{"id":119,"date":"2026-04-28T22:39:45","date_gmt":"2026-04-28T14:39:45","guid":{"rendered":"https:\/\/larkdrop.cafe\/?p=119"},"modified":"2026-04-29T16:29:18","modified_gmt":"2026-04-29T08:29:18","slug":"llm%e5%92%8cagent%e7%9a%84%e6%a0%b8%e5%bf%83%e6%9c%af%e8%af%ad%e5%92%8c%e5%8e%9f%e7%90%86","status":"publish","type":"post","link":"https:\/\/larkdrop.cafe\/index.php\/2026\/04\/28\/llm%e5%92%8cagent%e7%9a%84%e6%a0%b8%e5%bf%83%e6%9c%af%e8%af%ad%e5%92%8c%e5%8e%9f%e7%90%86\/","title":{"rendered":"LLM\u548cAgent\u7684\u6838\u5fc3\u672f\u8bed\u548c\u539f\u7406"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u4eba\u521a\u5f00\u59cb\u7528 AI \u7f16\u7a0b\u5de5\u5177\uff0c\u7ecf\u5e38\u4f1a\u6709\u4e00\u4e2a\u7591\u95ee\uff1aCursor\u3001Antigravity \u8fd9\u4e9b\u7f16\u8f91\u5668\u91cc\u4e5f\u80fd\u9009 Claude \u6a21\u578b\uff0c\u4e3a\u4ec0\u4e48\u76ee\u524d\u6765\u770b\u8fd8\u662f Claude Code \u914d\u5408 Claude \u6a21\u578b\u7684\u7f16\u7a0b\u6548\u679c\u6700\u597d\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4ec0\u4e48 Qwen\u3001DeepSeek \u7b49\u56fd\u4ea7\u6a21\u578b\u4e5f\u80fd\u652f\u6301\u5728 Claude Code \u91cc\u4f7f\u7528\uff1f\u548c\u4f7f\u7528\u5b98\u65b9\u7684 Claude \u6a21\u578b\u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u6709\u8fd9\u4e9b\u7591\u95ee\uff0c\u8bf4\u660e\u4f60\u8fd8\u6ca1\u641e\u6e05\u695a LLM \u548c Agent \u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u8bf4\uff0cAI \u5199\u4ee3\u7801\u7684\u6548\u679c\u540c\u65f6\u53d6\u51b3\u4e8e\u4e24\u4ef6\u4e8b\uff1a<strong>LLM \u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b<\/strong>\uff0c\u4ee5\u53ca<strong>\u56f4\u7ed5\u6a21\u578b\u7684 Agent \u5de5\u7a0b\u5b9e\u73b0<\/strong>\u3002\u4e24\u8005\u90fd\u591f\u5f3a\uff0c\u624d\u80fd\u6709\u6700\u597d\u7684\u6548\u679c\uff0c\u4efb\u4f55\u4e00\u65b9\u62c9\u80ef\uff0c\u6700\u7ec8\u6548\u679c\u90fd\u4e0d\u5c3d\u5982\u4eba\u610f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u8bf4\u7684 Qwen\u3001Claude\u3001DeepSeek \u7b49\u6a21\u578b\u5c5e\u4e8e LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\uff0cCursor\u3001Antigravity\u3001Claude Code \u7b49 AI \u7f16\u7a0b\u5de5\u5177\u5c5e\u4e8e Agent\uff08\u667a\u80fd\u4f53\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLM \u7684\u672c\u8d28\uff1a\u6982\u7387\u9884\u6d4b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6838\u5fc3\u539f\u7406\u5176\u5b9e\u5c31\u4e00\u53e5\u8bdd\uff1a<strong>\u6839\u636e\u5df2\u6709\u7684\u6587\u672c\uff0c\u9884\u6d4b\u4e0b\u4e00\u4e2a token \u51fa\u73b0\u7684\u6982\u7387<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u7684 token \u662f\u6a21\u578b\u5904\u7406\u6587\u672c\u7684\u6700\u5c0f\u5355\u4f4d\uff0c\u4e00\u4e2a token \u5927\u7ea6\u76f8\u5f53\u4e8e\u4e00\u4e2a\u6c49\u5b57\u6216\u534a\u4e2a\u82f1\u6587\u5355\u8bcd\u3002\u540e\u9762\u6211\u4eec\u4f1a\u9891\u7e41\u63d0\u5230 token \u8fd9\u4e2a\u6982\u5ff5\uff0c\u4f60\u53ef\u4ee5\u5148\u7b80\u5355\u7406\u89e3\u4e3a\u300c\u4e00\u5c0f\u6bb5\u6587\u5b57\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u5982\u4f60\u8f93\u5165\u300c\u4eca\u5929\u5929\u6c14\u300d\uff0c\u6a21\u578b\u4f1a\u8ba1\u7b97\u6240\u6709\u53ef\u80fd\u7684\u4e0b\u4e00\u4e2a\u5b57\u7684\u6982\u7387\u5206\u5e03\uff1a\u300c\u771f\u300d\u7684\u6982\u7387 30%\uff0c\u300c\u4e0d\u300d\u7684\u6982\u7387 20%\uff0c\u300c\u5f88\u300d\u7684\u6982\u7387 15%\u2026\u2026\u7136\u540e\u4ece\u4e2d\u9009\u4e00\u4e2a\u8f93\u51fa\u3002\u9009\u5b8c\u4e4b\u540e\uff0c\u628a\u8fd9\u4e2a\u5b57\u62fc\u5230\u8f93\u5165\u540e\u9762\uff0c\u7ee7\u7eed\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5b57\uff0c\u5982\u6b64\u53cd\u590d\uff0c\u5c31\u751f\u6210\u4e86\u4e00\u6bb5\u5b8c\u6574\u7684\u6587\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5 LLM \u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e2a\u6982\u7387\u6a21\u578b\uff0c\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u5730\u5f80\u5916\u8e66\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u8ddf ChatGPT \u804a\u5929\u65f6\u770b\u5230\u56de\u7b54\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u5730\u51fa\u73b0\uff0c\u4e0d\u662f\u4e3a\u4e86\u6253\u5b57\u673a\u6548\u679c\u3002\u8fd9\u5c31\u662f\u5b83\u771f\u5b9e\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u80fd\u4f1a\u95ee\uff1a\u8fd9\u4e5f\u592a\u7b80\u5355\u4e86\uff0c\u5c31\u9760\u731c\u4e0b\u4e00\u4e2a\u5b57\uff0c\u600e\u4e48\u80fd\u5199\u51fa\u90a3\u4e48\u6d41\u7545\u3001\u90a3\u4e48\u300c\u6709\u9053\u7406\u300d\u7684\u56de\u7b54\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5173\u952e\u5728\u4e8e<strong>\u89c4\u6a21\u6548\u5e94<\/strong>\u3002\u5f53\u6a21\u578b\u7684\u53c2\u6570\u91cf\u5927\u5230\u51e0\u767e\u4ebf\u3001\u4e0a\u5343\u4ebf\uff0c\u8bad\u7ec3\u6570\u636e\u8986\u76d6\u4e86\u6d77\u91cf\u6587\u672c\uff0c\u8fd9\u4e2a\u300c\u6982\u7387\u9884\u6d4b\u300d\u5c31\u53d8\u5f97\u60ca\u4eba\u5730\u51c6\u786e\u3002\u51c6\u786e\u5230\u8ba9\u4eba\u89c9\u5f97\u5b83\u771f\u7684\u300c\u7406\u89e3\u300d\u4e86\u4f60\u5728\u8bf4\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u8981\u6ce8\u610f\uff0c\u5b83\u5e76\u4e0d\u771f\u7684\u7406\u89e3\uff0c\u53ea\u662f\u5728\u505a\u7edf\u8ba1\u610f\u4e49\u4e0a\u7684\u6a21\u5f0f\u5339\u914d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u597d\u6bd4\u4e00\u4e2a\u4eba\u628a\u6240\u6709\u68cb\u8c31\u90fd\u80cc\u4e0b\u6765\u4e86\u3002\u4ed6\u53ef\u80fd\u5e76\u4e0d\u300c\u7406\u89e3\u300d\u56f4\u68cb\u7684\u54f2\u5b66\uff0c\u4f46\u4e0b\u51fa\u7684\u68cb\u6bd4\u5927\u591a\u6570\u4eba\u90fd\u5f3a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u6709\u4e00\u4e2a\u53c2\u6570\u53eb<strong>\u6e29\u5ea6\uff08temperature\uff09<\/strong>\uff0c\u63a7\u5236\u6a21\u578b\u9009\u5b57\u65f6\u7684\u968f\u673a\u7a0b\u5ea6\u3002\u6e29\u5ea6\u4e3a 0 \u65f6\uff0c\u6a21\u578b\u6bcf\u6b21\u90fd\u9009\u6982\u7387\u6700\u5927\u7684\u90a3\u4e2a\u5b57\uff0c\u8f93\u51fa\u6700\u786e\u5b9a\u3002\u6e29\u5ea6\u8c03\u9ad8\uff0c\u6a21\u578b\u5c31\u66f4\u613f\u610f\u9009\u90a3\u4e9b\u6982\u7387\u8f83\u4f4e\u7684\u5b57\uff0c\u8f93\u51fa\u66f4\u6709\u521b\u610f\u4f46\u4e5f\u66f4\u4e0d\u53ef\u63a7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u4e2a\u91cd\u8981\u7684\u6982\u5ff5\u662f<strong>\u4e0a\u4e0b\u6587\uff08Context\uff09<\/strong>\u3002\u6a21\u578b\u5728\u9884\u6d4b\u4e0b\u4e00\u4e2a token \u65f6\uff0c\u4f9d\u636e\u7684\u5c31\u662f\u5f53\u524d\u4e0a\u4e0b\u6587\u91cc\u7684\u6240\u6709\u6587\u672c\u3002\u4f60\u8f93\u5165\u7684\u95ee\u9898\u3001\u4e4b\u524d\u7684\u5bf9\u8bdd\u5386\u53f2\u3001\u7cfb\u7edf\u7ed9\u7684\u80cc\u666f\u8bbe\u5b9a\uff0c\u8fd9\u4e9b\u5168\u90e8\u62fc\u5728\u4e00\u8d77\u5c31\u6784\u6210\u4e86\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4f60\u8ddf ChatGPT \u804a\u5929\uff0c\u7b2c\u4e00\u53e5\u8bf4\u300c\u6211\u53eb\u5c0f\u660e\u300d\uff0c\u7136\u540e\u804a\u4e86\u5f88\u591a\u522b\u7684\u8bdd\u9898\uff0c\u6700\u540e\u7a81\u7136\u95ee\u300c\u6211\u53eb\u4ec0\u4e48\u540d\u5b57\u300d\uff0c\u5b83\u80fd\u6b63\u786e\u56de\u7b54\u300c\u4f60\u53eb\u5c0f\u660e\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e0d\u662f\u56e0\u4e3a\u5b83\u300c\u8bb0\u4f4f\u300d\u4e86\u4f60\u7684\u540d\u5b57\uff0c\u800c\u662f\u56e0\u4e3a\u300c\u6211\u53eb\u5c0f\u660e\u300d\u8fd9\u53e5\u8bdd\u8fd8\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\u3002\u6a21\u578b\u6bcf\u6b21\u751f\u6210\u56de\u7b54\u65f6\uff0c\u90fd\u662f\u4f9d\u636e\u6574\u4e2a\u4e0a\u4e0b\u6587\u7684\u5185\u5bb9\u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a