b65\u601d\u8003\u548c\u884c\u52a8<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\/\u5408\u89c4<\/td>\n<td>\u9650\u5236 AI \u7684\u884c\u4e3a\u8fb9\u754c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6362\u4e2a\u89d2\u5ea6\u8bf4&#xff1a;\u5982\u679c\u628a\u5927\u6a21\u578b\u6bd4\u4f5c\u53d1\u52a8\u673a&#xff0c;\u90a3\u4e48 Harness \u5de5\u7a0b\u5c31\u662f\u6574\u8f86\u6c7d\u8f66\u7684\u9a7e\u9a76\u7cfb\u7edf\u2014\u2014\u65b9\u5411\u76d8\u3001\u4eea\u8868\u76d8\u3001\u5239\u8f66\u3001\u6cb9\u95e8\u3002\u53d1\u52a8\u673a\u518d\u5f3a&#xff0c;\u6ca1\u6709\u597d\u7684 Harness \u4e5f\u5f00\u4e0d\u8fdc\u3002<\/p>\n<p>&#x1f4a1; \u4f8b\u5b50&#xff1a; Obsidian YOLO \u63d2\u4ef6\u7684 Agent \u7cfb\u7edf\u5c31\u662f\u4e00\u79cd Harness \u5de5\u7a0b\u2014\u2014\u5b83\u5e2e\u4f60\u7ba1\u7406\u5de5\u5177\u3001\u6280\u80fd\u3001\u8bb0\u5fc6\u3001\u4e0a\u4e0b\u6587&#xff0c;\u8ba9 AI \u5728\u4f60\u7684\u7b14\u8bb0\u5e93\u91cc\u9ad8\u6548\u5de5\u4f5c\u3002<\/p>\n<hr \/>\n<h3>\u603b\u7ed3\u5bf9\u7167\u8868<\/h3>\n<table>\n<tr>\u5e8f\u53f7\u540d\u8bcd\u4e00\u53e5\u8bdd\u8bb0\u5fc6\u6cd5<\/tr>\n<tbody>\n<tr>\n<td align=\"center\">1<\/td>\n<td>\u5927\u6a21\u578b&#xff08;LLM&#xff09;<\/td>\n<td>AI \u7684\u300c\u8d85\u7ea7\u5927\u8111\u300d<\/td>\n<\/tr>\n<tr>\n<td align=\"center\">2<\/td>\n<td>Prompt<\/td>\n<td>\u4f60\u7ed9 AI \u4e0b\u7684\u300c\u6307\u4ee4\u300d<\/td>\n<\/tr>\n<tr>\n<td align=\"center\">3<\/td>\n<td>Agent<\/td>\n<td>\u4f1a\u81ea\u5df1\u52a8\u624b\u7684\u300cAI \u6253\u5de5\u4eba\u300d<\/td>\n<\/tr>\n<tr>\n<td align=\"center\">4<\/td>\n<td>Tool<\/td>\n<td>AI \u7684\u300c\u5916\u6302\u88c5\u5907\u300d<\/td>\n<\/tr>\n<tr>\n<td align=\"center\">5<\/td>\n<td>Function Call<\/td>\n<td>AI \u548c\u4ee3\u7801\u4e4b\u95f4\u7684\u300c\u7ffb\u8bd1\u5b98\u300d<\/td>\n<\/tr>\n<tr>\n<td align=\"center\">6<\/td>\n<td>MCP<\/td>\n<td>AI \u5de5\u5177\u7684\u300c\u4e07\u80fd\u63d2\u5934\u300d<\/td>\n<\/tr>\n<tr>\n<td align=\"center\">7<\/td>\n<td>Skills<\/td>\n<td>AI \u7684\u300c\u6807\u51c6\u4f5c\u4e1a\u624b\u518c\u300d<\/td>\n<\/tr>\n<tr>\n<td align=\"center\">8<\/td>\n<td>RAG<\/td>\n<td>\u8ba9 AI \u300c\u5f00\u5377\u8003\u8bd5\u300d\u7684\u6280\u672f<\/td>\n<\/tr>\n<tr>\n<td align=\"center\">9<\/td>\n<td>\u5411\u91cf\u6570\u636e\u5e93<\/td>\n<td>AI \u7684\u300c\u8bed\u4e49\u641c\u7d22\u5f15\u64ce\u300d<\/td>\n<\/tr>\n<tr>\n<td align=\"center\">10<\/td>\n<td>Harness \u5de5\u7a0b<\/td>\n<td>\u64cd\u4f5c AI \u7684\u300c\u9a7e\u9a76\u8231\u300d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3>\u5b83\u4eec\u4e4b\u95f4\u662f\u4ec0\u4e48\u5173\u7cfb&#xff1f;<\/h3>\n<p>\u6700\u540e\u7528\u4e00\u4e2a\u7b80\u5355\u7684\u573a\u666f\u4e32\u8d77\u6765&#xff1a;<\/p>\n<p>\u4f60\u5199\u4e86\u4e00\u4e2a Prompt&#xff08;\u6307\u4ee4&#xff09;<br \/>\n   \u2193<br \/>\n\u5927\u6a21\u578b\u7406\u89e3\u540e&#xff0c;\u9700\u8981\u67e5\u79c1\u6709\u77e5\u8bc6<br \/>\n   \u2193<br \/>\n\u901a\u8fc7 RAG&#xff08;\u68c0\u7d22&#xff09;&#043; \u5411\u91cf\u6570\u636e\u5e93&#xff08;\u8bed\u4e49\u641c\u7d22&#xff09;\u627e\u5230\u76f8\u5173\u8d44\u6599<br \/>\n   \u2193<br \/>\n\u5982\u679c\u9700\u8981\u8c03\u5916\u90e8 API \u2192 Function Call \/ Tool \u4e0a\u573a<br \/>\n   \u2193<br \/>\n\u5982\u679c\u6709 MCP \u534f\u8bae \u2192 \u5404\u79cd\u5de5\u5177\u5373\u63d2\u5373\u7528<br \/>\n   \u2193<br \/>\nAgent&#xff08;\u667a\u80fd\u4f53&#xff09;\u7edf\u7ba1\u6574\u4e2a\u6d41\u7a0b&#xff1a;\u89c4\u5212\u2192\u6267\u884c\u2192\u53cd\u601d\u2192\u4fee\u6b63<br \/>\n   \u2193<br \/>\nSkills&#xff08;\u6280\u80fd\u6a21\u677f&#xff09;\u6307\u5bfc Agent \u6309\u6700\u4f73\u5b9e\u8df5\u64cd\u4f5c<br \/>\n   \u2193<br \/>\nHarness \u5de5\u7a0b\u628a\u63a7\u5168\u5c40&#xff1a;\u8c03\u8bd5\u3001\u5b89\u5168\u3001\u89c2\u6d4b<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725183908-6a6502cc2d2cf.png\" alt=\"image.png\" \/><\/p>\n<p>\u8fd9\u6837\u4e00\u6765&#xff0c;\u8fd9 10 \u4e2a\u540d\u8bcd\u5c31\u4e0d\u518d\u662f\u5b64\u7acb\u7684\u788e\u7247&#xff0c;\u800c\u662f\u7ec4\u6210\u4e86\u4e00\u6574\u5957\u73b0\u4ee3 AI \u5e94\u7528\u7684\u6280\u672f\u6808\u3002<\/p>\n<hr \/>\n","protected":false},"excerpt":{"rendered":"<p>Agent &amp; 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