{"id":20946,"date":"2026-07-07T13:42:11","date_gmt":"2026-07-07T05:42:11","guid":{"rendered":"https:\/\/92it.top\/?p=20946"},"modified":"2026-07-07T13:42:11","modified_gmt":"2026-07-07T05:42:11","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-%e9%9b%b6%e5%9f%ba%e7%a1%80-ai-agent-%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf%e5%9b%be","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=20946","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014\u2014 \u96f6\u57fa\u7840 AI Agent \u5b66\u4e60\u8def\u7ebf\u56fe"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6211\u6700\u8fd1\u6df1\u5165\u7814\u7a76\u4e86\u4e00\u4efd\u5728 GitHub \u4e0a\u5f00\u6e90\u7684 AI Agent \u5b66\u4e60\u5730\u56fe\uff0c\u53eb 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Token\uff1f\u4e00\u4e2a\u4e2d\u6587\u8bcd\u5927\u6982\u662f\u51e0\u4e2a Token\uff1f\uff08\u8fd9\u4e2a\u95ee\u9898\u6211\u4eec\u5728\u4e4b\u524d\u7684\u300aToken\u300b\u4e00\u7bc7\u8be6\u7ec6\u804a\u8fc7\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u53ef\u4ee5\u56de\u7ffb\uff09<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08Context Window\uff09\uff1a\u4e3a\u4ec0\u4e48 AI \u7684\u8bb0\u5fc6\u662f\u6709\u9650\u7684\uff1f\u4e3a\u4ec0\u4e48\u804a\u7740\u804a\u7740\u5b83\u5c31\u4f1a\u5fd8\u8bb0\u524d\u9762\u7684\u5185\u5bb9\uff1f\u4e0a\u4e0b\u6587\u7a97\u53e3\u5230\u5e95\u662f\u4e2a\u5565\uff1f<\/li>\n\n\n\n<li>\u5927\u6a21\u578b\u5168\u5bb6\u6876\uff1aGPT-5.2\u3001Claude 4\u3001Gemini 3\u3001Llama 3.1\u2026\u2026 \u8fd9\u4e9b\u6a21\u578b\u90fd\u6709\u4ec0\u4e48\u533a\u522b\uff1f\u8c01\u7684\u63a8\u7406\u80fd\u529b\u5f3a\uff1f\u8c01\u7684\u6027\u4ef7\u6bd4\u9ad8\uff1f\u8c01\u66f4\u64c5\u957f\u5199\u4ee3\u7801\uff1f\u5728\u4e0d\u540c\u7684\u573a\u666f\u4e0b\uff0c\u6211\u5e94\u8be5\u9009\u54ea\u4e2a\u6a21\u578b\uff1f<\/li>\n\n\n\n<li>\u672c\u5730\u5316\u90e8\u7f72\u521d\u4f53\u9a8c\uff1a\u4f60\u4e0d\u9700\u8981\u61c2\u590d\u6742\u7684\u7b97\u6cd5\uff0c\u4f46\u4f60\u5e94\u8be5\u4eb2\u624b\u5728\u81ea\u5df1\u7684\u7535\u8111\u4e0a\uff0c\u8dd1\u4e00\u4e2a\u672c\u5730\u7684\u5927\u6a21\u578b\u3002\n<ul>\n<li>\u63a8\u8350\u5de5\u5177\uff1aOllama\u3002\u5b83\u80fd\u8ba9\u4f60\u50cf\u4e0b\u8f7d App \u4e00\u6837\uff0c\u8f7b\u677e\u5730\u5728\u4f60\u7684 Mac \u6216 Windows \u7535\u8111\u4e0a\uff0c\u4e00\u952e\u4e0b\u8f7d\u5e76\u8fd0\u884c Llama 3\u3001Mistral \u7b49\u5404\u79cd\u5f00\u6e90\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u4f53\u9a8c\u7684\u4ef7\u503c\uff1a\u5f53\u4f60\u4eb2\u773c\u770b\u5230\u6a21\u578b\u6587\u4ef6\uff08\u901a\u5e38\u597d\u51e0\u4e2a