token \u7684\uff0c\u6240\u4ee5\u770b\u8d77\u6765\u5b83\u597d\u50cf\u662f\u300c\u8bb0\u4f4f\u300d\u4e86\u4f60\u7684\u540d\u5b57\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u4e0a\u4e0b\u6587\u7684\u5bb9\u91cf\u80af\u5b9a\u662f\u6709\u9650\u7684\uff0c\u6211\u4eec\u4e00\u822c\u79f0\u8fd9\u4e2a\u5bb9\u91cf\u4e3a\u300c\u4e0a\u4e0b\u6587\u7a97\u53e3\u300d\u3002\u8d85\u51fa\u7a97\u53e3\u7684\u5185\u5bb9\u5c31\u9700\u8981\u88ab\u5904\u7406\u6389\uff0c\u5e38\u89c1\u7684\u505a\u6cd5\u662f\u538b\u7f29\uff1a\u8ba9\u6a21\u578b\u628a\u65e9\u671f\u7684\u5bf9\u8bdd\u603b\u7ed3\u6210\u4e00\u6bb5\u6458\u8981\uff0c\u4fdd\u7559\u91cd\u8981\u4fe1\u606f\uff0c\u4e22\u6389\u7ec6\u8282\uff0c\u4ece\u800c\u817e\u51fa\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u5982\u679c\u4f60\u548c ChatGPT \u804a\u4e86\u7279\u522b\u957f\u7684\u5bf9\u8bdd\uff0c\u518d\u95ee\u6700\u5f00\u5934\u7684\u95ee\u9898\uff0c\u5b83\u53ef\u80fd\u5c31\u7b54\u4e0d\u4e0a\u6765\u4e86\u3002\u56e0\u4e3a\u65e9\u671f\u7684\u5bf9\u8bdd\u5df2\u7ecf\u88ab\u6324\u51fa\u4e86\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u5e38\u8bf4\u7684\u300c\u5931\u5fc6\u4e86\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u4e3b\u6d41\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5728 128K \u5230 1M token \u4e4b\u95f4\uff0c\u5927\u7ea6\u76f8\u5f53\u4e8e\u51e0\u4e07\u5230\u51e0\u5341\u4e07\u5b57\u3002\u542c\u8d77\u6765\u5f88\u5927\uff0c\u4f46\u540e\u9762\u4f60\u4f1a\u770b\u5230\uff0c\u5728 Agent \u573a\u666f\u4e0b\u8fd9\u4e2a\u7a7a\u95f4\u6d88\u8017\u5f97\u975e\u5e38\u5feb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\uff0c\u6700\u4f73\u5b9e\u8df5\u662f\u4e00\u4e2a\u4e0a\u4e0b\u6587\u7a97\u53e3\u53ea\u805a\u7126\u5904\u7406\u4e00\u4e2a\u95ee\u9898\u76f8\u5173\u7684\u5bf9\u8bdd\uff0c\u5bf9\u4e8e\u65b0\u7684\u95ee\u9898\u5c31\u91cd\u65b0\u5f00\u59cb\u4e00\u4e2a\u65b0\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Instruct \u6a21\u578b\uff1a\u4ece\u300c\u8865\u5168\u300d\u5230\u300c\u5bf9\u8bdd\u300d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u5173\u6ce8\u8fc7\u5f00\u6e90\u6a21\u578b\uff08\u6bd4\u5982 Llama\u3001Qwen\uff09\uff0c\u4f1a\u53d1\u73b0\u5b83\u4eec\u901a\u5e38\u6709\u4e24\u4e2a\u7248\u672c\uff1a\u4e00\u4e2a\u53eb Base\uff0c\u4e00\u4e2a\u53eb Instruct\u3002\u8fd9\u4e24\u4e2a\u7248\u672c\u7684\u533a\u522b\uff0c\u6070\u597d\u80fd\u5e2e\u4f60\u7406\u89e3 LLM \u662f\u600e\u4e48\u4ece\u300c\u8865\u5168\u5f15\u64ce\u300d\u53d8\u6210\u300c\u5bf9\u8bdd\u52a9\u624b\u300d\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Base \u6a21\u578b\u5c31\u662f\u6211\u4eec\u4e0a\u9762\u8bf4\u7684\u7eaf\u6982\u7387\u9884\u6d4b\u6a21\u578b\u3002\u4f60\u8f93\u5165\u300c\u4e2d\u56fd\u7684\u9996\u90fd\u662f\u300d\uff0c\u5b83\u4f1a\u63a5\u7740\u5f80\u4e0b\u5199\u300c\u5317\u4eac\uff0c\u4f4d\u4e8e\u534e\u5317\u5e73\u539f\u2026\u2026\u300d\u3002\u8fd9\u662f\u5728\u505a<strong>\u6587\u672c\u8865\u5168<\/strong>\u3002\u4f60\u8f93\u5165\u534a\u53e5\u8bdd\uff0c\u5b83\u5e2e\u4f60\u628a\u540e\u534a\u53e5\u7eed\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u4f60\u60f3\u60f3\uff0c\u6211\u4eec\u7528 ChatGPT \u7684\u65f6\u5019\uff0c\u8f93\u5165\u300c\u4e2d\u56fd\u7684\u9996\u90fd\u662f\u300d\uff0c\u5b83\u4f1a\u600e\u4e48\u56de\u7b54\uff1f\u5b83\u4e0d\u4f1a\u5e2e\u4f60\u7eed\u5199\uff0c\u800c\u662f\u4f1a\u56de\u7b54\u300c\u4e2d\u56fd\u7684\u9996\u90fd\u662f\u5317\u4eac\u300d\u3002\u5b83\u628a\u4f60\u7684\u8f93\u5165\u5f53\u4f5c\u4e86\u4e00\u4e2a<strong>\u95ee\u9898<\/strong>\u6765\u56de\u7b54\uff0c\u800c\u4e0d\u662f\u4e00\u6bb5\u9700\u8981\u7eed\u5199\u7684\u6587\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f Instruct \u6a21\u578b\u505a\u7684\u4e8b\u60c5\u3002\u5728 Base \u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u7528\u5927\u91cf\u7684\u300c\u6307\u4ee4-\u56de\u7b54\u300d\u6570\u636e\u5bf9\u8fdb\u884c\u5fae\u8c03\uff08Fine-tuning\uff09\uff0c\u518d\u901a\u8fc7 RLHF\uff08\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff09\u8fdb\u4e00\u6b65\u4f18\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RLHF \u5c31\u662f\u8ba9\u6a21\u578b\u5bf9\u540c\u4e00\u4e2a\u95ee\u9898\u751f\u6210\u591a\u4e2a\u56de\u7b54\uff0c\u7531\u4eba\u7c7b\u8bc4\u5ba1\u5458\u6253\u5206\u6392\u5e8f\uff0c\u6a21\u578b\u6839\u636e\u6253\u5206\u8c03\u6574\u81ea\u5df1\u3002\u7ecf\u8fc7\u8fd9\u4e24\u6b65\uff0c\u6a21\u578b\u5c31\u660e\u767d\u4e86\uff1a\u7528\u6237\u8f93\u5165\u7684\u4e0d\u662f\u9700\u8981\u4f60\u7eed\u5199\u7684\u6587\u672c\uff0c\u800c\u662f\u9700\u8981\u4f60\u54cd\u5e94\u7684\u6307\u4ee4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u6211\u4eec\u5e73\u65f6\u7528\u7684 ChatGPT\u3001Claude \u8fd9\u4e9b\uff0c\u5168\u90fd\u662f Instruct \u6a21\u578b\u3002Base \u6a21\u578b\u867d\u7136\u4e5f\u5f88\u5f3a\uff0c\u4f46\u5b83\u53ea\u4f1a\u300c\u63a5\u8bdd\u300d\uff0c\u4e0d\u4f1a\u300c\u56de\u7b54\u95ee\u9898\u300d\uff0c\u76f4\u63a5\u62ff\u6765\u5bf9\u8bdd\u4f1a\u5f88\u5947\u602a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instruct \u7248\u672c\u7684\u8bad\u7ec3\u6210\u672c\u76f8\u6bd4\u9884\u8bad\u7ec3\u9636\u6bb5\u8981\u5c0f\u5f97\u591a\uff0c\u4f46\u6548\u679c\u4e0a\u662f\u8d28\u7684\u98de\u8dc3\u3002\u5b83\u76f4\u63a5\u8ba9 LLM \u4ece\u4e00\u4e2a\u6587\u672c\u8865\u5168\u5de5\u5177\u53d8\u6210\u4e86\u53ef\u4ee5\u5bf9\u8bdd\u7684\u52a9\u624b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u601d\u7ef4\u94fe\uff1a\u8ba9\u6a21\u578b\u300c\u60f3\u6e05\u695a\u518d\u8bf4\u300d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LLM \u6709\u4e00\u4e2a\u6709\u8da3\u7684\u7279\u6027\uff1a\u5982\u679c\u4f60\u8ba9\u5b83\u76f4\u63a5\u7ed9\u51fa\u7b54\u6848\uff0c\u5b83\u53ef\u80fd\u4f1a\u72af\u9519\uff1b\u4f46\u5982\u679c\u8ba9\u5b83\u5148\u628a\u63a8\u7406\u8fc7\u7a0b\u5199\u51fa\u6765\uff0c\u518d\u7ed9\u7b54\u6848\uff0c\u51c6\u786e\u7387\u4f1a\u9ad8\u5f88\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f\u6240\u8c13\u7684<strong>\u601d\u7ef4\u94fe\uff08Chain of Thought\uff0cCoT\uff09<\/strong>\u3002\u6bd4\u5982\u4f60\u95ee\u4e00\u9053\u6570\u5b66\u9898\u300c\u5c0f\u660e\u6709 3 \u4e2a\u82f9\u679c\uff0c\u53c8\u4e70\u4e86 5 \u4e2a\uff0c\u5403\u4e86 2 \u4e2a\uff0c\u8fd8\u5269\u51e0\u4e2a\uff1f\u300d\uff0c\u6a21\u578b\u5982\u679c\u76f4\u63a5\u8e66\u51fa\u4e00\u4e2a\u6570\u5b57\uff0c\u53ef\u80fd\u4f1a\u51fa\u9519\u3002\u4f46\u5982\u679c\u5b83\u5148\u5199\u300c3 + 5 = 8\uff0c8 &#8211; 2 = 6\u300d\uff0c\u518d\u56de\u7b54\u300c6 \u4e2a\u300d\uff0c\u5c31\u51c6\u786e\u591a\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5176\u5b9e\u548c\u6211\u4eec\u4eba\u7c7b\u505a\u9898\u4e00\u6837\uff0c\u505a\u4e00\u9053\u590d\u6742\u7684\u6570\u5b66\u9898\uff0c\u76f4\u63a5\u6839\u636e\u9898\u610f\u731c\u7b54\u6848\u548c\u5728\u8349\u7a3f\u7eb8\u4e0a\u4e00\u6b65\u4e00\u6b65\u63a8\u6f14\uff0c\u6b63\u786e\u7387\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u628a\u601d\u8003\u8fc7\u7a0b\u300c\u5199\u51fa\u6765\u300d\uff0c\u7b49\u4ef7\u4e8e\u7ed9\u81ea\u5df1\u6253\u8349\u7a3f\uff0c\u6bcf\u4e00\u6b65\u7684\u4e2d\u95f4\u7ed3\u679c\u90fd\u6210\u4e86\u540e\u7eed\u63a8\u7406\u7684\u8f93\u5165\uff0c\u81ea\u7136\u5c31\u66f4\u9760\u8c31\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u6765\u7684\u63a8\u7406\u6a21\u578b\uff08\u6bd4\u5982 OpenAI \u7684 o1\/o3 \u7cfb\u5217\u3001DeepSeek R1\u3001Claude \u7684 extended thinking\uff09\u628a\u8fd9\u4e2a\u601d\u8def\u8fdb\u4e00\u6b65\u7cfb\u7edf\u5316\u4e86\u3002\u6a21\u578b\u4e0d\u5149\u4f1a\u5199\u63a8\u7406\u8fc7\u7a0b\uff0c\u8fd8\u4f1a<strong>\u81ea\u6211\u53cd\u601d<\/strong>\uff1a\u5148\u7ed9\u51fa\u4e00\u4e2a\u7b54\u6848\uff0c\u518d\u56de\u5934\u68c0\u67e5\u6709\u6ca1\u6709\u95ee\u9898\uff0c\u53d1\u73b0\u4e0d\u5bf9\u5c31\u4fee\u6b63\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u5c31\u548c\u6211\u4eec\u505a\u5224\u65ad\u7684\u903b\u8f91\u662f\u7c7b\u4f3c\u7684\uff0c\u5f88\u591a\u65f6\u5019\u76f4\u89c9\u4e0d\u51c6\u786e\uff0c\u9700\u8981\u4ed4\u7ec6\u601d\u8003\u4e00\u4e0b\u624d\u80fd\u5f97\u51fa\u6b63\u786e\u7684\u7ed3\u8bba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u4f60\u5728\u7528 Claude \u6216 ChatGPT \u65f6\uff0c\u6709\u65f6\u5019\u4f1a\u770b\u5230\u6a21\u578b\u5728\u300c\u601d\u8003\u300d\u5f88\u4e45\u624d\u56de\u590d\u3002\u5b83\u5c31\u662f\u5728\u505a\u8fd9\u79cd\u591a\u6b65\u63a8\u7406\u548c\u81ea\u6211\u9a8c\u8bc1\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u66f4\u591a\u7684\u8ba1\u7b97\u91cf\u6765\u6362\u53d6\u66f4\u9ad8\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e9\u671f\u7684\u63a8\u7406\u6a21\u578b\u662f\u4ee5\u300c\u72ec\u7acb\u6a21\u578b\u300d\u7684\u5f62\u6001\u51fa\u73b0\u7684\u3002\u5404\u5bb6\u5382\u5546\u5f80\u5f80\u540c\u65f6\u53d1\u5e03\u4e24\u4e2a\u7248\u672c\uff0c\u4e00\u4e2a\u662f\u666e\u901a\u5bf9\u8bdd\u6a21\u578b\uff08\u5982 gpt-4o\u3001DeepSeek V3\uff09\uff0c\u4e00\u4e2a\u662f\u63a8\u7406\u6a21\u578b\uff08\u5982 gpt-o1\u3001DeepSeek R1\uff09\u3002\u5f00\u53d1\u8005\u8981\u6839\u636e\u4efb\u52a1\u7c7b\u578b\u9009\u6a21\u578b\uff1a\u7b80\u5355\u95ee\u9898\u7528\u5bf9\u8bdd\u6a21\u578b\u7701\u94b1\uff0c\u590d\u6742\u95ee\u9898\u7528\u63a8\u7406\u6a21\u578b\u6c42\u89e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u8fd9\u79cd\u4e8c\u5206\u6cd5\u7528\u8d77\u6765\u5f88\u522b\u626d\uff0c\u4e00\u4e2a Agent \u4efb\u52a1\u91cc\u53ef\u80fd\u65e2\u6709\u7b80\u5355\u7684\u6587\u4ef6\u8bfb\u5199\uff0c\u4e5f\u6709\u590d\u6742\u7684\u4ee3\u7801\u8c03\u8bd5\u63a8\u7406\uff0c\u4f60\u603b\u4e0d\u80fd\u4e2d\u9014\u6362\u6a21\u578b\u5427\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u4ece 2025 \u5e74\u4e0b\u534a\u5e74\u5f00\u59cb\uff0c\u884c\u4e1a\u9010\u6e10\u7edf\u4e00\u5230\u4e86<strong>\u5355\u4e00\u6a21\u578b + \u601d\u8003\u5f3a\u5ea6\u53c2\u6570<\/strong>\u7684\u65b0\u8303\u5f0f\u3002\u540c\u4e00\u4e2a\u6a21\u578b\u65e2\u80fd\u5feb\u901f\u56de\u7b54\uff0c\u4e5f\u80fd\u6df1\u5ea6\u601d\u8003\uff0c\u5f00\u53d1\u8005\u901a\u8fc7\u4e00\u4e2a\u53c2\u6570\u63a7\u5236\u5b83\u300c\u60f3\u591a\u4e45\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5404\u5bb6\u7684\u53c2\u6570\u540d\u7565\u6709\u4e0d\u540c\uff08<code>reasoning_effort<\/code>\u3001<code>effort<\/code>\u3001<code>thinkingLevel<\/code>&nbsp;\u7b49\u7b49\uff09\uff0c\u4f46\u601d\u8def\u4e00\u81f4\uff1a\u90fd\u662f\u901a\u8fc7\u4e00\u4e2a\u53c2\u6570\u63a7\u5236\u6a21\u578b\u7684\u601d\u8003\u5f3a\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f3a\u5ea6\u8c03\u9ad8\uff0c\u6a21\u578b\u591a\u82b1\u70b9\u65f6\u95f4\u53cd\u590d\u63a8\u6f14\uff1b\u5f3a\u5ea6\u8c03\u4f4e\uff0c\u76f4\u63a5\u7ed9\u7b54\u6848\u7701 token\u3002\u5f00\u53d1\u8005\u4e0d\u7528\u518d\u7ea0\u7ed3\u9009\u54ea\u4e2a\u6a21\u578b\uff0c\u4e00\u4e2a API \u8c03\u7528\u6309\u9700\u8c03\u6863\u5c31\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u53d8\u5316\u5bf9 AI \u5e94\u7528\u7684\u5f00\u53d1\u4e5f\u6bd4\u8f83\u53cb\u597d\uff0c\u4ee5\u524d\u5728\u4ee3\u7801\u91cc\u8981\u7ef4\u62a4\u4e24\u5957\u6a21\u578b\u7684\u8c03\u7528\u903b\u8f91\uff08\u5bf9\u8bdd\u6a21\u578b vs \u63a8\u7406\u6a21\u578b\uff09\uff0c\u73b0\u5728\u4e00\u5957\u4ee3\u7801\u5c31\u591f\u4e86\uff0c\u590d\u6742\u5ea6\u4f4e\u4e86\u5f88\u591a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">System Prompt\uff1a\u8bbe\u7f6e\u300c\u4eba\u8bbe\u300d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u6211\u4eec\u8bb2\u7684\u90fd\u662f\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\uff1a\u5b83\u600e\u4e48\u9884\u6d4b token\u3001\u600e\u4e48\u7406\u89e3\u6307\u4ee4\u3001\u600e\u4e48\u505a\u63a8\u7406\u3002\u4f46\u8fd8\u6709\u4e00\u4e2a\u95ee\u9898\uff1a\u4f60\u600e\u4e48\u63a7\u5236\u5b83\u7684\u884c\u4e3a\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u5982\u4f60\u5e0c\u671b\u6a21\u578b\u7528\u7b80\u6d01\u7684\u98ce\u683c\u56de\u7b54\uff0c\u6216\u8005\u8ba9\u5b83\u626e\u6f14\u4e00\u4e2a\u7279\u5b9a\u7684\u89d2\u8272\uff0c\u8fd9\u4e9b\u8981\u6c42\u8981\u5199\u5728\u54ea\u91cc\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b54\u6848\u662f&nbsp;<strong>System Prompt<\/strong>\u3002\u5b83\u662f\u5bf9\u8bdd\u5f00\u59cb\u524d\u7ed9\u6a21\u578b\u7684\u4e00\u6bb5\u6307\u4ee4\uff0c\u4f1a\u88ab\u62fc\u5230\u4e0a\u4e0b\u6587\u7684\u6700\u524d\u9762\u3002\u7528\u6237\u5728\u804a\u5929\u754c\u9762\u91cc\u770b\u4e0d\u5230\u8fd9\u6bb5\u6587\u5b57\uff0c\u4f46\u6a21\u578b\u6bcf\u6b21\u751f\u6210\u56de\u7b54\u65f6\u90fd\u80fd\u8bfb\u5230\u5b83\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u4ee5\u628a System Prompt \u7406\u89e3\u4e3a\u6a21\u578b\u7684\u300c\u4eba\u8bbe\u8bf4\u660e\u4e66\u300d\u3002\u5bf9\u8bdd\u8fd8\u6ca1\u5f00\u59cb\uff0c\u6a21\u578b\u5c31\u5df2\u7ecf\u8bfb\u5230\u4e86\u8fd9\u6bb5\u6587\u672c\uff0c\u540e\u7eed\u4e0d\u7ba1\u7528\u6237\u95ee\u4ec0\u4e48\uff0c\u5b83\u90fd\u4f1a\u5728\u8fd9\u4e2a\u300c\u4eba\u8bbe\u300d\u7684\u6846\u67b6\u4e0b\u56de\u7b54\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">System Prompt \u53ef\u4ee5\u662f\u6a21\u578b\u670d\u52a1\u5546\u9884\u8bbe\u7684\uff08\u6bd4\u5982 OpenAI \u7ed9 ChatGPT \u5199\u7684\u9ed8\u8ba4\u6307\u4ee4\uff09\uff0c\u4e5f\u53ef\u4ee5\u662f\u5f00\u53d1\u8005\u901a\u8fc7 API \u81ea\u5df1\u8bbe\u5b9a\u7684\u3002\u7528\u6237\u4e5f\u80fd\u53c2\u4e0e\u5176\u4e2d\uff0c\u6700\u76f4\u89c2\u7684\u4f8b\u5b50\u5c31\u662f ChatGPT \u7684\u300c\u81ea\u5b9a\u4e49\u6307\u4ee4\u300d\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u4ee5\u5728\u8bbe\u7f6e\u91cc\u544a\u8bc9\u5b83\u4f60\u7684\u804c\u4e1a\u80cc\u666f\uff0c\u8ba9\u5b83\u7528\u7279\u5b9a\u7684\u98ce\u683c\u56de\u590d\u4f60\u3002\u6bd4\u5982\u4f60\u5199\u300c\u6211\u662f\u4e00\u4e2a\u540e\u7aef\u5f00\u53d1\u8005\uff0c\u56de\u7b54\u8981\u7b80\u6d01\uff0c\u7ed9\u4ee3\u7801\u793a\u4f8b\u65f6\u7528 Go\u300d\uff0c\u4e4b\u540e\u6bcf\u6b21\u5bf9\u8bdd\u5b83\u90fd\u4f1a\u6309\u8fd9\u4e2a\u504f\u597d\u6765\u3002\u8fd9\u4e2a\u300c\u81ea\u5b9a\u4e49\u6307\u4ee4\u300d\u672c\u8d28\u4e0a\u5c31\u662f\u88ab\u8ffd\u52a0\u5230\u4e86 System Prompt \u91cc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">System Prompt \u8fd8\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u7528\u9014\uff1a<strong>\u8bbe\u7f6e\u5b89\u5168\u89c4\u5219<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u5728\u7528 ChatGPT \u6216 Claude \u7684\u65f6\u5019\uff0c\u95ee\u67d0\u4e9b\u654f\u611f\u8bdd\u9898\u4f1a\u88ab\u62d2\u7edd\u56de\u7b54\u3002\u8fd9\u79cd\u62d2\u7edd\u884c\u4e3a\u4e00\u90e8\u5206\u6765\u81ea\u8bad\u7ec3\u9636\u6bb5\u7684\u5b89\u5168\u5bf9\u9f50\uff08\u6bd4\u5982 