GB\uff09\u88ab\u4e0b\u8f7d\u4e0b\u6765\uff0c\u4f60\u7684\u7535\u8111\u98ce\u6247\u5f00\u59cb\u72c2\u8f6c\uff0c\u7136\u540e\u4f60\u5728\u4e00\u4e2a\u5b8c\u5168\u79bb\u7ebf\u7684\u73af\u5883\u91cc\u548c AI \u5bf9\u8bdd\u65f6\uff0c\u4f60\u5bf9\u6a21\u578b\u8fd9\u4e2a\u6982\u5ff5\u7684\u7406\u89e3\uff0c\u4f1a\u77ac\u95f4\u53d8\u5f97\u5177\u4f53\u800c\u6df1\u523b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd391.3 Stage 2\uff1aPrompt \u8bbe\u8ba1\uff08\u9884\u8ba1 1-2 \u5468\uff09<\/strong><\/p>\n\n\n\n<p>\u5de5\u7a0b\u5316\u7684 Prompt \u8bbe\u8ba1\uff0c\u662f\u6559\u4f60\u5982\u4f55\u901a\u8fc7\u7f16\u5199\u4e25\u8c28\u7684\u6307\u4ee4\uff0c\u8ba9 AI \u7684\u8f93\u51fa\u7a33\u5b9a\u3001\u53ef\u63a7\u3001\u7b26\u5408\u4f60\u7684\u9884\u671f\u3002<\/p>\n\n\n\n<p><strong>\u3010\u4e09\u5927\u6838\u5fc3\u6280\u5de7\u3011<\/strong><\/p>\n\n\n\n<ol>\n<li>\u7cfb\u7edf\u63d0\u793a\uff08System Prompt\uff09\u2014\u2014 \u4eba\u8bbe\uff1a\n<ul>\n<li>\u8fd9\u662f\u4f60\u7ed9 AI \u4e0b\u8fbe\u7684\u6700\u9ad8\u6307\u4ee4\uff0c\u662f\u5b83\u6240\u6709\u884c\u4e3a\u7684\u5baa\u6cd5\u3002<\/li>\n\n\n\n<li>\u4f60\u8981\u5728\u8fd9\u91cc\u660e\u786e\u5730\u544a\u8bc9\u5b83\uff1a\u201c\u4f60\u73b0\u5728\u662f\u4e00\u4e2a\u4ec0\u4e48\u89d2\u8272\uff1f\u4f60\u7684\u884c\u4e3a\u8fb9\u754c\u662f\u4ec0\u4e48\uff1f\u4f60\u7684\u8bf4\u8bdd\u98ce\u683c\u662f\u600e\u6837\u7684\uff1f\u4f60\u7edd\u5bf9\u4e0d\u80fd\u505a\u4ec0\u4e48\uff1f\u201d<\/li>\n\n\n\n<li>\u4f8b\u5982\uff1a\u201c\u4f60\u662f\u4e00\u4e2a\u8d44\u6df1\u7684 Python \u4ee3\u7801\u5ba1\u67e5\u4e13\u5bb6\u3002\u4f60\u7684\u4efb\u52a1\u662f\u627e\u51fa\u4ee3\u7801\u4e2d\u7684\u903b\u8f91\u9519\u8bef\u548c\u4e0d\u7b26\u5408 PEP8 \u89c4\u8303\u7684\u5730\u65b9\u3002\u53ea\u8f93\u51fa\u95ee\u9898\u548c\u4fee\u6539\u5efa\u8bae\uff0c\u4e0d\u8981\u8fdb\u884c\u4efb\u4f55\u95f2\u804a\u3002\u201d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5c11\u6837\u672c\u793a\u4f8b\uff08Few-shot Examples\uff09\u2014\u2014 \u8303\u4f8b\uff1a\n<ul>\n<li>\u4e8b\u5b9e\u8bc1\u660e\uff0c\u7ed9 AI \u770b\u51e0\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\uff0c\u6bd4\u4f60\u5199\u4e00\u4e07\u5b57\u7684\u89c4\u5219\u63cf\u8ff0\u90fd\u7ba1\u7528\u3002<\/li>\n\n\n\n<li>\u5982\u679c\u4f60\u60f3\u8ba9 AI \u5e2e\u4f60\u628a\u975e\u7ed3\u6784\u5316\u7684\u6587\u672c\uff0c\u63d0\u53d6\u6210\u7ed3\u6784\u5316\u7684 JSON\uff0c\u4f60\u5c31\u5728 Prompt \u91cc\u76f4\u63a5\u7ed9\u5b83\u4e24\u4e09\u4e2a \u201c\u8f93\u5165 &#8211; \u8f93\u51fa\u201d \u7684\u8303\u4f8b\u3002AI \u7acb\u523b\u5fc3\u9886\u795e\u4f1a\uff0c\u5b66\u4f1a\u8fd9\u79cd\u6a21\u5f0f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u601d\u7ef4\u94fe\uff08Chain of Thought, CoT\uff09\u2014\u2014 \u60f3\u6e05\u695a\u518d\u8bf4\uff1a\n<ul>\n<li>\u5bf9\u4e8e\u590d\u6742\u7684\u3001\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u4efb\u52a1\uff0c\u5982\u679c\u4f60\u76f4\u63a5\u8ba9 AI \u7ed9\u7b54\u6848\uff0c\u5b83\u5f88\u5bb9\u6613\u51fa\u9519\u3002<\/li>\n\n\n\n<li>CoT \u7684\u6280\u5de7\u5c31\u662f\uff0c\u547d\u4ee4\u5b83\uff1a\u201c\u4e0d\u8981\u76f4\u63a5\u7ed9\u6211\u6700\u7ec8\u7b54\u6848\u3002\u8bf7\u5148\u628a\u4f60\u7684\u601d\u8003\u8fc7\u7a0b\u3001\u5206\u6790\u6b65\u9aa4\uff0c\u4e00\u6b65\u4e00\u6b65\u5730\u5199\u51fa\u6765\uff0c\u6700\u540e\u518d\u7ed9\u51fa\u4f60\u7684\u7ed3\u8bba\u3002\u201d<\/li>\n\n\n\n<li>\u8fd9\u4e2a\u7b80\u5355\u7684\u6307\u4ee4\uff0c\u80fd\u5947\u8ff9\u822c\u5730\u63d0\u9ad8 AI \u5728\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u7387\u3002\u56e0\u4e3a \u201c\u5199\u51fa\u6765\u201d \u8fd9\u4e2a\u52a8\u4f5c\uff0c\u5f3a\u8feb\u5b83\u5bf9\u81ea\u5df1\u7684\u63a8\u7406\u8fc7\u7a0b\u8fdb\u884c\u4e86\u5ba1\u89c6\u548c\u68b3\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u5f53\u4f60\u80fd\u719f\u7ec3\u8fd0\u7528\u8fd9\u4e09\u62db\uff0c\u5e76\u4e14\u901a\u8fc7\u52a8\u624b\u7ec3\u4e60\uff0c\u8ba9 AI \u7a33\u5b9a\u5730\u8f93\u51fa\u4f60\u60f3\u8981\u7684\u683c\u5f0f\u548c\u5185\u5bb9\u65f6\uff0c\u606d\u559c\u4f60\uff0c\u4f60\u5df2\u7ecf\u4ece \u201c\u65b0\u624b\u6751\u201d \u6bd5\u4e1a\u4e86\uff01<\/p>\n\n\n\n<p>\u73b0\u5728\uff0c\u4f60\u7ad9\u5728\u4e86\u547d\u8fd0\u7684\u5341\u5b57\u8def\u53e3\u3002\u662f\u65f6\u5019\u505a\u51fa\u9009\u62e9\u4e86\uff1a\u5411\u5de6\u8d70\uff0c\u6210\u4e3a\u5e94\u7528\u5927\u5e08\uff08Track A\uff09\uff1f\u8fd8\u662f\u5411\u53f3\u8d70\uff0c\u6210\u4e3a\u5efa\u9020\u5b97\u5e08\uff08Track B\uff09\uff1f<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001Track A\uff1a\u7528 Agent (3-5 \u5468)<\/strong> \ud83d\udd16<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u76ee\u6807\uff1a\u6210\u4e3a\u4f7f\u7528\u73b0\u6210 Agent \u5de5\u5177\u7684\u9876\u5c16\u9ad8\u624b\uff0c\u5c06\u5de5\u4f5c\u6548\u7387\u63d0\u5347\u5230\u6781\u81f4\u3002<\/p>\n\n\n\n<p>\u8fd9\u6761\u8def\u66f4\u9002\u5408\u4ea7\u54c1\u7ecf\u7406\u3001\u8bbe\u8ba1\u5e08\u3001\u8fd0\u8425\u3001\u5206\u6790\u5e08\uff0c\u4ee5\u53ca\u90a3\u4e9b\u5e0c\u671b\u7528 AI \u8d4b\u80fd\u81ea\u5df1\u5de5\u4f5c\u7684\u5f00\u53d1\u8005\u3002\u4f60\u4e0d\u4e00\u5b9a\u9700\u8981\u4ece\u96f6\u5199\u4ee3\u7801\uff0c\u4f46\u4f60\u9700\u8981\u6df1\u523b\u7406\u89e3\u5de5\u5177\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u5e76\u5b66\u4f1a\u9a7e\u9a6d\u5b83\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd392.1 A1 \u9636\u6bb5\uff1a\u4e86\u89e3\u4e3b\u6d41 CLI Agent \u5de5\u5177<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4efb\u52a1\uff1a\u53bb\u4e86\u89e3\u5e02\u9762\u4e0a\u6700\u4e3b\u6d41\u7684\u51e0\u6b3e CLI Agent \u5de5\u5177\uff0c\u6bd4\u5982 claude-code-cli\u3001aider\u3001open-interpreter \u7b49\u3002<\/li>\n\n\n\n<li>\u884c\u52a8\uff1a\u81f3\u5c11\u9009\u62e9\u4e00\u6b3e\uff0c\u6309\u7167\u6559\u7a0b\u5728\u4f60\u7684\u7535\u8111\u4e0a\u5b89\u88c5\u597d\uff0c\u5e76\u82b1\u51e0\u5929\u65f6\u95f4\u53bb\u719f\u6089\u5b83\u7684\u57fa\u672c\u7528\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392.2 A2 \u9636\u6bb5\uff1a\u638c\u63e1\u6838\u5fc3\u5de5\u4f5c\u6d41 Workflow<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4efb\u52a1\uff1a\u5b66\u4f1a\u5982\u4f55\u7528 Workflow \u9a6f\u5316\u4f60\u7684 Agent \u5de5\u5177\uff0c\u8ba9\u5b83\u771f\u6b63\u878d\u5165\u4f60\u7684\u65e5\u5e38\u5de5\u4f5c\u3002<\/li>\n\n\n\n<li>\u6838\u5fc3\u6280\u80fd\uff1a\n<ul>\n<li>\u7f16\u5199 CLAUDE.md\uff1a\u8ba9 Agent \u77e5\u9053\u4f60\u7684\u9879\u76ee\u80cc\u666f\u3001\u6280\u672f\u6808\u3001\u7f16\u7801\u89c4\u8303\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Slash Commands\uff08\u659c\u6760\u547d\u4ee4\uff09\uff1a\u5b66\u4f1a\u628a\u4e00\u4e2a\u590d\u6742\u7684\u4efb\u52a1\uff0c\u62c6\u89e3\u6210\u591a\u4e2a\u6b65\u9aa4\uff0c\u901a\u8fc7 \/edit\uff0c\/test\uff0c\/run \u7b49\u547d\u4ee4\uff0c\u4e00\u6b65\u6b65\u4ea4\u7ed9 CLI Agent \u53bb\u5b8c\u6210\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392.3 A3 \u9636\u6bb5\uff1a\u96c6\u6210\u4e0e\u751f\u4ea7\u529b\u843d\u5730<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4efb\u52a1\uff1a\u5c06 Agent \u7684\u80fd\u529b\uff0c\u4ece\u7b80\u5355\u7684\u4ee3\u7801\u751f\u6210\uff0c\u6269\u5c55\u5230\u5b8c\u6574\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u6838\u5fc3\u6280\u80fd\uff1a\n<ul>\n<li>\u63a5\u5165 MCP Server\uff1a\u5b66\u4f1a\u5982\u4f55\u8ba9\u4f60\u7684 Agent \u8fde\u63a5\u5230\u672c\u5730\u6587\u4ef6\u3001\u6570\u636e\u5e93\uff0c\u751a\u81f3\u662f Notion\u3001JIRA \u7b49\u5916\u90e8\u670d\u52a1\u3002<\/li>\n\n\n\n<li>\u6210\u672c\u63a7\u5236\u4e0e\u53ef\u89c2\u6d4b\u6027\uff1a\u7406\u89e3 Token \u6d88\u8017\uff0c\u5b66\u4f1a\u770b\u65e5\u5fd7\uff0c\u77e5\u9053\u4f60\u7684 Agent \u6bcf\u4e00\u6b65\u90fd\u5e72\u4e86\u4ec0\u4e48\uff0c\u82b1\u4e86\u591a\u5c11\u94b1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8d70\u5b8c Track A\uff0c\u4f60\u5c06\u6210\u4e3a\u56e2\u961f\u91cc\u6700\u4f1a\u4f7f\u7528 AI \u5de5\u5177\u7684\u4eba\u3002\u4f60\u7684\u751f\u4ea7\u529b\uff0c\u5c06\u662f\u666e\u901a\u4eba\u7684\u6570\u500d\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001Track B\uff1a\u9020 Agent (5-6 \u4e2a\u6708) \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u76ee\u6807\uff1a\u4ece\u96f6\u5f00\u59cb\uff0c\u4eb2\u624b\u6253\u9020\u5c5e\u4e8e\u4f60\u81ea\u5df1\u7684 AI Agent\uff0c\u6df1\u523b\u7406\u89e3\u5176\u5e95\u5c42\u539f\u7406\u548c\u67b6\u6784\u3002<\/p>\n\n\n\n<p>(\u6ce8\u610f\uff1a\u4ee5\u4e0b\u6bcf\u4e2a\u9636\u6bb5\u90fd\u9700\u8981\u6bcf\u5468\u6295\u5165 5-8 \u5c0f\u65f6\u7684\u5b66\u4e60\u548c\u5b9e\u8df5)<\/p>\n\n\n\n<p><strong>\ud83d\udd393.1 Stage 3\uff1a\u5de5\u5177\u8c03\u7528\uff08\u9884\u8ba1 2-3 \u5468\uff09<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u6574\u6761\u8def\u7ebf\u6700\u6700\u6838\u5fc3\u7684\u90e8\u5206\uff0c\u6ca1\u6709\u4e4b\u4e00\uff01\u4e0d\u8981\u8df3\u8fc7\u4e86\u8fd9\u4e00\u6b65\uff0c\u76f4\u63a5\u53bb\u5b66\u6846\u67b6\uff0c\u90a3\u4f60\u540e\u9762\u7684\u5b66\u4e60\u5c06\u662f\u7a7a\u4e2d\u697c\u9601\u3002<\/p>\n\n\n\n<p><strong>\u3010\u6838\u5fc3\u76ee\u6807\u3011<\/strong><\/p>\n\n\n\n<p>\u4f60\u8981\u4eb2\u624b\u3001\u4e0d\u4f9d\u8d56\u4efb\u4f55\u6846\u67b6\uff0c\u7528\u6700\u57fa\u7840\u7684 HTTP \u8bf7\u6c42\u548c\u51e0\u884c\u4ee3\u7801\uff0c\u5b9e\u73b0\u4e00\u4e2a Agent \u7684\u6838\u5fc3\u5faa\u73af\uff08Loop\uff09\u3002<\/p>\n\n\n\n<p><strong>\u3010\u4e24\u5927\u57fa\u77f3\u3011<\/strong><\/p>\n\n\n\n<ol>\n<li>\u51fd\u6570\u8c03\u7528\uff08Function Calling \/ Tool Calling\uff09\uff1a\n<ul>\n<li>\u539f\u7406\uff1aLLM \u672c\u8eab\u53ea\u662f\u4e00\u4e2a\u5927\u8111\uff0c\u5b83\u53ea\u4f1a\u751f\u6210\u6587\u5b57\u3002\u5b83\u4e0d\u80fd\u67e5\u5929\u6c14\u3001\u4e0d\u80fd\u8ba2\u673a\u7968\u3001\u4e0d\u80fd\u8bbf\u95ee\u4f60\u7684\u6570\u636e\u5e93\u3002<\/li>\n\n\n\n<li>Function Calling \u673a\u5236\uff1a\u5c31\u662f\u8ba9 AI \u5728\u9700\u8981\u505a\u8fd9\u4e9b\u5206\u5916\u4e4b\u4e8b\u65f6\uff0c\u4e0d\u518d\u81ea\u5df1\u778e\u7f16\uff0c\u800c\u662f\u8f93\u51fa\u4e00\u4e2a\u7ed3\u6784\u5316\u7684 JSON \u5bf9\u8c61\uff0c\u544a\u8bc9\u4f60\uff1a\u201c\u4e3b\u4eba\uff0c\u6211\u9700\u8981\u8c03\u7528\u4e00\u4e2a\u540d\u4e3a query_weather \u7684\u51fd\u6570\uff0c\u53c2\u6570\u662f city: &#8220;\u5317\u4eac&#8221;\u3002\u201d<\/li>\n\n\n\n<li>\u4f60\u7684\u7a0b\u5e8f\u62ff\u5230\u8fd9\u4e2a\u6307\u4ee4\u540e\uff0c\u53bb\u771f\u6b63\u5730\u6267\u884c\u8fd9\u4e2a\u51fd\u6570\uff0c\u7136\u540e\u628a\u6267\u884c\u7ed3\u679c\uff08\u6bd4\u5982<code>{\"temperature\": 25, \"condition\": \"\u6674\"}<\/code>\uff09\u518d\u8fd4\u56de\u7ed9 AI\u3002<\/li>\n\n\n\n<li>AI \u62ff\u5230\u8fd9\u4e2a\u7ed3\u679c\u540e\uff0c\u518d\u7ee7\u7eed\u5b83\u4e0b\u4e00\u6b65\u7684\u601d\u8003\u3002<\/li>\n\n\n\n<li>\u8fd9\u4e2a \u201c\u5927\u8111\u601d\u8003 \u2192 \u6307\u793a\u52a8\u624b \u2192 \u52a8\u624b\u53cd\u9988 \u2192 \u5927\u8111\u518d\u601d\u8003\u201d \u7684\u5faa\u73af\uff0c\u5c31\u662f\u6240\u6709 Agent \u5de5\u4f5c\u7684\u672c\u8d28\uff01<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>ReAct \u6a21\u5f0f\uff1a\n<ul>\n<li>\u539f\u7406\uff1aReAct = Reasoning\uff08\u601d\u8003\uff09+ Acting\uff08\u884c\u52a8\uff09\u3002<\/li>\n\n\n\n<li>\u8fd9\u662f\u4e00\u79cd\u5f3a\u5927\u7684 Prompt \u8bbe\u8ba1\u6a21\u5f0f\uff0c\u5b83\u8981\u6c42 AI \u5728\u6bcf\u4e00\u6b65\u884c\u52a8\u4e4b\u524d\uff0c\u90fd\u5148\u628a\u81ea\u5df1\u5fc3\u91cc\u60f3\u7684\u5199\u51fa\u6765\u3002<\/li>\n\n\n\n<li>AI \u7684\u8f93\u51fa\u683c\u5f0f\u4f1a\u53d8\u6210\uff1a\n<ul>\n<li>Thought\uff08\u601d\u8003\uff09\uff1a\u7528\u6237\u60f3\u77e5\u9053\u5317\u4eac\u7684\u5929\u6c14\u3002\u6211\u9700\u8981\u4e00\u4e2a\u80fd\u67e5\u5929\u6c14\u7684\u5de5\u5177\u3002\u554a\uff0c\u6211\u6709\u4e00\u4e2a query_weather \u5de5\u5177\u3002<\/li>\n\n\n\n<li>Action\uff08\u884c\u52a8\uff09\uff1a\u8c03\u7528 query_weather \u51fd\u6570\uff0c\u53c2\u6570\u662f city: &#8220;\u5317\u4eac&#8221;\u3002<\/li>\n\n\n\n<li>\uff08\u4f60\u7684\u7a0b\u5e8f\u6267\u884c\u540e\uff0c\u5c06\u7ed3\u679c Observation \u8fd4\u56de\uff09<\/li>\n\n\n\n<li>Thought\uff08\u518d\u6b21\u601d\u8003\uff09\uff1a\u6211\u62ff\u5230\u4e86\u5929\u6c14\u7ed3\u679c\uff0c\u662f\u6674\u5929 25 \u5ea6\u3002\u73b0\u5728\u6211\u53ef\u4ee5\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u4e86\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4ef7\u503c\uff1aReAct \u6a21\u5f0f\u8ba9 Agent \u7684\u51b3\u7b56\u8fc7\u7a0b\u53d8\u5f97\u900f\u660e\u3001\u53ef\u89e3\u91ca\u3002\u5f53\u5b83\u72af\u9519\u65f6\uff0c\u4f60\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\u662f\u5b83\u5728\u54ea\u4e00\u4e2a\u73af\u8282\u51fa\u4e86\u95ee\u9898\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p><strong>\u3010\u5fc5\u987b\u52a8\u624b\u3011<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4efd\u5b66\u4e60\u5730\u56fe\u5728\u8fd9\u4e2a\u9636\u6bb5\u63d0\u4f9b\u4e86 5 \u4e2a\u5fc5\u505a\u7684\u52a8\u624b\u7ec3\u4e60\uff0c\u4ece\u5b9e\u73b0\u4e00\u4e2a\u6700\u7b80\u5355\u7684 Function Calling\uff0c\u5230\u4e00\u4e2a\u5b8c\u6574\u7684 ReAct \u5faa\u73af\u3002\u4f60\u5fc5\u987b\uff0c\u6211\u518d\u8bf4\u4e00\u904d\uff0c\u5fc5\u987b\u4eb2\u624b\u628a\u8fd9\u4e9b\u4ee3\u7801\u6572\u4e00\u904d\uff01\u53ea\u6709\u8fd9\u6837\uff0c\u4f60\u624d\u80fd\u7406\u89e3 Agent \u7684\u5fc3\u8df3\u662f\u600e\u6837\u8fd0\u4f5c\u7684\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd393.2 Stage 4\uff1aAgent \u6846\u67b6\u9009\u62e9\uff08\u9884\u8ba1 2-3 \u5468\uff09<\/strong><\/p>\n\n\n\n<p>\u5f53\u4f60\u4eb2\u624b\u5b9e\u73b0\u4e86\u5de5\u5177\u8c03\u7528\u4e4b\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528\u6846\u67b6\u6765\u63d0\u9ad8\u4f60\u7684\u6548\u7387\u4e86\uff0c\u5b83\u5e2e\u4f60\u5904\u7406\u4e86\u5f88\u591a\u7e41\u7410\u7684\u7ec6\u8282\uff0c\u8ba9\u4f60\u80fd\u4e13\u6ce8\u4e8e Agent \u672c\u8eab\u7684\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<p><strong>\u3010\u4e3b\u6d41\u6846\u67b6\u6982\u89c8\u3011<\/strong><\/p>\n\n\n\n<ul>\n<li>LangGraph\uff1a\u5982\u679c\u4f60\u9700\u8981\u5bf9 Agent \u7684\u6d41\u7a0b\u8fdb\u884c\u6781\u5176\u7cbe\u51c6\u7684\u63a7\u5236\uff0c\u6bd4\u5982\u8bbe\u8ba1\u4e00\u4e2a\u590d\u6742\u7684\u3001\u5e26\u6709\u5f88\u591a\u5206\u652f\u548c\u5faa\u73af\u7684\u5de5\u4f5c\u6d41\uff0cLangGraph \u662f\u4f60\u7684\u4e0d\u4e8c\u4e4b\u9009\u3002\u5b83\u8ba9\u4f60\u7528\u56fe\u7684\u601d\u7ef4\u6765\u6784\u5efa Agent\u3002<\/li>\n\n\n\n<li>AutoGPT \/ CrewAI\uff1a\u5982\u679c\u4f60\u60f3\u73a9\u591a Agent \u534f\u4f5c\uff0c\u6bd4\u5982\u7ec4\u5efa\u4e00\u4e2a \u201cCEO &#8211; \u4ea7\u54c1\u7ecf\u7406 &#8211; \u7a0b\u5e8f\u5458 &#8211; \u6d4b\u8bd5\u5458\u201d \u7684 AI \u56e2\u961f\uff0c\u8ba9\u5b83\u4eec\u901a\u8fc7\u5bf9\u8bdd\u6765\u5b8c\u6210\u4efb\u52a1\uff0c\u90a3\u4e48\u8fd9\u4e24\u4e2a\u6846\u67b6\u503c\u5f97\u7814\u7a76\u3002<\/li>\n\n\n\n<li>Smol-Developer \/a-tiny-agent\uff1a\u5982\u679c\u4f60\u8ffd\u6c42\u8f7b\u91cf\u3001\u7b80\u6d01\u3001\u6613\u4e8e\u7406\u89e3\uff0c\u60f3\u4ece\u4e00\u4e2a\u6700\u5c0f\u5316\u7684\u3001\u51e0\u767e\u884c\u4ee3\u7801\u7684 Agent \u6846\u67b6\u5f00\u59cb\u5b66\u4e60\uff0c\u8fd9\u4e9b\u9879\u76ee\u4f1a\u662f\u5f88\u597d\u7684\u8d77\u70b9\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u3010\u5b66\u4e60\u5efa\u8bae\u3011<\/strong><\/p>\n\n\n\n<p>\u5343\u4e07\u4e0d\u8981\u8d2a\u591a\uff01\u4e0d\u8981\u8bd5\u56fe\u628a\u6240\u6709\u6846\u67b6\u90fd\u5b66\u4e00\u904d\u3002\u9009\u62e9\u5176\u4e2d\u4e00\u4e2a\uff08\u521d\u5b66\u8005\u63a8\u8350\u4ece LangChain \u6216 LangGraph \u5f00\u59cb\uff09\uff0c\u6df1\u5165\u5730\u3001\u7cfb\u7edf\u5730\u628a\u5b83\u641e\u660e\u767d\u3002\u5f53\u4f60\u7406\u89e3\u4e86\u4e00\u4e2a\u6846\u67b6\u7684\u8bbe\u8ba1\u54f2\u5b66\u540e\uff0c\u4f60\u4f1a\u53d1\u73b0\u5176\u4ed6\u6846\u67b6\u5b66\u8d77\u6765\u90fd\u89e6\u7c7b\u65c1\u901a\uff0c\u975e\u5e38\u5feb\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd393.3 Stage 5\uff1aClaude Code \u751f\u6001\uff08\u9884\u8ba1 3-4 \u5468\uff09<\/strong><\/p>\n\n\n\n<p>\u4e00\u4e2a\u5f3a\u5927\u7684 Agent\uff0c\u4e0d\u80fd\u662f\u4e00\u4e2a\u5b64\u5c9b\u3002\u5b83\u9700\u8981\u4e0e\u771f\u5b9e\u7684\u4e16\u754c\u8fde\u63a5\uff0c\u624d\u80fd\u53d1\u6325\u6700\u5927\u7684\u5a01\u529b\u3002\u8fd9\u4e2a\u9636\u6bb5\uff0c\u4f60\u9700\u8981\u5b66\u4e60\u5982\u4f55\u5c06\u4f60\u7684 