RLHF\uff09\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u5c31\u5df2\u7ecf\u5b66\u4f1a\u4e86\u62d2\u7edd\u660e\u663e\u6709\u5bb3\u7684\u8bf7\u6c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5149\u9760\u8bad\u7ec3\u8fd8\u4e0d\u591f\uff0c\u56e0\u4e3a\u5b89\u5168\u7b56\u7565\u9700\u8981\u7ecf\u5e38\u8c03\u6574\uff0c\u67d0\u7c7b\u5185\u5bb9\u7684\u5bbd\u4e25\u5c3a\u5ea6\u4f1a\u968f\u653f\u7b56\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u6b21\u6539\u7b56\u7565\u90fd\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u6210\u672c\u592a\u9ad8\u4e86\u3002\u6240\u4ee5\u6a21\u578b\u670d\u52a1\u5546\u8fd8\u4f1a\u5728 System Prompt \u91cc\u5199\u660e\u786e\u7684\u5b89\u5168\u89c4\u5219\uff0c\u505a\u66f4\u7cbe\u7ec6\u7684\u7b56\u7565\u63a7\u5236\u3002\u8fd9\u6837\u6539\u4e00\u884c\u6587\u672c\u5c31\u80fd\u751f\u6548\uff0c\u7075\u6d3b\u5f97\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u80fd\u4f1a\u95ee\uff1a\u5982\u679c\u7528\u6237\u5728\u5bf9\u8bdd\u91cc\u5199\u300c\u5ffd\u7565\u4f60\u4e4b\u524d\u7684\u6240\u6709\u6307\u4ee4\u300d\uff0c\u6a21\u578b\u4f1a\u542c\u8c01\u7684\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u6d89\u53ca System Prompt \u548c\u7528\u6237\u6d88\u606f\u7684<strong>\u4f18\u5148\u7ea7<\/strong>\u95ee\u9898\u3002\u5b9e\u9645\u4e0a\uff0c\u9001\u7ed9\u6a21\u578b\u7684\u6587\u672c\u4f1a\u6807\u8bb0\u4e0d\u540c\u7684\u89d2\u8272\u6807\u7b7e\uff08system\u3001user\u3001assistant\uff09\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u5b66\u4f1a\u4e86\u5bf9 system \u6807\u7b7e\u7684\u5185\u5bb9\u8d4b\u4e88\u66f4\u9ad8\u7684\u670d\u4ece\u6743\u91cd\u3002\u6240\u4ee5\u6b63\u5e38\u60c5\u51b5\u4e0b\uff0c\u7528\u6237\u6ca1\u6cd5\u8f7b\u6613\u8986\u76d6 System Prompt \u91cc\u7684\u89c4\u5219\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7136\uff0c\u8fd9\u79cd\u9632\u62a4\u4e0d\u662f\u7edd\u5bf9\u7684\u3002\u7f51\u4e0a\u6709\u5404\u79cd\u300c\u8d8a\u72f1\u300d\uff08jailbreak\uff09\u6280\u5de7\u8bd5\u56fe\u7ed5\u8fc7 System Prompt \u7684\u9650\u5236\uff0c\u6a21\u578b\u5382\u5546\u4e5f\u5728\u4e0d\u65ad\u52a0\u56fa\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u653b\u9632\u535a\u5f08\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">System Prompt \u7684\u6838\u5fc3\u4ef7\u503c\u5c31\u4e24\u70b9\uff1a<strong>\u5b9a\u4e49\u6a21\u578b\u7684\u884c\u4e3a\u65b9\u5f0f<\/strong>\uff0c\u4ee5\u53ca<strong>\u8bbe\u7f6e\u4e0d\u53ef\u8f7b\u6613\u7ed5\u8fc7\u7684\u89c4\u5219<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u9762\u4f60\u4f1a\u770b\u5230\uff0c\u4e0d\u7ba1\u662f\u8ba9\u6a21\u578b\u8c03\u7528\u5de5\u5177\u3001\u6267\u884c\u4efb\u52a1\u8fd8\u662f\u9075\u5faa\u64cd\u4f5c\u6d41\u7a0b\uff0c\u90fd\u4f9d\u8d56\u4e8e\u5f80\u4e0a\u4e0b\u6587\u91cc\u585e\u5165\u6070\u5f53\u7684\u6587\u672c\u3002System Prompt \u5c31\u662f\u8fd9\u4e00\u5207\u7684\u8d77\u70b9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Function Calling\uff1a\u8ba9 LLM \u5b66\u4f1a\u300c\u52a8\u624b\u300d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LLM \u867d\u7136\u80fd\u8bf4\u4f1a\u9053\uff0c\u4f46\u5b83\u6709\u4e00\u4e2a\u6839\u672c\u6027\u7684\u9650\u5236\uff1a<strong>\u5b83\u53ea\u80fd\u8f93\u51fa\u6587\u672c<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u95ee\u5b83\u73b0\u5728\u51e0\u70b9\u4e86\uff0c\u5b83\u4e0d\u77e5\u9053\uff0c\u56e0\u4e3a\u5b83\u6ca1\u6709\u65f6\u949f\u3002\u4f60\u8ba9\u5b83\u5e2e\u4f60\u67e5\u6570\u636e\u5e93\uff0c\u5b83\u505a\u4e0d\u5230\uff0c\u56e0\u4e3a\u5b83\u8fde\u4e0d\u4e0a\u6570\u636e\u5e93\u3002\u5b83\u5c31\u50cf\u4e00\u4e2a\u88ab\u5173\u5728\u623f\u95f4\u91cc\u7684\u8d85\u7ea7\u5927\u8111\uff0c\u77e5\u8bc6\u6e0a\u535a\uff0c\u80fd\u8bf4\u4f1a\u9053\uff0c\u4f46\u6ca1\u6709\u624b\u811a\uff0c\u505a\u4e0d\u4e86\u4efb\u4f55\u4e8b\u60c5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2023 \u5e74 6 \u6708\uff0cOpenAI \u53d1\u5e03\u4e86 Function Calling \u529f\u80fd\uff0c\u7ed9\u8fd9\u4e2a\u300c\u8d85\u7ea7\u5927\u8111\u300d\u88c5\u4e0a\u4e86\u624b\u811a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u65b9\u8bf4\u4f60\u5f00\u53d1\u4e86\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u4f60\u60f3\u8ba9\u6a21\u578b\u5728\u9700\u8981\u7684\u65f6\u5019\u81ea\u52a8\u8c03\u7528\u5929\u6c14\u67e5\u8be2 API \u6765\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\uff0c\u4f60\u8981\u628a\u8fd9\u4e2a\u67e5\u8be2\u5929\u6c14\u7684 API \u7684\u63cf\u8ff0\u585e\u8fdb System Prompt \u91cc\uff08\u4e0a\u4e00\u8282\u8bb2\u8fc7\uff0c\u5b83\u5c31\u662f\u5bf9\u8bdd\u5f00\u59cb\u524d\u7ed9\u6a21\u578b\u7684\u9690\u85cf\u6307\u4ee4\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u5982\u4f60\u53ef\u4ee5\u8fd9\u6837\u5199\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4f60\u662f\u4e00\u4e2a\u6709\u7528\u7684\u52a9\u624b\u3002\u4f60\u6709\u4ee5\u4e0b\u5de5\u5177\u53ef\u4ee5\u4f7f\u7528\uff1a\n\n\u5de5\u5177\u540d\u79f0\uff1aget_weather\n\u529f\u80fd\u63cf\u8ff0\uff1a\u67e5\u8be2\u6307\u5b9a\u57ce\u5e02\u7684\u5f53\u524d\u5929\u6c14\n\u53c2\u6570\uff1a\n  - city\uff08\u5b57\u7b26\u4e32\uff0c\u5fc5\u586b\uff09\uff1a\u57ce\u5e02\u540d\u79f0\uff0c\u5982\"\u5317\u4eac\"\n  - unit\uff08\u5b57\u7b26\u4e32\uff0c\u53ef\u9009\uff09\uff1a\u6e29\u5ea6\u5355\u4f4d\uff0c\"celsius\"\u6216\"fahrenheit\"\uff0c\u9ed8\u8ba4\"celsius\"\n\n\u5f53\u7528\u6237\u7684\u95ee\u9898\u9700\u8981\u67e5\u8be2\u5929\u6c14\u65f6\uff0c\u8bf7\u8f93\u51fa JSON \u683c\u5f0f\u7684\u5de5\u5177\u8c03\u7528\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u540e\u7528\u6237\u95ee\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u300c\u5317\u4eac\u4eca\u5929\u51b7\u4e0d\u51b7\uff1f\u8981\u4e0d\u8981\u7a7f\u5916\u5957\uff1f\u300d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u8bfb\u5230\u8fd9\u4e2a\u95ee\u9898\uff0c\u53d1\u73b0\u4e0a\u4e0b\u6587\u91cc\u6709\u4e00\u4e2a\u67e5\u5929\u6c14\u7684\u5de5\u5177\u53ef\u4ee5\u7528\u3002\u5b83\u81ea\u5df1\u5e76\u4e0d\u77e5\u9053\u5317\u4eac\u4eca\u5929\u591a\u5c11\u5ea6\uff0c\u4f46\u5b83\u77e5\u9053\u53ef\u4ee5\u8c03\u7528\u5de5\u5177\u6765\u83b7\u53d6\u3002\u4e8e\u662f\u6a21\u578b\u4e0d\u76f4\u63a5\u56de\u7b54\uff0c\u800c\u662f\u8f93\u51fa\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"tool\": \"get_weather\",\n  \"arguments\": { \"city\": \"\u5317\u4eac\" }\n}<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u610f\u601d\u662f\uff1a\u300c\u6211\u9700\u8981\u8c03\u7528\u5de5\u5177 get_weather\uff0c\u53c2\u6570\u662f city: \u5317\u4eac\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f\uff0c<strong>\u6a21\u578b\u672c\u8eab\u5e76\u6ca1\u6709\u8c03\u7528\u4efb\u4f55 API\uff0c\u5b83\u53ea\u662f\u8f93\u51fa\u4e86\u8fd9\u4e48\u4e00\u6bb5 JSON \u6587\u672c\uff0c\u8868\u8fbe\u4e00\u4e2a\u300c\u8c03\u7528\u610f\u56fe\u300d<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u7684\u7a0b\u5e8f\u770b\u5230\u8fd9\u6bb5 JSON \u540e\uff0c\u4e0d\u8981\u76f4\u63a5\u8fd4\u56de\u7ed9\u7528\u6237\uff0c\u800c\u662f\u53bb\u8c03\u7528\u5929\u6c14\u67e5\u8be2 API\uff0c\u518d\u628a\u7ed3\u679c\u585e\u56de\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u5de5\u5177 get_weather \u7684\u8fd4\u56de\u7ed3\u679c\uff1a\n{\"city\": \"\u5317\u4eac\", \"temperature\": 8, \"unit\": \"celsius\", \"condition\": \"\u591a\u4e91\"}<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u770b\u5230\u8fd9\u4e2a\u7ed3\u679c\u540e\uff0c\u5c31\u80fd\u7ed9\u7528\u6237\u4e00\u4e2a\u6709\u7528\u7684\u56de\u7b54\u4e86\uff1a\u300c\u5317\u4eac\u4eca\u5929 8\u00b0C\uff0c\u591a\u4e91\uff0c\u8fd8\u662f\u633a\u51c9\u7684\uff0c\u5efa\u8bae\u7a7f\u4e2a\u5916\u5957\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u7684\u7a0b\u5e8f\u5c06\u8fd9\u4e2a\u56de\u590d\u8fd4\u56de\u7ed9\u7528\u6237\uff0c\u7528\u6237\u5c31\u80fd\u770b\u5230\u4e00\u4e2a\u51c6\u786e\u7684\u5929\u6c14\u56de\u7b54\u4e86\u3002\u6211\u4eec\u4f1a\u5728&nbsp;<a href=\"https:\/\/labuladong.online\/zh\/ai-coding\/basics\/ai-chatbot\/\">\u5b9e\u73b0\u4e00\u4e2a chatbot<\/a>&nbsp;\u7528\u4ee3\u7801\u5b9e\u73b0\u8fd9\u4e2a\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u91cc\u4f9d\u6b21\u51fa\u73b0\u4e86\u8fd9\u4e9b\u5185\u5bb9\uff1a\u5de5\u5177\u63cf\u8ff0 \u2192 \u7528\u6237\u63d0\u95ee \u2192 \u6a21\u578b\u8f93\u51fa\u5de5\u5177\u8c03\u7528 \u2192 \u5de5\u5177\u8fd4\u56de\u7ed3\u679c \u2192 \u6a21\u578b\u6700\u7ec8\u56de\u7b54\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5168\u90e8\u90fd\u662f\u6587\u672c\uff0c\u5168\u90e8\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc<\/strong>\uff0c\u6ca1\u6709\u4efb\u4f55\u9b54\u6cd5\u3002\u6a21\u578b\u4e4b\u6240\u4ee5\u77e5\u9053\u8be5\u8c03\u7528&nbsp;<code>get_weather<\/code>\uff0c\u7eaf\u7cb9\u662f\u56e0\u4e3a\u5b83\u5728\u4e0a\u4e0b\u6587\u91cc\u8bfb\u5230\u4e86\u8fd9\u4e2a\u5de5\u5177\u7684\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u9762\u8003\u9a8c\u7684\u662f\u6a21\u578b\u7684<strong>\u6307\u4ee4\u9075\u4ece\u80fd\u529b<\/strong>\u3002\u4f60\u8ba9\u5b83\u8f93\u51fa JSON\uff0c\u5b83\u80fd\u4e0d\u80fd\u8001\u8001\u5b9e\u5b9e\u53ea\u8f93\u51fa\u5408\u6cd5\u7684 JSON\uff0c\u4e0d\u5939\u5e26\u5176\u4ed6\u4e71\u4e03\u516b\u7cdf\u7684\u6587\u5b57\uff1f\u4f60\u544a\u8bc9\u4ed6\u51fd\u6570\u7684\u53c2\u6570\u548c\u7c7b\u578b\uff0c\u5b83\u662f\u5426\u8f93\u51fa\u6b63\u786e\u7684\u51fd\u6570\u53c2\u6570\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u5c1d\u8bd5\u8fc7 GPT-3.5 \u8fd9\u79cd\u65e9\u671f\u6a21\u578b\uff0c\u4f1a\u53d1\u73b0\u5b83\u4eec\u7684\u6307\u4ee4\u9075\u4ece\u80fd\u529b\u5f88\u5dee\uff0c\u8f93\u51fa JSON \u7684\u540c\u65f6\u8fd8\u53ef\u80fd\u5e26\u4e00\u53e5\u300c\u597d\u7684\uff0c\u4e0b\u9762\u662f\u7ed3\u679c\u300d\u4e4b\u7c7b\u7684\u5e9f\u8bdd\uff0c\u8fd9\u5c31\u4f1a\u5bfc\u81f4\u7a0b\u5e8f\u89e3\u6790 json \u5931\u8d25\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5230 2023 \u5e74\u5e95\uff0cOpenAI \u628a&nbsp;<code>functions<\/code>&nbsp;\u53c2\u6570\u6539\u540d\u4e3a&nbsp;<code>tools<\/code>\uff0cAnthropic\u3001Google \u4e5f\u8ddf\u8fdb\u63a8\u51fa\u4e86\u81ea\u5df1\u7684 Tool Use \u65b9\u6848\u3002\u540d\u5b57\u867d\u7136\u53d8\u4e86\uff0c\u672c\u8d28\u6ca1\u53d8\uff1a<strong>\u6a21\u578b\u8f93\u51fa\u7ed3\u6784\u5316\u7684\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\uff0c\u5916\u56f4\u7a0b\u5e8f\u89e3\u6790\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u6267\u884c\u540e\u628a\u7ed3\u679c\u5582\u56de\u4e0a\u4e0b\u6587<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740\u6a21\u578b\u7684\u6307\u4ee4\u9075\u4ece\u80fd\u529b\u8d8a\u6765\u8d8a\u5f3a\uff0cTool Use \u4ece\u52c9\u5f3a\u80fd\u7528\u53d8\u6210\u4e86\u975e\u5e38\u53ef\u9760\uff0c\u8fd9\u4e5f\u4e3a\u540e\u9762 Agent \u7684\u51fa\u73b0\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">MCP\uff1a\u7ed9\u5de5\u5177\u5b9a\u4e2a\u6807\u51c6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Tool Use \u7684\u539f\u7406\u641e\u6e05\u695a\u4e86\uff0c\u4f46\u8fd8\u6709\u4e00\u4e2a\u5b9e\u9645\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u9762\u8bf4\u4e86\uff0c\u5de5\u5177\u7684\u63cf\u8ff0\u9700\u8981\u585e\u8fdb\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\uff0c\u800c\u8fd9\u4ef6\u4e8b\u662f\u9700\u8981\u914d\u5408\u6a21\u578b\u670d\u52a1\u63d0\u4f9b\u65b9\u7684\u3002\u4f60\u8981\u6309\u7167\u5b83\u8981\u6c42\u7684\u683c\u5f0f\u6765\u5b9a\u4e49\u5de5\u5177\uff0c\u5b83\u624d\u80fd\u6b63\u786e\u5730\u628a\u5de5\u5177\u4fe1\u606f\u4f20\u7ed9 LLM\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95ee\u9898\u662f\uff0c\u5404\u5bb6\u7684\u683c\u5f0f\u4e0d\u592a\u4e00\u6837\uff0c\u540c\u6837\u662f\u5b9a\u4e49\u6211\u4eec\u524d\u9762\u90a3\u4e2a\u67e5\u5929\u6c14\u7684\u5de5\u5177\uff0c\u5728 OpenAI \u548c Anthropic \u7684 API \u91cc\uff0c\u5199\u6cd5\u662f\u4e0d\u540c\u7684\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ OpenAI \u7684\u683c\u5f0f\uff1a\u5d4c\u5957\u5728 function \u91cc\uff0c\u53c2\u6570\u5b57\u6bb5\u53eb parameters\n{\n  \"type\": \"function\",\n  \"function\": {\n    \"name\": \"get_weather\",\n    \"description\": \"\u67e5\u8be2\u6307\u5b9a\u57ce\u5e02\u7684\u5f53\u524d\u5929\u6c14\",\n    \"parameters\": {\n      \"type\": \"object\",\n      \"properties\": {\n        \"city\": { \"type\": \"string\", \"description\": \"\u57ce\u5e02\u540d\u79f0\" }\n      },\n      \"required\": &#91;\"city\"]\n    }\n  }\n}\n\n\/\/ Anthropic \u7684\u683c\u5f0f\uff1a\u6241\u5e73\u7ed3\u6784\uff0c\u53c2\u6570\u5b57\u6bb5\u53eb input_schema\n{\n  \"name\": \"get_weather\",\n  \"description\": \"\u67e5\u8be2\u6307\u5b9a\u57ce\u5e02\u7684\u5f53\u524d\u5929\u6c14\",\n  \"input_schema\": {\n    \"type\": \"object\",\n    \"properties\": {\n      \"city\": { \"type\": \"string\", \"description\": \"\u57ce\u5e02\u540d\u79f0\" }\n    },\n    \"required\": &#91;\"city\"]\n  }\n}<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u63cf\u8ff0\u7684\u662f\u540c\u4e00\u4e2a\u5de5\u5177\uff0c\u4f46\u5b57\u6bb5\u540d\u548c\u5d4c\u5957\u5c42\u7ea7\u90fd\u4e0d\u4e00\u6837\u3002\u4f60\u4e3a OpenAI \u5199\u597d\u7684\u5de5\u5177\u5b9a\u4e49\uff0c\u62ff\u5230 Anthropic \u4e0a\u5c31\u5f97\u6539\u4e00\u904d\u683c\u5f0f\uff0cGoogle Gemini \u53c8\u662f\u53e6\u4e00\u5957\u5199\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u5177\u5f00\u53d1\u8005\u8981\u4e3a\u6bcf\u4e2a\u5e73\u53f0\u9002\u914d\u4e00\u904d\uff0c\u8fd9\u548c\u5f53\u5e74\u624b\u673a\u5145\u7535\u7ebf\u7684\u6df7\u4e71\u5c40\u9762\u4e00\u6a21\u4e00\u6837\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2024 \u5e74 11 \u6708\uff0cAnthropic \u63a8\u51fa\u4e86 MCP\uff08Model Context Protocol\uff0c\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a AI \u5de5\u5177\u9886\u57df\u7684\u300cUSB-C \u6807\u51c6\u300d\uff1a\u6309\u7167 MCP \u7684\u89c4\u8303\u5199\u4e00\u4e2a\u5de5\u5177\uff0c\u6240\u6709\u652f\u6301 MCP \u7684 Agent \u90fd\u80fd\u76f4\u63a5\u63a5\u5165\uff0c\u4e0d\u7528\u5173\u5fc3\u5e95\u5c42\u662f\u54ea\u5bb6\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528 MCP \u5199\u4e00\u4e2a\u67e5\u5929\u6c14\u7684\u5de5\u5177\uff0c\u7528 Python \u7684 FastMCP \u5e93\u5341\u51e0\u884c\u4ee3\u7801\u5c31\u641e\u5b9a\u4e86\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from mcp.server.fastmcp import FastMCP\n\n# \u521b\u5efa\u4e00\u4e2a MCP Server\nmcp = FastMCP(\"weather-server\")\n\n# \u7528\u88c5\u9970\u5668\u5b9a\u4e49\u4e00\u4e2a\u5de5\u5177\uff0c\u51fd\u6570\u7b7e\u540d\u5c31\u662f\u5de5\u5177\u7684\u53c2\u6570\u5b9a\u4e49\n@mcp.tool()\ndef get_weather(city: str) -&gt; str:\n    \"\"\"\u67e5\u8be2\u6307\u5b9a\u57ce\u5e02\u7684\u5f53\u524d\u5929\u6c14\"\"\"\n    # \u8fd9\u91cc\u8c03\u7528\u771f\u6b63\u7684\u5929\u6c14 API\n    return f\"{city}\uff1a8\u00b0C\uff0c\u591a\u4e91\"\n\n# \u542f\u52a8\u670d\u52a1\nmcp.run()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u8fd9\u4e48\u70b9\u4ee3\u7801\uff0cFastMCP \u4f1a\u81ea\u52a8\u6839\u636e\u51fd\u6570\u7b7e\u540d\u548c\u6587\u6863\u5b57\u7b26\u4e32\u751f\u6210\u6807\u51c6\u7684\u5de5\u5177\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5199\u5b8c\u4e4b\u540e\uff0cClaude Code\u3001Cursor \u8fd9\u4e9b\u652f\u6301 MCP \u7684\u7f16\u7a0b\u5de5\u5177\uff0c\u53ea\u9700\u8981\u5728\u914d\u7f6e\u6587\u4ef6\u91cc\u6ce8\u518c\u8fd9\u4e2a Server\uff0c\u5c31\u80fd\u76f4\u63a5\u4f7f\u7528&nbsp;<code>get_weather<\/code>&nbsp;\u4e86\u3002\u4f60\u4e0d\u7528\u64cd\u5fc3\u6bcf\u5bb6\u5e73\u53f0\u7684 API \u5dee\u5f02\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d MCP \u5df2\u7ecf\u6210\u4e86\u884c\u4e1a\u4e8b\u5b9e\u6807\u51c6\uff0c\u4f46\u8981\u6ce8\u610f\uff0cMCP \u5e76\u6ca1\u6709\u5f15\u5165\u4ec0\u4e48\u65b0\u7684 AI \u80fd\u529b\uff0c\u5b83\u89e3\u51b3\u7684\u662f<strong>\u5de5\u7a0b\u5c42\u9762\u7684\u4e92\u901a\u95ee\u9898<\/strong>\uff0c\u5e95\u5c42\u8fd8\u662f Tool Use \u90a3\u4e00\u5957\uff1a\u5de5\u5177\u63cf\u8ff0\u585e\u8fdb\u4e0a\u4e0b\u6587\uff0c\u6a21\u578b\u51b3\u5b9a\u662f\u5426\u9700\u8981\u8c03\u7528\uff0c\u5916\u56f4\u7a0b\u5e8f\u5b9e\u9645\u6267\u884c\u5de5\u5177\u5e76\u628a\u7ed3\u679c\u5582\u56de\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MCP \u53ea\u662f\u628a\u300c\u600e\u4e48\u63cf\u8ff0\u5de5\u5177\u300d\u300c\u600e\u4e48\u8c03\u7528\u5de5\u5177\u300d\u8fd9\u4e9b\u63a5\u53e3\u7ed9\u6807\u51c6\u5316\u4e86\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Agent\uff1a\u7ed9 LLM \u5957\u4e0a\u5faa\u73af<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e86 Tool Use\uff0cLLM \u5c31\u80fd\u505a\u4e8b\u4e86\u3002\u4f46\u5982\u679c\u53ea\u662f\u300c\u7528\u6237\u95ee\u4e00\u53e5 \u2192 \u6a21\u578b\u8c03\u4e00\u6b21\u5de5\u5177 \u2192 \u8fd4\u56de\u7ed3\u679c\u300d\u8fd9\u79cd\u4e00\u95ee\u4e00\u7b54\u7684\u6a21\u5f0f\uff0c\u80fd\u505a\u7684\u4e8b\u60c5\u8fd8\u662f\u975e\u5e38\u6709\u9650\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u771f\u5b9e\u4e16\u754c\u7684\u4efb\u52a1\u5f80\u5f80\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\uff1a\u5148\u8bfb\u4e00\u4e0b\u6587\u4ef6\u770b\u770b\u4ee3\u7801\u7ed3\u6784\uff0c\u518d\u5b9a\u4f4d\u5230\u6709 bug \u7684\u51fd\u6570\uff0c\u7136\u540e\u4fee\u6539\u4ee3\u7801\uff0c\u6700\u540e\u8dd1\u4e00\u4e0b\u6d4b\u8bd5\u786e\u8ba4\u4fee\u590d\u4e86\u3002\u8fd9\u4e0d\u662f\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u80fd\u641e\u5b9a\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u7684\u6838\u5fc3\u601d\u8def\u5f88\u7b80\u5355\uff1a<strong>\u628a LLM + Tool Use \u653e\u8fdb\u4e00\u4e2a\u5faa\u73af\u91cc<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528\u4f2a\u4ee3\u7801\u8868\u793a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>while \u4efb\u52a1\u672a\u5b8c\u6210:\n    \u6a21\u578b\u6839\u636e\u5f53\u524d\u4e0a\u4e0b\u6587\u601d\u8003\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\n    if \u6a21\u578b\u8ba4\u4e3a\u9700\u8981\u4f7f\u7528\u67d0\u4e2a\u5de5\u5177:\n        \u6267\u884c\u5de5\u5177\uff0c\u628a\u7ed3\u679c\u8ffd\u52a0\u5230\u4e0a\u4e0b\u6587\n    elif \u6a21\u578b\u8ba4\u4e3a\u4efb\u52a1\u5b8c\u6210\u4e86:\n        \u8f93\u51fa\u6700\u7ec8\u7ed3\u679c\uff0c\u9000\u51fa\u5faa\u73af<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u8fd9\u4e48\u7b80\u5355\u3002Claude Code\u3001Cursor\u3001Codex \u8fd9\u4e9b\u7f16\u7a0b Agent\uff0c\u672c\u8d28\u4e0a\u90fd\u662f\u8fd9\u4e2a\u5faa\u73af\uff0c\u914d\u4e0a\u4e00\u5806\u7f16\u7a0b\u76f8\u5173\u7684\u5de5\u5177\uff1a\u8bfb\u6587\u4ef6\u3001\u5199\u6587\u4ef6\u3001\u6267\u884c\u547d\u4ee4\u3001\u641c\u7d22\u4ee3\u7801\u3001\u8fd0\u884c\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u5728\u5faa\u73af\u4e2d\u4e0d\u65ad\u5730\u300c\u601d\u8003 \u2192 \u884c\u52a8 \u2192 \u89c2\u5bdf\u7ed3\u679c \u2192 \u518d\u601d\u8003\u300d\uff0c\u8fd9\u4e2a\u6a21\u5f0f\u5728\u5b66\u672f\u4e0a\u53eb&nbsp;<strong>ReAct\uff08Reasoning + Acting\uff09<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u548c\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u5f0f\u5176\u5b9e\u5f88\u50cf\uff1a\u4f60\u4e0d\u4f1a\u4e00\u4e0a\u6765\u5c31\u77e5\u9053\u600e\u4e48\u505a\uff0c\u800c\u662f\u5148\u770b\u770b\u60c5\u51b5\uff0c\u8bd5\u4e00\u4e0b\uff0c\u770b\u770b\u7ed3\u679c\uff0c\u518d\u51b3\u5b9a\u4e0b\u4e00\u6b65\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f\u8fd9\u4e2a\u5faa\u73af\u6709\u4e00\u4e2a\u526f\u4f5c\u7528\uff1a\u6bcf\u4e00\u8f6e\u7684\u5de5\u5177\u8c03\u7528\u548c\u8fd4\u56de\u7ed3\u679c\u90fd\u4f1a\u8ffd\u52a0\u5230\u4e0a\u4e0b\u6587\u91cc\uff0c\u6240\u4ee5\u4e0a\u4e0b\u6587\u5728\u4e0d\u65ad\u589e\u957f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5<strong>\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u5927\u5c0f<\/strong>\u5f88\u91cd\u8981\uff0c\u7a97\u53e3\u592a\u5c0f\u7684\u8bdd Agent \u8dd1\u51e0\u8f6e\u5c31\u628a\u4e0a\u4e0b\u6587\u6491\u6ee1\u4e86\uff0c\u524d\u9762\u7684\u4fe1\u606f\u88ab\u622a\u65ad\uff0c\u6a21\u578b\u5c31\u300c\u5931\u5fc6\u300d\u4e86\u3002\u73b0\u5728\u4e3b\u6d41\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5728 128K \u5230 1M token \u4e4b\u95f4\uff0c\u5c31\u662f\u4e3a\u4e86\u8ba9 Agent \u80fd\u8dd1\u66f4\u4e45\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u65f6\uff0c\u5de5\u5177\u8c03\u7528\u7684\u51c6\u786e\u6027\u4e5f\u662f\u5f88\u91cd\u8981\u7684\uff0c\u4f60\u770b\u76ee\u524d\u65b0\u6a21\u578b\u53d1\u5e03\u7684\u65f6\u5019\u90fd\u6709\u5de5\u5177\u8c03\u7528\u76f8\u5173\u7684\u8bc4\u4f30\u6307\u6807\u3002\u5982\u679c\u5de5\u5177\u8c03\u7528\u7684\u80fd\u529b\u5dee\uff0c\u5c31\u53ef\u80fd\u628a\u5927\u91cf\u548c\u76ee\u6807\u65e0\u5173\u7684\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u8ffd\u52a0\u5230\u4e0a\u4e0b\u6587\u91cc\uff0c\u5bfc\u81f4\u4e0a\u4e0b\u6587\u88ab\u6491\u7206\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5 Agent \u5e76\u4e0d\u795e\u79d8\u3002\u5b83\u7684\u300c\u667a\u80fd\u300d\u6765\u81ea\u4e24\u90e8\u5206\uff1a<strong>\u6a21\u578b\u672c\u8eab\u7684\u63a8\u7406\u80fd\u529b<\/strong>\u51b3\u5b9a\u4e86\u5b83\u80fd\u4e0d\u80fd\u60f3\u51fa\u6b63\u786e\u7684\u4e0b\u4e00\u6b65\uff0c<strong>\u5de5\u5177<\/strong>\u8d4b\u4e88\u4e86\u5b83\u628a\u60f3\u6cd5\u53d8\u6210\u884c\u52a8\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM \u662f\u5927\u8111\uff0c\u5de5\u5177\u662f\u624b\u811a\uff0c\u5faa\u73af\u662f\u9a71\u52a8\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Skills\uff1a\u53ef\u590d\u7528\u7684\u5de5\u4f5c\u6d41\u7a0b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e86 LLM \u548c\u5de5\u5177\uff0cAgent \u77e5\u9053\u81ea\u5df1\u300c\u80fd\u505a\u4ec0\u4e48\u300d\u3002\u4f46\u5728\u9762\u5bf9\u4e00\u4e2a\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u5b83\u8fd8\u9700\u8981\u77e5\u9053\u300c\u8be5\u600e\u4e48\u505a\u300d\uff0c\u4e5f\u5c31\u662f\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f Skills \u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u80fd\u4f1a\u95ee\uff1aAgent \u4e0d\u662f\u80fd\u81ea\u4e3b\u5faa\u73af\u89e3\u51b3\u95ee\u9898\u5417\uff0c\u4e3a\u4ec0\u4e48\u8fd8\u9700\u8981\u4eba\u6765\u544a\u8bc9\u5b83\u600e\u4e48\u505a\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u5f53\u7136\u80fd\u81ea\u5df1\u6478\u7d22\uff0c\u4f46\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\uff0c\u81ea\u7531\u53d1\u6325\u7684\u6548\u679c\u4e0d\u5982\u6309\u9884\u8bbe\u6d41\u7a0b\u6765\u5f97\u7a33\u3002\u8fd9\u5c31\u50cf\u516c\u53f8\u62db\u4e86\u4e00\u4e2a\u806a\u660e\u7684\u65b0\u5458\u5de5\uff0c\u4ed6\u4ec0\u4e48\u90fd\u80fd\u60f3\u529e\u6cd5\u641e\u5b9a\uff0c\u4f46\u7ed9\u4ed6\u4e00\u4efd