Agent \u878d\u5165\u5230\u6574\u4e2a\u751f\u6001\u4e2d\u3002<\/p>\n\n\n\n<p><strong>\u3010\u4e24\u5927\u6838\u5fc3\u8def\u5f84\u3011<\/strong><\/p>\n\n\n\n<ol>\n<li>MCP (Model-Caller Protocol)\uff1a\u8fd8\u8bb0\u5f97\u6211\u4eec\u4e4b\u524d\u8bb2\u8fc7\u7684 MCP \u5417\uff1f\u5728\u8fd9\u91cc\uff0c\u4f60\u7684\u89d2\u8272\u53d8\u4e86\u3002\u4f60\u4e0d\u518d\u662f\u4f7f\u7528\u8005\uff0c\u800c\u662f MCP Server \u7684\u521b\u5efa\u8005\u3002\u4f60\u8981\u5b66\u4f1a\u5982\u4f55\u81ea\u5df1\u5199\u4e00\u4e2a MCP \u670d\u52a1\u5668\uff0c\u628a\u4f60\u7684\u672c\u5730\u7684\u6587\u4ef6\u3001\u6570\u636e\u5e93\u3001Notion \u9875\u9762\uff0c\u751a\u81f3\u516c\u53f8\u7684\u5185\u90e8\u7cfb\u7edf\uff0c\u90fd\u901a\u8fc7\u6807\u51c6\u7684 MCP \u63a5\u53e3\u66b4\u9732\u7ed9 Agent\u3002<\/li>\n\n\n\n<li>Skills\uff08\u6280\u80fd\uff09\u4e0e Plugins\uff08\u63d2\u4ef6\uff09\uff1a\u5b66\u4e60\u5982\u4f55\u4e3a\u4f60\u81ea\u5df1\u6253\u9020\u7684 Agent\uff0c\u7f16\u5199\u53ef\u590d\u7528\u7684\u6280\u80fd\uff0c\u5e76\u5c06\u5b83\u4eec\u6253\u5305\u6210\u63d2\u4ef6\uff0c\u65b9\u4fbf\u5206\u53d1\u548c\u7ba1\u7406\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd393.4 Stage 6\uff1a\u4e0a\u4e0b\u6587\u7ba1\u7406\uff08\u9884\u8ba1 2 \u5468\uff09<\/strong><\/p>\n\n\n\n<p>Agent \u672c\u6765\u662f\u6ca1\u6709\u8bb0\u5fc6\u7684\uff0c\u8bf4\u8fc7\u7684\u8bdd\u5206\u5206\u949f\u5fd8\u6389\u3002\u8fd9\u4e2a\u9636\u6bb5\u4e3b\u8981\u89e3\u51b3\u4e24\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul>\n<li>\u957f\u671f\u8bb0\u5fc6\uff1a\u5982\u4f55\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982 Chroma, Pinecone\uff09\uff0c\u6765\u5b58\u50a8\u8de8\u4f1a\u8bdd\u7684\u77e5\u8bc6\u3001\u7528\u6237\u504f\u597d\uff0c\u8ba9 Agent \u8bb0\u4f4f\u4f60\u3002<\/li>\n\n\n\n<li>RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\uff1a\u5982\u4f55\u628a\u4f60\u81ea\u5df1\u7684\u6587\u6863\u3001\u77e5\u8bc6\u5e93\u3001\u804a\u5929\u8bb0\u5f55\uff0c\u901a\u8fc7 RAG \u6280\u672f\uff0c\u53d8\u6210 Agent \u53ef\u4ee5\u968f\u65f6\u67e5\u9605\u7684\u5927\u786c\u76d8\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u3010RAG \u7684\u5751\u5168\u57cb\u5728\u7ec6\u8282\u91cc\u3011<\/strong><\/p>\n\n\n\n<p>RAG \u4e0d\u662f\u7b80\u5355\u5730\u628a\u6587\u6863\u6254\u8fdb\u6570\u636e\u5e93\u5c31\u5b8c\u4e8b\u4e86\u3002\u4f60\u9700\u8981\u6df1\u5165\u7814\u7a76\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6587\u6863\u5e94\u8be5\u600e\u4e48\u5207\u5206\uff08Chunking\uff09\uff1f<\/li>\n\n\n\n<li>Embedding 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