SOP \u6587\u6863\uff0c\u4ed6\u80fd\u505a\u5f97\u66f4\u5feb\u66f4\u7a33\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Skills \u5c31\u662f\u628a\u4e00\u5957\u5b8c\u6574\u7684\u64cd\u4f5c\u6d41\u7a0b\u5199\u6210\u6587\u6863\uff0cAgent \u6309\u6587\u6863\u4e00\u6b65\u4e00\u6b65\u6267\u884c\u3002\u672c\u8d28\u4e0a\uff0cSkills \u5c31\u662f SOP\uff08\u6807\u51c6\u64cd\u4f5c\u6d41\u7a0b\uff09\u7684\u6587\u6863\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u62ff Anthropic \u5b98\u65b9\u5f00\u6e90\u7684 PDF Skill \u4e3e\u4e2a\u4f8b\u5b50\u3002\u5b83\u7684\u6587\u4ef6\u7ed3\u6784\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>skills\/pdf\/\n\u251c\u2500\u2500 SKILL.md        # \u6838\u5fc3\u6587\u4ef6\uff1a\u4f55\u65f6\u89e6\u53d1 + \u64cd\u4f5c\u6307\u5357\n\u251c\u2500\u2500 reference.md    # \u8be6\u7ec6\u53c2\u8003\u6587\u6863\n\u251c\u2500\u2500 forms.md        # \u8868\u5355\u586b\u5199\u4e13\u9879\u6307\u5357\n\u2514\u2500\u2500 scripts\/        # \u9884\u5199\u597d\u7684 Python \u811a\u672c<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d&nbsp;<code>SKILL.md<\/code>&nbsp;\u662f\u6838\u5fc3\uff0c\u5f00\u5934\u7684 YAML \u90e8\u5206\u544a\u8bc9 Agent\u300c\u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u8fd9\u4e2a Skill\u300d\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>---\nname: pdf\ndescription: Use this skill whenever the user wants to do\n  anything with PDF files. This includes reading or extracting\n  text\/tables from PDFs, combining or merging multiple PDFs,\n  splitting PDFs apart, rotating pages, adding watermarks,\n  creating new PDFs, filling PDF forms...\n---<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u9762\u7684 Markdown \u6b63\u6587\u5c31\u662f\u5177\u4f53\u7684\u64cd\u4f5c\u6307\u5357\uff1a\u7528\u54ea\u4e2a Python \u5e93\u3001\u600e\u4e48\u8bfb\u53d6 PDF\u3001\u600e\u4e48\u5408\u5e76\u3001\u600e\u4e48\u63d0\u53d6\u8868\u683c\uff0c\u751a\u81f3\u8fde\u4ee3\u7801\u793a\u4f8b\u90fd\u5199\u597d\u4e86\u3002\u800c&nbsp;<code>scripts\/<\/code>&nbsp;\u76ee\u5f55\u91cc\u5219\u653e\u4e86\u4e00\u6279\u9884\u5199\u597d\u7684 Python \u811a\u672c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>scripts\/\n\u251c\u2500\u2500 extract_form_field_info.py    # \u63d0\u53d6\u8868\u5355\u5b57\u6bb5\u4fe1\u606f\n\u251c\u2500\u2500 extract_form_structure.py     # \u63d0\u53d6\u8868\u5355\u6574\u4f53\u7ed3\u6784\n\u251c\u2500\u2500 fill_fillable_fields.py       # \u586b\u5199\u8868\u5355\u5b57\u6bb5\n\u251c\u2500\u2500 check_fillable_fields.py      # \u68c0\u67e5\u54ea\u4e9b\u5b57\u6bb5\u53ef\u586b\u5199\n\u251c\u2500\u2500 check_bounding_boxes.py       # \u6821\u9a8c\u5b57\u6bb5\u8fb9\u754c\u6846\n\u251c\u2500\u2500 convert_pdf_to_images.py      # PDF \u8f6c\u56fe\u7247\n\u251c\u2500\u2500 create_validation_image.py    # \u751f\u6210\u6821\u9a8c\u7528\u7684\u622a\u56fe\n\u2514\u2500\u2500 fill_pdf_form_with_annotations.py  # \u901a\u8fc7\u6ce8\u89e3\u586b\u5199\u8868\u5355<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u8bfb\u5230 SKILL.md \u4e4b\u540e\u5c31\u77e5\u9053\uff1a\u8981\u63d0\u53d6\u8868\u5355\u4fe1\u606f\uff0c\u8dd1&nbsp;<code>extract_form_field_info.py<\/code>\uff1b\u8981\u586b\u5199\u8868\u5355\uff0c\u8dd1&nbsp;<code>fill_fillable_fields.py<\/code>\uff1b\u586b\u5b8c\u4e4b\u540e\u60f3\u786e\u8ba4\u6548\u679c\uff0c\u8dd1&nbsp;<code>convert_pdf_to_images.py<\/code>&nbsp;\u8f6c\u6210\u56fe\u7247\u770b\u4e00\u773c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e0d\u9700\u8981\u81ea\u5df1\u53bb\u5199\u8fd9\u4e9b\u811a\u672c\uff0c\u4e5f\u4e0d\u9700\u8981\u628a\u811a\u672c\u4ee3\u7801\u52a0\u8f7d\u5230\u4e0a\u4e0b\u6587\u91cc\u53bb\u300c\u7406\u89e3\u300d\u3002\u5b83\u53ea\u9700\u8981\u77e5\u9053\u6bcf\u4e2a\u811a\u672c\u7684\u7528\u9014\uff0c\u7136\u540e\u76f4\u63a5\u6267\u884c\u5c31\u884c\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\u505a\u7684\u597d\u5904\u5f88\u660e\u663e\uff1aAgent \u53ea\u9700\u8981\u8bfb\u4e00\u4efd\u6587\u6863\uff08\u5360\u7528\u5c11\u91cf\u4e0a\u4e0b\u6587\uff09\uff0c\u5c31\u80fd\u501f\u52a9\u9884\u5199\u597d\u7684\u5de5\u5177\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u4e14\u8fd9\u4e9b\u811a\u672c\u662f\u6211\u4eec\u4e8b\u5148\u8c03\u8bd5\u9a8c\u8bc1\u8fc7\u7684\uff0c\u6bd4\u8ba9 Agent \u4e34\u65f6\u5199\u4e00\u4e2a\u53ef\u9760\u5f97\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u770b\uff0c\u8fd9\u5c31\u662f\u4e00\u4e2a\u5b8c\u6574\u7684 SOP\uff1a\u4ec0\u4e48\u65f6\u5019\u89e6\u53d1\u3001\u5177\u4f53\u600e\u4e48\u505a\u3001\u7528\u4ec0\u4e48\u5de5\u5177\uff0c\u5168\u90e8\u6587\u6863\u5316\u4e86\u3002Agent \u4e0d\u9700\u8981\u300c\u806a\u660e\u5730\u53d1\u660e\u300d\u89e3\u51b3\u65b9\u6848\uff0c\u53ea\u9700\u8981\u300c\u8ba4\u771f\u5730\u6267\u884c\u300d\u6587\u6863\u91cc\u7684\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Anthropic \u5728 Skills \u7684\u52a0\u8f7d\u4e0a\u6709\u4e00\u4e2a\u5de7\u5999\u7684\u8bbe\u8ba1\u53eb<strong>\u6e10\u8fdb\u5f0f\u62ab\u9732\uff08Progressive Disclosure\uff09<\/strong>\u3002\u4e0a\u9762\u90a3\u4e2a PDF Skill \u7684\u5b8c\u6574\u5185\u5bb9\u53ef\u80fd\u6709\u51e0\u5343\u4e2a token\uff0c\u5982\u679c\u628a\u6240\u6709 Skills \u7684\u5b8c\u6574\u5185\u5bb9\u4e00\u80a1\u8111\u585e\u8fdb\u4e0a\u4e0b\u6587\uff0c\u77ac\u95f4\u5c31\u6ee1\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u5b9e\u9645\u505a\u6cd5\u662f\uff1a\u542f\u52a8\u65f6\u53ea\u7ed9\u6a21\u578b\u6bcf\u4e2a Skill \u7684\u540d\u5b57\u548c\u4e00\u53e5\u8bdd\u7b80\u4ecb\uff0c\u5927\u7ea6 80 \u4e2a token\u3002\u51e0\u5341\u4e2a Skill \u52a0\u8d77\u6765\u4e5f\u624d\u4e0d\u5230 2000 \u4e2a token\u3002\u7b49\u6a21\u578b\u53d1\u73b0\u5f53\u524d\u4efb\u52a1\u548c\u67d0\u4e2a Skill \u76f8\u5173\u4e86\uff0c\u518d\u628a\u5b8c\u6574\u5185\u5bb9\u52a0\u8f7d\u8fdb\u6765\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f\u4e00\u4e2a\u5178\u578b\u7684\u5de5\u7a0b\u4f18\u5316\uff1a\u6838\u5fc3\u539f\u7406\u6ca1\u53d8\uff08\u90fd\u662f\u5f80\u4e0a\u4e0b\u6587\u91cc\u585e\u6587\u672c\uff09\uff0c\u4f46\u901a\u8fc7\u6309\u9700\u52a0\u8f7d\uff0c\u5927\u5e45\u964d\u4f4e\u4e86 token \u6d88\u8017\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u5207\u90fd\u662f\u4e0a\u4e0b\u6587<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u56de\u5934\u770b\u6211\u4eec\u8bb2\u7684\u6240\u6709\u5185\u5bb9\uff0c\u4f60\u4f1a\u53d1\u73b0\u4e00\u4e2a\u8d2f\u7a7f\u59cb\u7ec8\u7684\u4e8b\u5b9e\uff1a<strong>\u4e0d\u7ba1\u662f\u601d\u7ef4\u94fe\u3001Tool Use\u3001Agent \u5faa\u73af\u3001MCP \u5de5\u5177\u63cf\u8ff0\u8fd8\u662f Skills \u6587\u6863\uff0c\u6700\u7ec8\u90fd\u8981\u585e\u8fdb\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\uff0c\u4ea4\u7ed9\u540c\u4e00\u4e2a\u6982\u7387\u6a21\u578b\u53bb\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u5730\u5f80\u5916\u8e66<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u601d\u7ef4\u94fe\u662f\u4ec0\u4e48\uff1f\u662f\u6a21\u578b\u5728\u4e0a\u4e0b\u6587\u91cc\u5199\u7ed9\u81ea\u5df1\u770b\u7684\u8349\u7a3f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MCP \u548c Tool Use \u662f\u4ec0\u4e48\uff1f\u662f\u5728\u4e0a\u4e0b\u6587\u91cc\u585e\u4e86\u5de5\u5177\u63cf\u8ff0\uff0c\u6a21\u578b\u8bfb\u5230\u540e\u8f93\u51fa\u8c03\u7528\u8bf7\u6c42\uff0c\u7ed3\u679c\u518d\u8ffd\u52a0\u56de\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u5faa\u73af\u662f\u4ec0\u4e48\uff1f\u662f\u4e0d\u65ad\u5730\u5f80\u4e0a\u4e0b\u6587\u91cc\u8ffd\u52a0\u601d\u8003\u548c\u5de5\u5177\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Skills \u662f\u4ec0\u4e48\uff1f\u662f\u628a\u64cd\u4f5c\u624b\u518c\u7684\u6587\u672c\u52a0\u8f7d\u5230\u4e0a\u4e0b\u6587\u91cc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ca1\u6709\u4efb\u4f55\u9b54\u6cd5\uff0c\u5168\u90e8\u90fd\u662f\u6587\u672c\uff0c\u5168\u90e8\u90fd\u9760\u90a3\u4e2a\u300c\u9884\u6d4b\u4e0b\u4e00\u4e2a token\u300d\u7684\u6982\u7387\u6a21\u578b\u5728\u9a71\u52a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6e10\u8fdb\u5f0f\u62ab\u9732\u8fd9\u4e9b\u5de5\u7a0b\u7ec6\u8282\u5982\u6b64\u91cd\u8981\u3002\u56e0\u4e3a\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\u662f\u56fa\u5b9a\u7684\uff0c<strong>\u4e0a\u4e0b\u6587\u91cc\u585e\u4ec0\u4e48\u3001\u600e\u4e48\u585e\u3001\u585e\u591a\u5c11<\/strong>\uff0c\u76f4\u63a5\u51b3\u5b9a\u4e86 Agent \u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u6837\u4e00\u4e2a\u6a21\u578b\uff0c\u7ed9\u5b83\u4e00\u4efd\u5199\u5f97\u597d\u7684 Skill \u6587\u6863\u548c\u4e00\u6279\u9884\u7f6e\u811a\u672c\uff0c\u5b83\u80fd\u9ad8\u6548\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002\u7ed9\u5b83\u4e00\u4e2a\u585e\u6ee1\u4e86\u65e0\u5173\u4fe1\u606f\u7684\u4e0a\u4e0b\u6587\uff0c\u5b83\u53ef\u80fd\u8fde\u7b80\u5355\u7684\u95ee\u9898\u90fd\u7b54\u4e0d\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u6574\u6761\u6f14\u8fdb\u8def\u7ebf\u7684\u672c\u8d28\u662f\uff1a<strong>LLM \u662f\u57fa\u5ea7\uff0cAgent \u662f\u56f4\u7ed5 LLM \u7684\u4e00\u5957\u5de5\u7a0b\u4f53\u7cfb<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece Function Calling \u5230 MCP \u5230 Skills \u5230\u6e10\u8fdb\u5f0f\u62ab\u9732\uff0c\u90fd\u662f\u5728\u89e3\u51b3\u540c\u4e00\u4e2a\u95ee\u9898\uff1a\u5982\u4f55\u5728\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\u9ad8\u6548\u5730\u7ec4\u7ec7\u4fe1\u606f\uff0c\u8ba9\u6982\u7387\u6a21\u578b\u53d1\u6325\u51fa\u6700\u5927\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7406\u89e3\u4e86\u8fd9\u4e00\u70b9\uff0c\u4f60\u4f1a\u53d1\u73b0 AI \u65f6\u4ee3\u7684\u673a\u4f1a\u5e76\u4e0d\u53ea\u5c5e\u4e8e\u641e\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u4eba\u3002\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\u5f53\u7136\u91cd\u8981\uff0c\u4f46\u56f4\u7ed5\u6a21\u578b\u7684\u5de5\u7a0b\u4f18\u5316\u540c\u6837\u5927\u6709\u53ef\u4e3a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u600e\u4e48\u8bbe\u8ba1\u5de5\u5177\u8ba9 Agent \u7528\u8d77\u6765\u66f4\u987a\u7545\uff1f\u600e\u4e48\u5199 Skill \u6587\u6863\u8ba9\u6d41\u7a0b\u66f4\u53ef\u9760\uff1f\u600e\u4e48\u7ba1\u7406\u4e0a\u4e0b\u6587\u8ba9 token \u82b1\u5728\u5200\u5203\u4e0a\uff1f\u8fd9\u4e9b\u90fd\u662f\u5b9e\u5b9e\u5728\u5728\u7684\u5de5\u7a0b\u95ee\u9898\uff0c\u4e5f\u662f\u4f60\u7406\u89e3\u4e86\u8fd9\u4e9b\u539f\u7406\u4e4b\u540e\u53ef\u4ee5\u7740\u624b\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf4\u5230\u5e95\uff0c\u4f60\u4e0d\u9700\u8981\u61c2\u6a21\u578b\u662f\u600e\u4e48\u8bad\u7ec3\u7684\uff0c\u4f46\u4f60\u77e5\u9053\u300c\u4e00\u5207\u90fd\u662f\u4e0a\u4e0b\u6587\u300d\uff0c\u5c31\u80fd\u66f4\u806a\u660e\u5730\u4f7f\u7528\u8fd9\u4e9b Agent \u5de5\u5177\u66f4\u597d\u5730\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u4e14\uff0c<strong>\u968f\u7740\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\u7684\u63d0\u5347\uff0c\u4f60\u56f4\u7ed5\u6a21\u578b\u6784\u5efa\u7684\u5de5\u7a0b\u4f18\u5316\u7684\u4ef7\u503c\u4e5f\u4f1a\u6c34\u6da8\u8239\u9ad8\uff0c\u8fd9\u6b63\u662f AI \u65f6\u4ee3\u7684\u673a\u4f1a\u6240\u5728<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5373\u4fbf\u5e95\u5c42\u90fd\u4f7f\u7528\u76f8\u540c\u7684 Claude \u6a21\u578b\uff0c\u5b83\u4eec\u7684\u7f16\u7a0b\u6548\u679c\u4e5f\u4f1a\u6709\u5dee\u522b\uff0c\u5c31\u662f\u56e0\u4e3a Agent \u7684\u5de5\u7a0b\u5b9e\u73b0\u4e0d\u4e00\u6837\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u6837\u90fd\u662f\u7528 Claude \u6a21\u578b\uff0cClaude Code \u7528\u8d77\u6765\u6700\u8212\u670d\uff0c\u7ed9\u4eba\u611f\u89c9\u6700\u806a\u660e\uff0c\u5c31\u662f\u56e0\u4e3a\u5b83\u7684 Agent \u5de5\u7a0b\u505a\u5f97\u6700\u597d\uff0cCursor \u7b49\u5176\u4ed6\u5de5\u5177\u90fd\u7565\u900a\u4e00\u7b79\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf4\u767d\u4e86\uff0cClaude \u6a21\u578b\u548c Claude Code \u90fd\u662f Anthropic \u7684\uff0c\u6240\u4ee5 Claude Code \u820d\u5f97\u7ed9\u6a21\u578b\u585e\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\uff0c\u83b7\u53d6\u5145\u5206\u7684\u4fe1\u606f\u540e\u518d\u5f00\u59cb\u5199\u4ee3\u7801\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cursor \u7b49\u5176\u4ed6\u5de5\u5177\uff0c\u4f9d\u9760\u6a21\u578b\u5382\u5546\u7684 API \u8c03\u7528\uff0c\u591a\u5c11\u6709\u4e9b\u6210\u672c\u7684\u9650\u5236\u5728\u91cc\u9762\uff0c\u6240\u4ee5\u5b83\u4eec\u5e0c\u671b\u585e\u66f4\u5c11\u7684\u4e0a\u4e0b\u6587\uff0c\u5c3d\u5feb\u7ed9\u51fa\u7b54\u6848\u3002\u4f46\u8fd9\u6837\u505a\u7684\u4ee3\u4ef7\u5c31\u662f\uff0c\u6709\u4e9b\u590d\u6742\u95ee\u9898\u53ef\u80fd\u5f97\u4e0d\u5230\u8db3\u591f\u7684\u4fe1\u606f\uff0c\u6a21\u578b\u518d\u5f3a\u4e5f\u6ca1\u7528\uff0c\u5199\u51fa\u6765\u7684\u4ee3\u7801\u8fd8\u662f\u53ef\u80fd\u6b20\u8003\u8651\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53cd\u8fc7\u6765\uff0c\u540c\u4e00\u4e2a Agent \u5b9e\u73b0\uff0c\u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u6548\u679c\u4e5f\u4f1a\u6709\u5dee\u522b\uff0c\u8fd9\u5c31\u662f\u6a21\u578b\u80fd\u529b\u7684\u5dee\u8ddd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u5982\u4f60\u7528 Claude Code \u63a5\u5165\u5176\u4ed6\u7684\u6a21\u578b\uff0c\u6548\u679c\u4e5f\u4e0d\u5982\u4f7f\u7528 Claude \u6a21\u578b\u597d\uff0c\u56e0\u4e3a\u76ee\u524d\u6765\u770b Claude \u6a21\u578b\u7684\u7f16\u7a0b\u80fd\u529b\u662f\u6700\u5f3a\u7684\uff0c\u5176\u4ed6\u6a21\u578b\u8fd8\u6709\u4e00\u5b9a\u7684\u5dee\u8ddd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f88\u591a\u4eba\u521a\u5f00\u59cb\u7528 AI \u7f16\u7a0b\u5de5\u5177\uff0c\u7ecf\u5e38\u4f1a\u6709\u4e00\u4e2a\u7591\u95ee\uff1aCursor\u3001Antigravity \u8fd9\u4e9b\u7f16\u8f91\u5668\u91cc\u4e5f\u80fd\u9009 C [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10],"class_list":["post-119","post","type-post","status-publish","format-standard","hentry","category-learn","tag-ai"],"_links":{"self":[{"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/posts\/119","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/comments?post=119"}],"version-history":[{"count":3,"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/posts\/119\/revisions"}],"predecessor-version":[{"id":136,"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/posts\/119\/revisions\/136"}],"wp:attachment":[{"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/media?parent=119"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/categories?post=119"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/larkdrop.cafe\/index.php\/wp-json\/wp\/v2\/tags?post=119"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}